[2025-12-25T20:15:03.703329] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-25T20:15:03.871682] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-25T20:15:04.036067] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-25T20:15:04.209669] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-25T20:15:04.210033] [WARN ] [STATE     ] State set to: WAITING
[2025-12-25T20:15:04.210098] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-25T20:15:04.282458] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-25T20:15:04.287341] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-24), and is a dependency of this service.
[2025-12-25T20:15:04.355645] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-25T20:15:04.422066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-25T20:15:04.489060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-25T20:15:04.489345] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-25T20:15:04.489414] [INFO ] [CACHE     ] Starting cache update
[2025-12-25T20:15:04.489457] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-25T20:15:04.492929] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-25T20:15:04.493689] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-25T20:15:04.493895] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-25T20:15:04.493935] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-25T20:15:04.493977] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-25T20:15:04.569963] [DEBUG] [REMOTE    ] Fetched 3552 unique symbols from directory listing.
[2025-12-25T20:15:04.587873] [INFO ] [sig       ] Skipping 3552 symbols with existing configuration
[2025-12-25T20:15:04.588114] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-25T20:15:04.590007] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-25T20:15:04.590084] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-25T20:15:04.751476] [DEBUG] [REMOTE    ] Fetched 3552 unique symbols from directory listing.
[2025-12-25T20:15:04.757245] [INFO ] [sig       ] Found 3552 active symbols to forecast
[2025-12-25T20:15:04.762882] [INFO ] [sig       ] [1/3552] Forecasting A...
[2025-12-25T20:15:04.763000] [INFO ] [sig       ] Generating forecast for: A
[2025-12-25T20:15:04.763047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-25T20:15:04.777046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-25T20:15:04.777547] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-25T20:15:04.778647] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-25T20:15:04.778705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:04.778741] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:04.778771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:04.778843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:04.841831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:04.843352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:04.843496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:04.843531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:04.975255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:04.975482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:04.975527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:04.975604] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:04.980080] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-12-25T20:15:04.980691] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-25T20:15:04.980860] [INFO ] [sig       ] A: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:05.137513] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/A.txt
[2025-12-25T20:15:05.137824] [INFO ] [sig       ] [1/3552] Completed A in 0.4s | 2.67 sym/s | Total: 0.4s | ETA: 22.2m
[2025-12-25T20:15:05.137876] [INFO ] [sig       ] [2/3552] Forecasting AAL...
[2025-12-25T20:15:05.137909] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-25T20:15:05.137946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-25T20:15:05.153006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-25T20:15:05.153815] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-25T20:15:05.154825] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-25T20:15:05.154882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:05.154918] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:05.154946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:05.155014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:05.215788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:05.216926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:05.217050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:05.217089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:05.342929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:05.343155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:05.343201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:05.343234] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:05.347265] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: UP (p=91.18%)
[2025-12-25T20:15:05.347611] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-25T20:15:05.347761] [INFO ] [sig       ] AAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:05.496367] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AAL.txt
[2025-12-25T20:15:05.496552] [INFO ] [sig       ] [2/3552] Completed AAL in 0.4s | 2.73 sym/s | Total: 0.7s | ETA: 21.7m
[2025-12-25T20:15:05.496612] [INFO ] [sig       ] [3/3552] Forecasting AAOI...
[2025-12-25T20:15:05.496644] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-25T20:15:05.496702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-25T20:15:05.515973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-25T20:15:05.516698] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-25T20:15:05.518404] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-25T20:15:05.518487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:05.518528] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:05.518562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:05.518683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:05.585669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:05.586960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:05.587124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:05.587180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:05.721254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:05.721488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:05.721537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:05.721567] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:05.725880] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: UP (p=50.84%)
[2025-12-25T20:15:05.726447] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-25T20:15:05.726631] [INFO ] [sig       ] AAOI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:05.881445] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AAOI.txt
[2025-12-25T20:15:05.881684] [INFO ] [sig       ] [3/3552] Completed AAOI in 0.4s | 2.68 sym/s | Total: 1.1s | ETA: 22.1m
[2025-12-25T20:15:05.881767] [INFO ] [sig       ] [4/3552] Forecasting AAON...
[2025-12-25T20:15:05.881803] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-25T20:15:05.881835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-25T20:15:05.897483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-25T20:15:05.898099] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-25T20:15:05.899177] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-25T20:15:05.899236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:05.899269] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:05.899296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:05.899357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:05.960139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:05.961305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:05.961439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:05.961476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:06.089308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:06.089534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:06.089596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:06.089630] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:06.093601] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=87.59%)
[2025-12-25T20:15:06.093921] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-25T20:15:06.094088] [INFO ] [sig       ] AAON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:06.242215] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AAON.txt
[2025-12-25T20:15:06.242455] [INFO ] [sig       ] [4/3552] Completed AAON in 0.4s | 2.70 sym/s | Total: 1.5s | ETA: 21.9m
[2025-12-25T20:15:06.242501] [INFO ] [sig       ] [5/3552] Forecasting AAP...
[2025-12-25T20:15:06.242533] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-25T20:15:06.242625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-25T20:15:06.257229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-25T20:15:06.257762] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-25T20:15:06.258676] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-25T20:15:06.258732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:06.258766] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:06.258796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:06.258873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:06.318868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:06.320347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:06.320441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:06.320476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:06.454879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:06.455131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:06.455181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:06.455213] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:06.459546] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-12-25T20:15:06.459909] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-25T20:15:06.460064] [INFO ] [sig       ] AAP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:06.607421] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AAP.txt
[2025-12-25T20:15:06.607785] [INFO ] [sig       ] [5/3552] Completed AAP in 0.4s | 2.71 sym/s | Total: 1.8s | ETA: 21.8m
[2025-12-25T20:15:06.607849] [INFO ] [sig       ] [6/3552] Forecasting AAPB...
[2025-12-25T20:15:06.607882] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-25T20:15:06.607913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-25T20:15:06.622602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-25T20:15:06.623173] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-25T20:15:06.624112] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-25T20:15:06.624167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:06.624201] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:06.624228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:06.624290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:06.683568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:06.684695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:06.684792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:06.684826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:06.810009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:06.810244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:06.810304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:06.810343] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:06.814275] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: UP (p=54.35%)
[2025-12-25T20:15:06.814624] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-25T20:15:06.814815] [INFO ] [sig       ] AAPB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:06.959170] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AAPB.txt
[2025-12-25T20:15:06.959634] [INFO ] [sig       ] [6/3552] Completed AAPB in 0.4s | 2.73 sym/s | Total: 2.2s | ETA: 21.6m
[2025-12-25T20:15:06.959718] [INFO ] [sig       ] [7/3552] Forecasting AAPD...
[2025-12-25T20:15:06.959751] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-25T20:15:06.959784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-25T20:15:06.975518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-25T20:15:06.976125] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-25T20:15:06.977269] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-25T20:15:06.977540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:06.977612] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:06.977648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:06.977711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:07.040612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:07.041723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:07.041823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:07.041857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:07.179097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:07.179341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:07.179387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:07.179418] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:07.183891] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: DOWN (p=19.88%)
[2025-12-25T20:15:07.184281] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-25T20:15:07.184448] [INFO ] [sig       ] AAPD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:07.335039] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AAPD.txt
[2025-12-25T20:15:07.335529] [INFO ] [sig       ] [7/3552] Completed AAPD in 0.4s | 2.72 sym/s | Total: 2.6s | ETA: 21.7m
[2025-12-25T20:15:07.335620] [INFO ] [sig       ] [8/3552] Forecasting AAPL...
[2025-12-25T20:15:07.335654] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-25T20:15:07.335685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-25T20:15:07.350267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-25T20:15:07.350689] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-25T20:15:07.351717] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-25T20:15:07.351769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:07.351800] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:07.351827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:07.351883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:07.409411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:07.410127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:07.410211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:07.410242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:07.540185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:07.540351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:07.540396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:07.540425] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:07.544098] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2025-12-25T20:15:07.544484] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-25T20:15:07.544672] [INFO ] [sig       ] AAPL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:07.688294] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AAPL.txt
[2025-12-25T20:15:07.688475] [INFO ] [sig       ] [8/3552] Completed AAPL in 0.4s | 2.73 sym/s | Total: 2.9s | ETA: 21.6m
[2025-12-25T20:15:07.688516] [INFO ] [sig       ] [9/3552] Forecasting AAXJ...
[2025-12-25T20:15:07.688546] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-25T20:15:07.688627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-25T20:15:07.700987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-25T20:15:07.701397] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-25T20:15:07.702193] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-25T20:15:07.702245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:07.702277] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:07.702304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:07.702362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:07.759019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:07.760015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:07.760099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:07.760132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:07.884530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:07.884707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:07.884746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:07.884776] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:07.888445] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-25T20:15:07.888756] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-25T20:15:07.889106] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:08.031280] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AAXJ.txt
[2025-12-25T20:15:08.031444] [INFO ] [sig       ] [9/3552] Completed AAXJ in 0.3s | 2.75 sym/s | Total: 3.3s | ETA: 21.4m
[2025-12-25T20:15:08.031487] [INFO ] [sig       ] [10/3552] Forecasting AB...
[2025-12-25T20:15:08.031540] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-25T20:15:08.031589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-25T20:15:08.044665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-25T20:15:08.045015] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-25T20:15:08.046007] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-25T20:15:08.046058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:08.046113] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:08.046141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:08.046200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:08.104190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:08.105158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:08.105245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:08.105279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:08.225970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:08.226126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:08.226166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:08.226195] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:08.230191] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=55.84%)
[2025-12-25T20:15:08.230670] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-25T20:15:08.230800] [INFO ] [sig       ] AB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:08.372930] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AB.txt
[2025-12-25T20:15:08.373070] [INFO ] [sig       ] [10/3552] Completed AB in 0.3s | 2.77 sym/s | Total: 3.6s | ETA: 21.3m
[2025-12-25T20:15:08.373111] [INFO ] [sig       ] [11/3552] Forecasting ABCB...
[2025-12-25T20:15:08.373141] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-25T20:15:08.373174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-25T20:15:08.385948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-25T20:15:08.386299] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-25T20:15:08.387078] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-25T20:15:08.387130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:08.387162] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:08.387188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:08.387245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:08.443165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:08.443778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:08.443857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:08.443889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:08.568889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:08.569093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:08.569134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:08.569164] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:08.572613] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-25T20:15:08.572898] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-25T20:15:08.573030] [INFO ] [sig       ] ABCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:08.711345] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABCB.txt
[2025-12-25T20:15:08.711513] [INFO ] [sig       ] [11/3552] Completed ABCB in 0.3s | 2.79 sym/s | Total: 3.9s | ETA: 21.2m
[2025-12-25T20:15:08.711558] [INFO ] [sig       ] [12/3552] Forecasting ABCL...
[2025-12-25T20:15:08.711604] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-25T20:15:08.711662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-25T20:15:08.724146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-25T20:15:08.724524] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-25T20:15:08.725316] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-25T20:15:08.725368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:08.725400] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:08.725427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:08.725484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:08.783002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:08.784134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:08.784221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:08.784254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:08.906290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:08.906446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:08.906485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:08.906512] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:08.909959] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=92.08%)
[2025-12-25T20:15:08.910255] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-25T20:15:08.910390] [INFO ] [sig       ] ABCL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:09.049960] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ABCL.txt
[2025-12-25T20:15:09.050126] [INFO ] [sig       ] [12/3552] Completed ABCL in 0.3s | 2.80 sym/s | Total: 4.3s | ETA: 21.1m
[2025-12-25T20:15:09.050194] [INFO ] [sig       ] [13/3552] Forecasting ABEO...
[2025-12-25T20:15:09.050226] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-25T20:15:09.050284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-25T20:15:09.063074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-25T20:15:09.063477] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-25T20:15:09.064277] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-25T20:15:09.064330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:09.064361] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:09.064387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:09.064445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:09.120696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:09.121589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:09.121672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:09.121705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:09.239333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:09.239483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:09.239523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:09.239600] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:09.243006] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-12-25T20:15:09.243282] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-25T20:15:09.243410] [INFO ] [sig       ] ABEO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:09.386363] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABEO.txt
[2025-12-25T20:15:09.386703] [INFO ] [sig       ] [13/3552] Completed ABEO in 0.3s | 2.81 sym/s | Total: 4.6s | ETA: 21.0m
[2025-12-25T20:15:09.386745] [INFO ] [sig       ] [14/3552] Forecasting ABG...
[2025-12-25T20:15:09.386774] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-25T20:15:09.386804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-25T20:15:09.401487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-25T20:15:09.401987] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-25T20:15:09.402896] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-25T20:15:09.402952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:09.402987] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:09.403015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:09.403078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:09.464098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:09.465047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:09.465138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:09.465171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:09.592776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:09.592999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:09.593057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:09.593098] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:09.598298] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-25T20:15:09.598726] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-25T20:15:09.598916] [INFO ] [sig       ] ABG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:09.772669] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ABG.txt
[2025-12-25T20:15:09.772882] [INFO ] [sig       ] [14/3552] Completed ABG in 0.4s | 2.79 sym/s | Total: 5.0s | ETA: 21.1m
[2025-12-25T20:15:09.772933] [INFO ] [sig       ] [15/3552] Forecasting ABL...
[2025-12-25T20:15:09.772965] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-25T20:15:09.773030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-25T20:15:09.787653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-25T20:15:09.788094] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-25T20:15:09.788954] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-25T20:15:09.789008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:09.789062] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:09.789092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:09.789151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:09.853228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:09.854359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:09.854471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:09.854519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:09.998833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:09.998994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:09.999047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:09.999080] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:10.002685] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: UP (p=85.42%)
[2025-12-25T20:15:10.002967] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-25T20:15:10.003094] [INFO ] [sig       ] ABL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:10.145368] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ABL.txt
[2025-12-25T20:15:10.145539] [INFO ] [sig       ] [15/3552] Completed ABL in 0.4s | 2.79 sym/s | Total: 5.4s | ETA: 21.2m
[2025-12-25T20:15:10.145598] [INFO ] [sig       ] [16/3552] Forecasting ABM...
[2025-12-25T20:15:10.145631] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-25T20:15:10.145663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-25T20:15:10.160728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-25T20:15:10.161133] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-25T20:15:10.162150] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-25T20:15:10.162207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:10.162241] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:10.162269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:10.162327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:10.222949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:10.223885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:10.223990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:10.224023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:10.342818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:10.342968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:10.343009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:10.343036] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:10.346400] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=31.99%)
[2025-12-25T20:15:10.346695] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-25T20:15:10.346823] [INFO ] [sig       ] ABM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:10.490203] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABM.txt
[2025-12-25T20:15:10.490408] [INFO ] [sig       ] [16/3552] Completed ABM in 0.3s | 2.79 sym/s | Total: 5.7s | ETA: 21.1m
[2025-12-25T20:15:10.490455] [INFO ] [sig       ] [17/3552] Forecasting ABNB...
[2025-12-25T20:15:10.490486] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-25T20:15:10.490534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-25T20:15:10.505186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-25T20:15:10.505585] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-25T20:15:10.506493] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-25T20:15:10.506546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:10.506601] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:10.506631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:10.506688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:10.563364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:10.564083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:10.564165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:10.564198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:10.685334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:10.685477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:10.685517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:10.685545] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:10.689730] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: DOWN (p=6.07%)
[2025-12-25T20:15:10.690012] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-25T20:15:10.690143] [INFO ] [sig       ] ABNB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:10.830983] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABNB.txt
[2025-12-25T20:15:10.831097] [INFO ] [sig       ] [17/3552] Completed ABNB in 0.3s | 2.80 sym/s | Total: 6.1s | ETA: 21.0m
[2025-12-25T20:15:10.831135] [INFO ] [sig       ] [18/3552] Forecasting ABOS...
[2025-12-25T20:15:10.831164] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-25T20:15:10.831195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-25T20:15:10.844145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-25T20:15:10.844493] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-25T20:15:10.845281] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-25T20:15:10.845332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:10.845375] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:10.845403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:10.845461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:10.902850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:10.903469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:10.903549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:10.903597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:11.021405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:11.021537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:11.021590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:11.021621] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:11.025015] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=23.65%)
[2025-12-25T20:15:11.025320] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-25T20:15:11.025447] [INFO ] [sig       ] ABOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:11.163994] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABOS.txt
[2025-12-25T20:15:11.164114] [INFO ] [sig       ] [18/3552] Completed ABOS in 0.3s | 2.81 sym/s | Total: 6.4s | ETA: 20.9m
[2025-12-25T20:15:11.164152] [INFO ] [sig       ] [19/3552] Forecasting ABSI...
[2025-12-25T20:15:11.164182] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-25T20:15:11.164212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-25T20:15:11.176824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-25T20:15:11.177185] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-25T20:15:11.177976] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-25T20:15:11.178028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:11.178059] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:11.178086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:11.178143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:11.238788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:11.239892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:11.239996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:11.240030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:11.362843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:11.363001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:11.363041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:11.363070] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:11.366465] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-25T20:15:11.366758] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-25T20:15:11.366896] [INFO ] [sig       ] ABSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:11.509353] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABSI.txt
[2025-12-25T20:15:11.509527] [INFO ] [sig       ] [19/3552] Completed ABSI in 0.3s | 2.82 sym/s | Total: 6.7s | ETA: 20.9m
[2025-12-25T20:15:11.509591] [INFO ] [sig       ] [20/3552] Forecasting ABUS...
[2025-12-25T20:15:11.509624] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-25T20:15:11.509696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-25T20:15:11.523552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-25T20:15:11.524001] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-25T20:15:11.524815] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-25T20:15:11.524866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:11.524898] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:11.524926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:11.524983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:11.582968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:11.584021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:11.584139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:11.584172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:11.699412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:11.699545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:11.699600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:11.699632] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:11.702961] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=10.20%)
[2025-12-25T20:15:11.703239] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-25T20:15:11.703366] [INFO ] [sig       ] ABUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:11.843616] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABUS.txt
[2025-12-25T20:15:11.843819] [INFO ] [sig       ] [20/3552] Completed ABUS in 0.3s | 2.82 sym/s | Total: 7.1s | ETA: 20.8m
[2025-12-25T20:15:11.843866] [INFO ] [sig       ] [21/3552] Forecasting ABVC...
[2025-12-25T20:15:11.843901] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-25T20:15:11.843934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-25T20:15:11.856267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-25T20:15:11.856676] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-25T20:15:11.857439] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-25T20:15:11.857492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:11.857523] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:11.857549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:11.857626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:11.914077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:11.914952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:11.915035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:11.915067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:12.038503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:12.038702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:12.038744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:12.038773] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:12.042439] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: DOWN (p=4.59%)
[2025-12-25T20:15:12.042756] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-25T20:15:12.042898] [INFO ] [sig       ] ABVC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:12.182679] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABVC.txt
[2025-12-25T20:15:12.182883] [INFO ] [sig       ] [21/3552] Completed ABVC in 0.3s | 2.83 sym/s | Total: 7.4s | ETA: 20.8m
[2025-12-25T20:15:12.182937] [INFO ] [sig       ] [22/3552] Forecasting ABVE...
[2025-12-25T20:15:12.182982] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-25T20:15:12.183061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-25T20:15:12.196512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-25T20:15:12.196939] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-25T20:15:12.197757] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-25T20:15:12.197809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:12.197841] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:12.197874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:12.197932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:12.253561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:12.254450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:12.254535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:12.254566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:12.375795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:12.375928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:12.375971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:12.376000] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:12.379444] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-25T20:15:12.379749] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-25T20:15:12.379881] [INFO ] [sig       ] ABVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:12.535527] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABVE.txt
[2025-12-25T20:15:12.535725] [INFO ] [sig       ] [22/3552] Completed ABVE in 0.4s | 2.83 sym/s | Total: 7.8s | ETA: 20.8m
[2025-12-25T20:15:12.535770] [INFO ] [sig       ] [23/3552] Forecasting ABVX...
[2025-12-25T20:15:12.535833] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-25T20:15:12.535864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-25T20:15:12.549389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-25T20:15:12.549850] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-25T20:15:12.550692] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-25T20:15:12.550829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:12.550862] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:12.550888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:12.550946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:12.609304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:12.610261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:12.610351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:12.610385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:12.733382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:12.733550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:12.733611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:12.733644] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:12.737280] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: DOWN (p=13.02%)
[2025-12-25T20:15:12.737621] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-25T20:15:12.737784] [INFO ] [sig       ] ABVX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:12.884386] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABVX.txt
[2025-12-25T20:15:12.884624] [INFO ] [sig       ] [23/3552] Completed ABVX in 0.3s | 2.83 sym/s | Total: 8.1s | ETA: 20.8m
[2025-12-25T20:15:12.884669] [INFO ] [sig       ] [24/3552] Forecasting ACA...
[2025-12-25T20:15:12.884726] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-25T20:15:12.884758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-25T20:15:12.897056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-25T20:15:12.897457] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-25T20:15:12.898239] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-25T20:15:12.898291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:12.898323] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:12.898350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:12.898407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:12.958853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:12.959820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:12.959907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:12.959940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:13.083360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:13.083520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:13.083560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:13.083609] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:13.087038] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=70.97%)
[2025-12-25T20:15:13.087314] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-25T20:15:13.087442] [INFO ] [sig       ] ACA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:13.229197] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACA.txt
[2025-12-25T20:15:13.229363] [INFO ] [sig       ] [24/3552] Completed ACA in 0.3s | 2.83 sym/s | Total: 8.5s | ETA: 20.7m
[2025-12-25T20:15:13.229409] [INFO ] [sig       ] [25/3552] Forecasting ACAD...
[2025-12-25T20:15:13.229450] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-25T20:15:13.229479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-25T20:15:13.241739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-25T20:15:13.242108] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-25T20:15:13.242930] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-25T20:15:13.242982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:13.243013] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:13.243040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:13.243098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:13.301995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:13.302687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:13.302769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:13.302803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:13.421763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:13.421925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:13.421968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:13.422013] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:13.425489] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=51.32%)
[2025-12-25T20:15:13.425794] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-25T20:15:13.425931] [INFO ] [sig       ] ACAD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:13.567091] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACAD.txt
[2025-12-25T20:15:13.567225] [INFO ] [sig       ] [25/3552] Completed ACAD in 0.3s | 2.84 sym/s | Total: 8.8s | ETA: 20.7m
[2025-12-25T20:15:13.567267] [INFO ] [sig       ] [26/3552] Forecasting ACB...
[2025-12-25T20:15:13.567295] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-25T20:15:13.567326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-25T20:15:13.579371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-25T20:15:13.579751] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-25T20:15:13.580525] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-25T20:15:13.580594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:13.580631] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:13.580658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:13.580716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:13.637810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:13.638448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:13.638528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:13.638561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:13.766446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:13.766821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:13.766862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:13.766890] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:13.770764] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: DOWN (p=16.63%)
[2025-12-25T20:15:13.771049] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-25T20:15:13.771180] [INFO ] [sig       ] ACB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:13.917408] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACB.txt
[2025-12-25T20:15:13.917800] [INFO ] [sig       ] [26/3552] Completed ACB in 0.4s | 2.84 sym/s | Total: 9.2s | ETA: 20.7m
[2025-12-25T20:15:13.917848] [INFO ] [sig       ] [27/3552] Forecasting ACCO...
[2025-12-25T20:15:13.917901] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-25T20:15:13.917935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-25T20:15:13.931663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-25T20:15:13.932030] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-25T20:15:13.932830] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-25T20:15:13.932881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:13.932939] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:13.932968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:13.933026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:13.992809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:13.993702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:13.993791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:13.993838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:14.119351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:14.119512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:14.119552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:14.119606] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:14.123049] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=70.42%)
[2025-12-25T20:15:14.123350] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-25T20:15:14.123483] [INFO ] [sig       ] ACCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:14.268122] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACCO.txt
[2025-12-25T20:15:14.268262] [INFO ] [sig       ] [27/3552] Completed ACCO in 0.4s | 2.84 sym/s | Total: 9.5s | ETA: 20.7m
[2025-12-25T20:15:14.268301] [INFO ] [sig       ] [28/3552] Forecasting ACDC...
[2025-12-25T20:15:14.268332] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-25T20:15:14.268369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-25T20:15:14.280843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-25T20:15:14.281215] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-25T20:15:14.282013] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-25T20:15:14.282065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:14.282096] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:14.282123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:14.282179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:14.341017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:14.341702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:14.341785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:14.341818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:14.457247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:14.457389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:14.457428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:14.457458] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:14.461022] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-25T20:15:14.461313] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-25T20:15:14.461443] [INFO ] [sig       ] ACDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:14.602846] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACDC.txt
[2025-12-25T20:15:14.602992] [INFO ] [sig       ] [28/3552] Completed ACDC in 0.3s | 2.85 sym/s | Total: 9.8s | ETA: 20.6m
[2025-12-25T20:15:14.603036] [INFO ] [sig       ] [29/3552] Forecasting ACEL...
[2025-12-25T20:15:14.603069] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-25T20:15:14.603099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-25T20:15:14.618823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-25T20:15:14.619282] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-25T20:15:14.620194] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-25T20:15:14.620252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:14.620288] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:14.620327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:14.620388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:14.678920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:14.679849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:14.679979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:14.680033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:14.793450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:14.793624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:14.793665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:14.793693] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:14.797072] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: DOWN (p=40.24%)
[2025-12-25T20:15:14.797345] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-25T20:15:14.797473] [INFO ] [sig       ] ACEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:14.938506] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACEL.txt
[2025-12-25T20:15:14.938683] [INFO ] [sig       ] [29/3552] Completed ACEL in 0.3s | 2.85 sym/s | Total: 10.2s | ETA: 20.6m
[2025-12-25T20:15:14.938725] [INFO ] [sig       ] [30/3552] Forecasting ACGL...
[2025-12-25T20:15:14.938756] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-25T20:15:14.938786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-25T20:15:14.951624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-25T20:15:14.952133] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-25T20:15:14.953331] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-25T20:15:14.953427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:14.953476] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:14.953515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:14.953615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:15.027236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:15.028198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:15.028298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:15.028333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:15.148134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:15.148298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:15.148340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:15.148430] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:15.152242] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-25T20:15:15.152539] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-25T20:15:15.152699] [INFO ] [sig       ] ACGL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:15.295062] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACGL.txt
[2025-12-25T20:15:15.295200] [INFO ] [sig       ] [30/3552] Completed ACGL in 0.4s | 2.85 sym/s | Total: 10.5s | ETA: 20.6m
[2025-12-25T20:15:15.295240] [INFO ] [sig       ] [31/3552] Forecasting ACGLN...
[2025-12-25T20:15:15.295270] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-25T20:15:15.295301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-25T20:15:15.307540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-25T20:15:15.307935] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-25T20:15:15.308775] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-25T20:15:15.308831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:15.308865] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:15.308894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:15.308956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:15.371119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:15.371896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:15.371978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:15.372012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:15.492550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:15.492735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:15.492779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:15.492809] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:15.496770] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=39.94%)
[2025-12-25T20:15:15.497142] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-25T20:15:15.497298] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:15.653744] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACGLN.txt
[2025-12-25T20:15:15.653937] [INFO ] [sig       ] [31/3552] Completed ACGLN in 0.4s | 2.85 sym/s | Total: 10.9s | ETA: 20.6m
[2025-12-25T20:15:15.653982] [INFO ] [sig       ] [32/3552] Forecasting ACGLO...
[2025-12-25T20:15:15.654022] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-25T20:15:15.654083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-25T20:15:15.668503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-25T20:15:15.668895] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-25T20:15:15.669739] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-25T20:15:15.669792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:15.669823] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:15.669849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:15.669907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:15.726989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:15.727892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:15.727982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:15.728017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:15.853775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:15.853932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:15.853972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:15.854002] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:15.857410] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=37.32%)
[2025-12-25T20:15:15.857706] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-25T20:15:15.857835] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:15.996359] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACGLO.txt
[2025-12-25T20:15:15.996498] [INFO ] [sig       ] [32/3552] Completed ACGLO in 0.3s | 2.85 sym/s | Total: 11.2s | ETA: 20.6m
[2025-12-25T20:15:15.996538] [INFO ] [sig       ] [33/3552] Forecasting ACHC...
[2025-12-25T20:15:15.996589] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-25T20:15:15.996624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-25T20:15:16.009453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-25T20:15:16.009845] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-25T20:15:16.010726] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-25T20:15:16.010784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:16.010819] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:16.010848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:16.010917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:16.070634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:16.071537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:16.071642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:16.071683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:16.198349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:16.198525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:16.198591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:16.198625] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:16.202195] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-12-25T20:15:16.202479] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-25T20:15:16.202628] [INFO ] [sig       ] ACHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:16.344722] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACHC.txt
[2025-12-25T20:15:16.344890] [INFO ] [sig       ] [33/3552] Completed ACHC in 0.3s | 2.85 sym/s | Total: 11.6s | ETA: 20.6m
[2025-12-25T20:15:16.344933] [INFO ] [sig       ] [34/3552] Forecasting ACI...
[2025-12-25T20:15:16.344993] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-25T20:15:16.345038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-25T20:15:16.357322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-25T20:15:16.357713] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-25T20:15:16.358500] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-25T20:15:16.358552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:16.358601] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:16.358630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:16.358687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:16.417176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:16.417975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:16.418061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:16.418095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:16.542960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:16.543129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:16.543190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:16.543224] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:16.546699] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=40.41%)
[2025-12-25T20:15:16.546995] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-25T20:15:16.547152] [INFO ] [sig       ] ACI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:16.693119] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACI.txt
[2025-12-25T20:15:16.693287] [INFO ] [sig       ] [34/3552] Completed ACI in 0.3s | 2.85 sym/s | Total: 11.9s | ETA: 20.6m
[2025-12-25T20:15:16.693332] [INFO ] [sig       ] [35/3552] Forecasting ACIC...
[2025-12-25T20:15:16.693364] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-25T20:15:16.693395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-25T20:15:16.706611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-25T20:15:16.707025] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-25T20:15:16.707930] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-25T20:15:16.707996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:16.708042] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:16.708079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:16.708161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:16.769495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:16.770422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:16.770509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:16.770545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:16.901397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:16.901590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:16.901659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:16.901692] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:16.905719] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=12.48%)
[2025-12-25T20:15:16.906036] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-25T20:15:16.906187] [INFO ] [sig       ] ACIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:17.054190] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACIC.txt
[2025-12-25T20:15:17.054382] [INFO ] [sig       ] [35/3552] Completed ACIC in 0.4s | 2.85 sym/s | Total: 12.3s | ETA: 20.6m
[2025-12-25T20:15:17.054429] [INFO ] [sig       ] [36/3552] Forecasting ACLS...
[2025-12-25T20:15:17.054461] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-25T20:15:17.054493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-25T20:15:17.070378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-25T20:15:17.070787] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-25T20:15:17.071770] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-25T20:15:17.071822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:17.071853] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:17.071879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:17.071935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:17.132401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:17.133399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:17.133492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:17.133525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:17.259936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:17.260093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:17.260133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:17.260177] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:17.263548] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=62.88%)
[2025-12-25T20:15:17.263844] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-25T20:15:17.263972] [INFO ] [sig       ] ACLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:17.404040] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACLS.txt
[2025-12-25T20:15:17.404266] [INFO ] [sig       ] [36/3552] Completed ACLS in 0.3s | 2.85 sym/s | Total: 12.6s | ETA: 20.6m
[2025-12-25T20:15:17.404323] [INFO ] [sig       ] [37/3552] Forecasting ACLX...
[2025-12-25T20:15:17.404360] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-25T20:15:17.404423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-25T20:15:17.418077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-25T20:15:17.418482] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-25T20:15:17.419336] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-25T20:15:17.419390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:17.419422] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:17.419449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:17.419507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:17.477695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:17.478549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:17.478699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:17.478734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:17.600983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:17.601146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:17.601188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:17.601221] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:17.604754] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=11.17%)
[2025-12-25T20:15:17.605058] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-25T20:15:17.605198] [INFO ] [sig       ] ACLX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:17.752856] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACLX.txt
[2025-12-25T20:15:17.753021] [INFO ] [sig       ] [37/3552] Completed ACLX in 0.3s | 2.85 sym/s | Total: 13.0s | ETA: 20.6m
[2025-12-25T20:15:17.753061] [INFO ] [sig       ] [38/3552] Forecasting ACM...
[2025-12-25T20:15:17.753093] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-25T20:15:17.753124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-25T20:15:17.765915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-25T20:15:17.766355] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-25T20:15:17.767218] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-25T20:15:17.767274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:17.767307] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:17.767334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:17.767393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:17.826760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:17.827680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:17.827768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:17.827801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:17.947338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:17.947501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:17.947543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:17.947589] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:17.951109] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=74.90%)
[2025-12-25T20:15:17.951409] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-25T20:15:17.951547] [INFO ] [sig       ] ACM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:18.098230] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACM.txt
[2025-12-25T20:15:18.098399] [INFO ] [sig       ] [38/3552] Completed ACM in 0.3s | 2.85 sym/s | Total: 13.3s | ETA: 20.6m
[2025-12-25T20:15:18.098442] [INFO ] [sig       ] [39/3552] Forecasting ACN...
[2025-12-25T20:15:18.098471] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-25T20:15:18.098500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-25T20:15:18.113963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-25T20:15:18.114331] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-25T20:15:18.115113] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-25T20:15:18.115166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:18.115197] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:18.115222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:18.115283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:18.172542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:18.173295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:18.173383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:18.173416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:18.302233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:18.302420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:18.302462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:18.302491] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:18.306293] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=91.54%)
[2025-12-25T20:15:18.306671] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-25T20:15:18.306816] [INFO ] [sig       ] ACN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:18.455942] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACN.txt
[2025-12-25T20:15:18.456112] [INFO ] [sig       ] [39/3552] Completed ACN in 0.4s | 2.85 sym/s | Total: 13.7s | ETA: 20.6m
[2025-12-25T20:15:18.456155] [INFO ] [sig       ] [40/3552] Forecasting ACNB...
[2025-12-25T20:15:18.456185] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-25T20:15:18.456215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-25T20:15:18.469794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-25T20:15:18.470232] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-25T20:15:18.471040] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-25T20:15:18.471093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:18.471126] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:18.471153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:18.471228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:18.531567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:18.532528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:18.532637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:18.532673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:18.649862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:18.650031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:18.650073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:18.650105] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:18.653806] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=28.03%)
[2025-12-25T20:15:18.654154] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-25T20:15:18.654308] [INFO ] [sig       ] ACNB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:18.810417] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACNB.txt
[2025-12-25T20:15:18.810640] [INFO ] [sig       ] [40/3552] Completed ACNB in 0.4s | 2.85 sym/s | Total: 14.0s | ETA: 20.6m
[2025-12-25T20:15:18.810686] [INFO ] [sig       ] [41/3552] Forecasting ACON...
[2025-12-25T20:15:18.810744] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-25T20:15:18.810776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-25T20:15:18.835005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-25T20:15:18.835418] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-25T20:15:18.836278] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-25T20:15:18.836333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:18.836367] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:18.836395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:18.836454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:18.895661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:18.896547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:18.896665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:18.896714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:19.018790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:19.018964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:19.019008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:19.019056] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:19.022765] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: UP (p=86.78%)
[2025-12-25T20:15:19.023099] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-25T20:15:19.023246] [INFO ] [sig       ] ACON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:19.173394] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACON.txt
[2025-12-25T20:15:19.173782] [INFO ] [sig       ] [41/3552] Completed ACON in 0.4s | 2.85 sym/s | Total: 14.4s | ETA: 20.6m
[2025-12-25T20:15:19.173826] [INFO ] [sig       ] [42/3552] Forecasting ACP...
[2025-12-25T20:15:19.173859] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-25T20:15:19.173889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-25T20:15:19.187397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-25T20:15:19.188036] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-25T20:15:19.189154] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-25T20:15:19.189225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:19.189260] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:19.189287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:19.189344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:19.249782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:19.250924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:19.251013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:19.251046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:19.376247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:19.376434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:19.376476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:19.376504] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:19.379960] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-12-25T20:15:19.380245] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-25T20:15:19.380377] [INFO ] [sig       ] ACP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:19.524353] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACP.txt
[2025-12-25T20:15:19.524554] [INFO ] [sig       ] [42/3552] Completed ACP in 0.4s | 2.85 sym/s | Total: 14.8s | ETA: 20.6m
[2025-12-25T20:15:19.524619] [INFO ] [sig       ] [43/3552] Forecasting ACRE...
[2025-12-25T20:15:19.524651] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-25T20:15:19.524680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-25T20:15:19.538282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-25T20:15:19.538867] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-25T20:15:19.539882] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-25T20:15:19.539934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:19.539968] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:19.539995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:19.540051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:19.597790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:19.598613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:19.598888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:19.598919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:19.726824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:19.727015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:19.727061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:19.727092] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:19.731282] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-12-25T20:15:19.731644] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-25T20:15:19.731792] [INFO ] [sig       ] ACRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:19.876594] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACRE.txt
[2025-12-25T20:15:19.876768] [INFO ] [sig       ] [43/3552] Completed ACRE in 0.4s | 2.85 sym/s | Total: 15.1s | ETA: 20.6m
[2025-12-25T20:15:19.876809] [INFO ] [sig       ] [44/3552] Forecasting ACRS...
[2025-12-25T20:15:19.876870] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-25T20:15:19.876903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-25T20:15:19.892419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-25T20:15:19.892843] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-25T20:15:19.893640] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-25T20:15:19.893692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:19.893761] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:19.893790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:19.893847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:19.950989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:19.951927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:19.952028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:19.952061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:20.073651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:20.073813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:20.073853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:20.073884] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:20.077493] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=30.60%)
[2025-12-25T20:15:20.077819] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-25T20:15:20.077965] [INFO ] [sig       ] ACRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:20.224483] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACRS.txt
[2025-12-25T20:15:20.224673] [INFO ] [sig       ] [44/3552] Completed ACRS in 0.3s | 2.85 sym/s | Total: 15.5s | ETA: 20.5m
[2025-12-25T20:15:20.224715] [INFO ] [sig       ] [45/3552] Forecasting ACTG...
[2025-12-25T20:15:20.224747] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-25T20:15:20.224803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-25T20:15:20.237562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-25T20:15:20.237974] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-25T20:15:20.238768] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-25T20:15:20.238820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:20.238851] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:20.238878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:20.238935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:20.296802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:20.297699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:20.297784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:20.297816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:20.428008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:20.428166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:20.428207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:20.428235] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:20.431706] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-25T20:15:20.431987] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-25T20:15:20.432122] [INFO ] [sig       ] ACTG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:20.573020] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACTG.txt
[2025-12-25T20:15:20.573179] [INFO ] [sig       ] [45/3552] Completed ACTG in 0.3s | 2.85 sym/s | Total: 15.8s | ETA: 20.5m
[2025-12-25T20:15:20.573220] [INFO ] [sig       ] [46/3552] Forecasting ACVA...
[2025-12-25T20:15:20.573251] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-25T20:15:20.573282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-25T20:15:20.586192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-25T20:15:20.586546] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-25T20:15:20.587349] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-25T20:15:20.587399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:20.587431] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:20.587457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:20.587514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:20.648432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:20.649113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:20.649201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:20.649233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:20.768785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:20.768935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:20.768973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:20.769001] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:20.772791] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-12-25T20:15:20.773062] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-25T20:15:20.773193] [INFO ] [sig       ] ACVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:20.911894] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACVA.txt
[2025-12-25T20:15:20.912075] [INFO ] [sig       ] [46/3552] Completed ACVA in 0.3s | 2.85 sym/s | Total: 16.1s | ETA: 20.5m
[2025-12-25T20:15:20.912136] [INFO ] [sig       ] [47/3552] Forecasting ACWI...
[2025-12-25T20:15:20.912212] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-25T20:15:20.912261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-25T20:15:20.927304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-25T20:15:20.927781] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-25T20:15:20.928881] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-25T20:15:20.928947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:20.928983] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:20.929010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:20.929138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:20.991656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:20.992427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:20.992509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:20.992542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:21.110790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:21.110955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:21.110994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:21.111057] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:21.114488] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=48.42%)
[2025-12-25T20:15:21.114798] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-25T20:15:21.114931] [INFO ] [sig       ] ACWI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:21.256549] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACWI.txt
[2025-12-25T20:15:21.256743] [INFO ] [sig       ] [47/3552] Completed ACWI in 0.3s | 2.85 sym/s | Total: 16.5s | ETA: 20.5m
[2025-12-25T20:15:21.256784] [INFO ] [sig       ] [48/3552] Forecasting ACWX...
[2025-12-25T20:15:21.256814] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-25T20:15:21.256844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-25T20:15:21.269831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-25T20:15:21.270222] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-25T20:15:21.271033] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-25T20:15:21.271086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:21.271117] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:21.271143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:21.271200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:21.327111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:21.328019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:21.328103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:21.328136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:21.454810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:21.454975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:21.455014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:21.455041] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:21.458557] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-12-25T20:15:21.458863] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-25T20:15:21.459002] [INFO ] [sig       ] ACWX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:21.609195] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACWX.txt
[2025-12-25T20:15:21.609376] [INFO ] [sig       ] [48/3552] Completed ACWX in 0.4s | 2.85 sym/s | Total: 16.8s | ETA: 20.5m
[2025-12-25T20:15:21.609450] [INFO ] [sig       ] [49/3552] Forecasting ACXP...
[2025-12-25T20:15:21.609482] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-25T20:15:21.609512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-25T20:15:21.622421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-25T20:15:21.622864] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-25T20:15:21.623671] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-25T20:15:21.623723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:21.623778] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:21.623806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:21.623863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:21.681082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:21.682000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:21.682092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:21.682124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:21.801054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:21.801236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:21.801280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:21.801314] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:21.805196] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=18.64%)
[2025-12-25T20:15:21.805563] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-25T20:15:21.805743] [INFO ] [sig       ] ACXP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:21.992376] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACXP.txt
[2025-12-25T20:15:21.992557] [INFO ] [sig       ] [49/3552] Completed ACXP in 0.4s | 2.84 sym/s | Total: 17.2s | ETA: 20.5m
[2025-12-25T20:15:21.992623] [INFO ] [sig       ] [50/3552] Forecasting ADBE...
[2025-12-25T20:15:21.992656] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-25T20:15:21.992717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-25T20:15:22.005870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-25T20:15:22.006299] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-25T20:15:22.007120] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-25T20:15:22.007174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:22.007205] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:22.007231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:22.007288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:22.066441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:22.067559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:22.067663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:22.067696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:22.194664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:22.194821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:22.194862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:22.194891] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:22.198375] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=25.01%)
[2025-12-25T20:15:22.198690] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-25T20:15:22.198824] [INFO ] [sig       ] ADBE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:22.341522] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADBE.txt
[2025-12-25T20:15:22.341715] [INFO ] [sig       ] [50/3552] Completed ADBE in 0.3s | 2.84 sym/s | Total: 17.6s | ETA: 20.5m
[2025-12-25T20:15:22.341759] [INFO ] [sig       ] [51/3552] Forecasting ADC...
[2025-12-25T20:15:22.341819] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-25T20:15:22.341850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-25T20:15:22.357762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-25T20:15:22.358137] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-25T20:15:22.358949] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-25T20:15:22.359001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:22.359058] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:22.359086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:22.359142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:22.418044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:22.418937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:22.419020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:22.419069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:22.537458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:22.537638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:22.537681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:22.537709] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:22.541487] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-25T20:15:22.541782] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-25T20:15:22.541915] [INFO ] [sig       ] ADC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:22.688380] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADC.txt
[2025-12-25T20:15:22.688564] [INFO ] [sig       ] [51/3552] Completed ADC in 0.3s | 2.85 sym/s | Total: 17.9s | ETA: 20.5m
[2025-12-25T20:15:22.688623] [INFO ] [sig       ] [52/3552] Forecasting ADEA...
[2025-12-25T20:15:22.688653] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-25T20:15:22.688710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-25T20:15:22.702087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-25T20:15:22.702454] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-25T20:15:22.703247] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-25T20:15:22.703300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:22.703331] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:22.703358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:22.703415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:22.760808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:22.761556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:22.761657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:22.761689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:22.881032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:22.881189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:22.881230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:22.881258] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:22.884649] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=32.61%)
[2025-12-25T20:15:22.884925] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-25T20:15:22.885053] [INFO ] [sig       ] ADEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:23.028704] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADEA.txt
[2025-12-25T20:15:23.028871] [INFO ] [sig       ] [52/3552] Completed ADEA in 0.3s | 2.85 sym/s | Total: 18.3s | ETA: 20.5m
[2025-12-25T20:15:23.028913] [INFO ] [sig       ] [53/3552] Forecasting ADI...
[2025-12-25T20:15:23.028943] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-25T20:15:23.029003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-25T20:15:23.041881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-25T20:15:23.042263] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-25T20:15:23.043047] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-25T20:15:23.043100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:23.043143] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:23.043171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:23.043230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:23.101710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:23.102565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:23.102854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:23.102886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:23.234085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:23.234249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:23.234289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:23.234317] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:23.237712] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-25T20:15:23.237989] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-25T20:15:23.238117] [INFO ] [sig       ] ADI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:23.381731] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADI.txt
[2025-12-25T20:15:23.381907] [INFO ] [sig       ] [53/3552] Completed ADI in 0.4s | 2.85 sym/s | Total: 18.6s | ETA: 20.5m
[2025-12-25T20:15:23.381949] [INFO ] [sig       ] [54/3552] Forecasting ADM...
[2025-12-25T20:15:23.381979] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-25T20:15:23.382008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-25T20:15:23.395263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-25T20:15:23.395655] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-25T20:15:23.396420] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-25T20:15:23.396472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:23.396504] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:23.396531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:23.396614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:23.458075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:23.459079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:23.459204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:23.459237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:23.583828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:23.583955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:23.583995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:23.584022] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:23.587830] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=43.10%)
[2025-12-25T20:15:23.588109] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-25T20:15:23.588242] [INFO ] [sig       ] ADM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:23.730794] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADM.txt
[2025-12-25T20:15:23.730969] [INFO ] [sig       ] [54/3552] Completed ADM in 0.3s | 2.85 sym/s | Total: 19.0s | ETA: 20.5m
[2025-12-25T20:15:23.731011] [INFO ] [sig       ] [55/3552] Forecasting ADMA...
[2025-12-25T20:15:23.731042] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-25T20:15:23.731072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-25T20:15:23.753641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-25T20:15:23.754071] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-25T20:15:23.754891] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-25T20:15:23.754942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:23.754973] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:23.754999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:23.755061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:23.812617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:23.813502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:23.813604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:23.813639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:23.939939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:23.940102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:23.940141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:23.940170] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:23.943739] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-25T20:15:23.944013] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-25T20:15:23.944143] [INFO ] [sig       ] ADMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:24.101973] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADMA.txt
[2025-12-25T20:15:24.102156] [INFO ] [sig       ] [55/3552] Completed ADMA in 0.4s | 2.84 sym/s | Total: 19.3s | ETA: 20.5m
[2025-12-25T20:15:24.102198] [INFO ] [sig       ] [56/3552] Forecasting ADP...
[2025-12-25T20:15:24.102227] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-25T20:15:24.102257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-25T20:15:24.124447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-25T20:15:24.124880] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-25T20:15:24.125703] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-25T20:15:24.125755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:24.125787] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:24.125814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:24.125880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:24.187995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:24.188950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:24.189062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:24.189104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:24.322356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:24.322513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:24.322553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:24.322600] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:24.326020] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-12-25T20:15:24.326307] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-25T20:15:24.326438] [INFO ] [sig       ] ADP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:24.490939] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADP.txt
[2025-12-25T20:15:24.491110] [INFO ] [sig       ] [56/3552] Completed ADP in 0.4s | 2.84 sym/s | Total: 19.7s | ETA: 20.5m
[2025-12-25T20:15:24.491156] [INFO ] [sig       ] [57/3552] Forecasting ADSE...
[2025-12-25T20:15:24.491186] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-25T20:15:24.491216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-25T20:15:24.510302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-25T20:15:24.510748] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-25T20:15:24.511621] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-25T20:15:24.511675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:24.511707] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:24.511733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:24.511791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:24.567905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:24.568798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:24.568880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:24.568913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:24.688737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:24.688896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:24.688936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:24.688966] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:24.692558] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: DOWN (p=46.31%)
[2025-12-25T20:15:24.692855] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-25T20:15:24.692986] [INFO ] [sig       ] ADSE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:24.834126] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADSE.txt
[2025-12-25T20:15:24.834325] [INFO ] [sig       ] [57/3552] Completed ADSE in 0.3s | 2.84 sym/s | Total: 20.1s | ETA: 20.5m
[2025-12-25T20:15:24.834367] [INFO ] [sig       ] [58/3552] Forecasting ADSK...
[2025-12-25T20:15:24.834397] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-25T20:15:24.834427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-25T20:15:24.846358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-25T20:15:24.846761] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-25T20:15:24.847547] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-25T20:15:24.847662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:24.847705] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:24.847749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:24.847812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:24.903419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:24.904374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:24.904461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:24.904493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:25.052499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:25.052727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:25.052774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:25.052804] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:25.057174] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=30.20%)
[2025-12-25T20:15:25.057550] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-25T20:15:25.057763] [INFO ] [sig       ] ADSK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:25.211453] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADSK.txt
[2025-12-25T20:15:25.211655] [INFO ] [sig       ] [58/3552] Completed ADSK in 0.4s | 2.84 sym/s | Total: 20.4s | ETA: 20.5m
[2025-12-25T20:15:25.211702] [INFO ] [sig       ] [59/3552] Forecasting ADTN...
[2025-12-25T20:15:25.211734] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-25T20:15:25.211800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-25T20:15:25.224756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-25T20:15:25.225155] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-25T20:15:25.225994] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-25T20:15:25.226049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:25.226083] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:25.226112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:25.226171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:25.284706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:25.285569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:25.285670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:25.285702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:25.406112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:25.406271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:25.406312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:25.406340] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:25.409829] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=8.11%)
[2025-12-25T20:15:25.410104] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-25T20:15:25.410236] [INFO ] [sig       ] ADTN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:25.550982] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADTN.txt
[2025-12-25T20:15:25.551141] [INFO ] [sig       ] [59/3552] Completed ADTN in 0.3s | 2.84 sym/s | Total: 20.8s | ETA: 20.5m
[2025-12-25T20:15:25.551183] [INFO ] [sig       ] [60/3552] Forecasting ADTX...
[2025-12-25T20:15:25.551213] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-25T20:15:25.551251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-25T20:15:25.565135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-25T20:15:25.565547] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-25T20:15:25.566347] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-25T20:15:25.566399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:25.566432] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:25.566458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:25.566517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:25.625300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:25.626404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:25.626495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:25.626530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:25.745026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:25.745216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:25.745259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:25.745306] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:25.748802] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=23.54%)
[2025-12-25T20:15:25.749114] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-25T20:15:25.749259] [INFO ] [sig       ] ADTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:25.891726] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADTX.txt
[2025-12-25T20:15:25.892076] [INFO ] [sig       ] [60/3552] Completed ADTX in 0.3s | 2.84 sym/s | Total: 21.1s | ETA: 20.5m
[2025-12-25T20:15:25.892116] [INFO ] [sig       ] [61/3552] Forecasting ADUS...
[2025-12-25T20:15:25.892146] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-25T20:15:25.892176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-25T20:15:25.906629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-25T20:15:25.907049] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-25T20:15:25.907843] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-25T20:15:25.907903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:25.907964] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:25.907992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:25.908050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:25.967414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:25.968545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:25.968649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:25.968683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:26.088456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:26.088634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:26.088677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:26.088706] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:26.092159] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: DOWN (p=44.69%)
[2025-12-25T20:15:26.092435] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-25T20:15:26.092609] [INFO ] [sig       ] ADUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:26.235075] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADUS.txt
[2025-12-25T20:15:26.235255] [INFO ] [sig       ] [61/3552] Completed ADUS in 0.3s | 2.84 sym/s | Total: 21.5s | ETA: 20.5m
[2025-12-25T20:15:26.235299] [INFO ] [sig       ] [62/3552] Forecasting ADX...
[2025-12-25T20:15:26.235328] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-25T20:15:26.235389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-25T20:15:26.252595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-25T20:15:26.253012] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-25T20:15:26.254088] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-25T20:15:26.254154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:26.254201] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:26.254241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:26.254330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:26.323418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:26.324334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:26.324433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:26.324466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:26.449665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:26.449869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:26.449911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:26.449939] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:26.453510] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=47.53%)
[2025-12-25T20:15:26.453844] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-25T20:15:26.453996] [INFO ] [sig       ] ADX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:26.592186] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADX.txt
[2025-12-25T20:15:26.592347] [INFO ] [sig       ] [62/3552] Completed ADX in 0.4s | 2.84 sym/s | Total: 21.8s | ETA: 20.5m
[2025-12-25T20:15:26.592388] [INFO ] [sig       ] [63/3552] Forecasting AEE...
[2025-12-25T20:15:26.592417] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-25T20:15:26.592447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-25T20:15:26.605462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-25T20:15:26.605868] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-25T20:15:26.606709] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-25T20:15:26.606761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:26.606793] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:26.606820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:26.606878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:26.664035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:26.664928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:26.665022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:26.665055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:26.786510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:26.786687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:26.786729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:26.786757] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:26.790183] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=9.42%)
[2025-12-25T20:15:26.790462] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-25T20:15:26.790613] [INFO ] [sig       ] AEE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:26.928413] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEE.txt
[2025-12-25T20:15:26.928600] [INFO ] [sig       ] [63/3552] Completed AEE in 0.3s | 2.84 sym/s | Total: 22.2s | ETA: 20.5m
[2025-12-25T20:15:26.928651] [INFO ] [sig       ] [64/3552] Forecasting AEFC...
[2025-12-25T20:15:26.928904] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-25T20:15:26.928938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-25T20:15:26.943622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-25T20:15:26.944005] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-25T20:15:26.944868] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-25T20:15:26.944921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:26.944953] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:26.944991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:26.945051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:27.001928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:27.002680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:27.002760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:27.002792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:27.119829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:27.119984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:27.120022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:27.120087] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:27.124555] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-12-25T20:15:27.124882] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-25T20:15:27.125020] [INFO ] [sig       ] AEFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:27.267161] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEFC.txt
[2025-12-25T20:15:27.267317] [INFO ] [sig       ] [64/3552] Completed AEFC in 0.3s | 2.84 sym/s | Total: 22.5s | ETA: 20.4m
[2025-12-25T20:15:27.267357] [INFO ] [sig       ] [65/3552] Forecasting AEG...
[2025-12-25T20:15:27.267388] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-25T20:15:27.267426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-25T20:15:27.279842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-25T20:15:27.280216] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-25T20:15:27.281015] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-25T20:15:27.281066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:27.281099] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:27.281126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:27.281183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:27.337434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:27.338116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:27.338197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:27.338229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:27.460739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:27.460894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:27.460936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:27.460964] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:27.464892] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-12-25T20:15:27.465173] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-25T20:15:27.465303] [INFO ] [sig       ] AEG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:27.605170] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AEG.txt
[2025-12-25T20:15:27.605315] [INFO ] [sig       ] [65/3552] Completed AEG in 0.3s | 2.85 sym/s | Total: 22.8s | ETA: 20.4m
[2025-12-25T20:15:27.605354] [INFO ] [sig       ] [66/3552] Forecasting AEHL...
[2025-12-25T20:15:27.605384] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-25T20:15:27.605422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-25T20:15:27.618071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-25T20:15:27.618452] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-25T20:15:27.619275] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-25T20:15:27.619328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:27.619359] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:27.619384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:27.619441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:27.677683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:27.678881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:27.678965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:27.678996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:27.806928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:27.807096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:27.807139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:27.807170] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:27.811233] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: DOWN (p=39.26%)
[2025-12-25T20:15:27.811517] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-25T20:15:27.811668] [INFO ] [sig       ] AEHL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:27.963083] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEHL.txt
[2025-12-25T20:15:27.963252] [INFO ] [sig       ] [66/3552] Completed AEHL in 0.4s | 2.84 sym/s | Total: 23.2s | ETA: 20.4m
[2025-12-25T20:15:27.963300] [INFO ] [sig       ] [67/3552] Forecasting AEI...
[2025-12-25T20:15:27.963331] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-25T20:15:27.963364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-25T20:15:27.981919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-25T20:15:27.982327] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-25T20:15:27.983147] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-25T20:15:27.983199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:27.983230] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:27.983256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:27.983313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:28.042243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:28.043154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:28.043240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:28.043274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:28.168744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:28.168912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:28.168953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:28.168981] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:28.172534] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=49.68%)
[2025-12-25T20:15:28.172895] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-25T20:15:28.173040] [INFO ] [sig       ] AEI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:28.326157] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEI.txt
[2025-12-25T20:15:28.326330] [INFO ] [sig       ] [67/3552] Completed AEI in 0.4s | 2.84 sym/s | Total: 23.6s | ETA: 20.4m
[2025-12-25T20:15:28.326370] [INFO ] [sig       ] [68/3552] Forecasting AEIS...
[2025-12-25T20:15:28.326399] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-25T20:15:28.326467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-25T20:15:28.339664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-25T20:15:28.340081] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-25T20:15:28.340888] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-25T20:15:28.340940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:28.340971] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:28.340997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:28.341054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:28.397013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:28.397909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:28.397995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:28.398027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:28.517789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:28.517956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:28.517996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:28.518025] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:28.522123] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-12-25T20:15:28.522435] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-25T20:15:28.522593] [INFO ] [sig       ] AEIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:28.667547] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEIS.txt
[2025-12-25T20:15:28.667748] [INFO ] [sig       ] [68/3552] Completed AEIS in 0.3s | 2.84 sym/s | Total: 23.9s | ETA: 20.4m
[2025-12-25T20:15:28.667798] [INFO ] [sig       ] [69/3552] Forecasting AEM...
[2025-12-25T20:15:28.667831] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-25T20:15:28.667863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-25T20:15:28.683107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-25T20:15:28.683546] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-25T20:15:28.684394] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-25T20:15:28.684448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:28.684480] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:28.684506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:28.684565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:28.742292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:28.743237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:28.743330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:28.743364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:28.870706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:28.870874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:28.870916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:28.870945] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:28.874447] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: DOWN (p=27.40%)
[2025-12-25T20:15:28.874799] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-25T20:15:28.874948] [INFO ] [sig       ] AEM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:29.027075] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEM.txt
[2025-12-25T20:15:29.027261] [INFO ] [sig       ] [69/3552] Completed AEM in 0.4s | 2.84 sym/s | Total: 24.3s | ETA: 20.4m
[2025-12-25T20:15:29.027303] [INFO ] [sig       ] [70/3552] Forecasting AEO...
[2025-12-25T20:15:29.027333] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-25T20:15:29.027362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-25T20:15:29.041066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-25T20:15:29.041475] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-25T20:15:29.042280] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-25T20:15:29.042332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:29.042363] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:29.042390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:29.042447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:29.098980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:29.099696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:29.099775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:29.099807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:29.223373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:29.223533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:29.223591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:29.223623] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:29.227356] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=41.95%)
[2025-12-25T20:15:29.227655] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-25T20:15:29.227787] [INFO ] [sig       ] AEO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:29.370993] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEO.txt
[2025-12-25T20:15:29.371152] [INFO ] [sig       ] [70/3552] Completed AEO in 0.3s | 2.84 sym/s | Total: 24.6s | ETA: 20.4m
[2025-12-25T20:15:29.371194] [INFO ] [sig       ] [71/3552] Forecasting AEP...
[2025-12-25T20:15:29.371248] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-25T20:15:29.371280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-25T20:15:29.385396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-25T20:15:29.386006] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-25T20:15:29.386812] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-25T20:15:29.386864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:29.386895] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:29.386922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:29.386979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:29.445070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:29.445947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:29.446068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:29.446102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:29.567880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:29.568061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:29.568103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:29.568132] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:29.571731] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-12-25T20:15:29.572028] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-25T20:15:29.572167] [INFO ] [sig       ] AEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:29.710447] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEP.txt
[2025-12-25T20:15:29.710642] [INFO ] [sig       ] [71/3552] Completed AEP in 0.3s | 2.85 sym/s | Total: 24.9s | ETA: 20.4m
[2025-12-25T20:15:29.710687] [INFO ] [sig       ] [72/3552] Forecasting AES...
[2025-12-25T20:15:29.710719] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-25T20:15:29.710749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-25T20:15:29.723980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-25T20:15:29.724397] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-25T20:15:29.725289] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-25T20:15:29.725342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:29.725373] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:29.725399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:29.725461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:29.782064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:29.783193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:29.783283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:29.783315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:29.902879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:29.903046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:29.903087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:29.903114] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:29.906588] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-12-25T20:15:29.906905] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-25T20:15:29.907049] [INFO ] [sig       ] AES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:30.044545] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AES.txt
[2025-12-25T20:15:30.044697] [INFO ] [sig       ] [72/3552] Completed AES in 0.3s | 2.85 sym/s | Total: 25.3s | ETA: 20.4m
[2025-12-25T20:15:30.044737] [INFO ] [sig       ] [73/3552] Forecasting AESI...
[2025-12-25T20:15:30.044768] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-25T20:15:30.044825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-25T20:15:30.056970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-25T20:15:30.057304] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-25T20:15:30.058091] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-25T20:15:30.058142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:30.058173] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:30.058199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:30.058256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:30.114402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:30.115030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:30.115109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:30.115140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:30.232054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:30.232221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:30.232262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:30.232291] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:30.235648] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=64.06%)
[2025-12-25T20:15:30.235919] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-25T20:15:30.236048] [INFO ] [sig       ] AESI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:30.403005] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AESI.txt
[2025-12-25T20:15:30.403151] [INFO ] [sig       ] [73/3552] Completed AESI in 0.4s | 2.85 sym/s | Total: 25.6s | ETA: 20.4m
[2025-12-25T20:15:30.403191] [INFO ] [sig       ] [74/3552] Forecasting AEVA...
[2025-12-25T20:15:30.403222] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-25T20:15:30.403253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-25T20:15:30.416730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-25T20:15:30.417266] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-25T20:15:30.418241] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-25T20:15:30.418293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:30.418325] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:30.418352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:30.418409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:30.475822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:30.476419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:30.476500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:30.476531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:30.599964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:30.600122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:30.600162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:30.600192] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:30.603650] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=44.86%)
[2025-12-25T20:15:30.603936] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-25T20:15:30.604068] [INFO ] [sig       ] AEVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:30.745821] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEVA.txt
[2025-12-25T20:15:30.745988] [INFO ] [sig       ] [74/3552] Completed AEVA in 0.3s | 2.85 sym/s | Total: 26.0s | ETA: 20.4m
[2025-12-25T20:15:30.746028] [INFO ] [sig       ] [75/3552] Forecasting AEYE...
[2025-12-25T20:15:30.746058] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-25T20:15:30.746088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-25T20:15:30.759417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-25T20:15:30.759817] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-25T20:15:30.760813] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-25T20:15:30.761056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:30.761087] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:30.761114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:30.761170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:30.817682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:30.818537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:30.818637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:30.818671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:30.936960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:30.937118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:30.937157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:30.937184] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:30.940790] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=68.49%)
[2025-12-25T20:15:30.941245] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-25T20:15:30.941373] [INFO ] [sig       ] AEYE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:31.082742] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AEYE.txt
[2025-12-25T20:15:31.083081] [INFO ] [sig       ] [75/3552] Completed AEYE in 0.3s | 2.85 sym/s | Total: 26.3s | ETA: 20.3m
[2025-12-25T20:15:31.083122] [INFO ] [sig       ] [76/3552] Forecasting AFB...
[2025-12-25T20:15:31.083162] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-25T20:15:31.083218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-25T20:15:31.097054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-25T20:15:31.097407] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-25T20:15:31.098194] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-25T20:15:31.098247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:31.098278] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:31.098305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:31.098362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:31.154918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:31.155663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:31.155747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:31.155780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:31.280898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:31.281062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:31.281101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:31.281128] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:31.284592] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: DOWN (p=41.17%)
[2025-12-25T20:15:31.284903] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-25T20:15:31.285043] [INFO ] [sig       ] AFB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:31.425736] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AFB.txt
[2025-12-25T20:15:31.425910] [INFO ] [sig       ] [76/3552] Completed AFB in 0.3s | 2.85 sym/s | Total: 26.7s | ETA: 20.3m
[2025-12-25T20:15:31.425952] [INFO ] [sig       ] [77/3552] Forecasting AFCG...
[2025-12-25T20:15:31.425982] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-25T20:15:31.426011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-25T20:15:31.438395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-25T20:15:31.438801] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-25T20:15:31.439682] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-25T20:15:31.439747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:31.439780] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:31.439805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:31.439863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:31.495977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:31.496909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:31.496993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:31.497025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:31.622529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:31.622710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:31.622753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:31.622784] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:31.626727] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-12-25T20:15:31.627032] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-25T20:15:31.627169] [INFO ] [sig       ] AFCG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:31.768084] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AFCG.txt
[2025-12-25T20:15:31.768224] [INFO ] [sig       ] [77/3552] Completed AFCG in 0.3s | 2.85 sym/s | Total: 27.0s | ETA: 20.3m
[2025-12-25T20:15:31.768269] [INFO ] [sig       ] [78/3552] Forecasting AFG...
[2025-12-25T20:15:31.768305] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-25T20:15:31.768334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-25T20:15:31.791589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-25T20:15:31.791969] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-25T20:15:31.792772] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-25T20:15:31.792823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:31.792881] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:31.792909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:31.792967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:31.849637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:31.850300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:31.850391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:31.850425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:31.973449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:31.973621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:31.973663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:31.973691] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:31.977111] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-12-25T20:15:31.977387] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-25T20:15:31.977514] [INFO ] [sig       ] AFG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:32.117893] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AFG.txt
[2025-12-25T20:15:32.118038] [INFO ] [sig       ] [78/3552] Completed AFG in 0.3s | 2.85 sym/s | Total: 27.4s | ETA: 20.3m
[2025-12-25T20:15:32.118081] [INFO ] [sig       ] [79/3552] Forecasting AFGC...
[2025-12-25T20:15:32.118112] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-25T20:15:32.118141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-25T20:15:32.131288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-25T20:15:32.131666] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-25T20:15:32.132429] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-25T20:15:32.132480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:32.132511] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:32.132536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:32.132613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:32.189985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:32.190735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:32.190814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:32.190846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:32.296778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:32.296924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:32.296966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:32.296993] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:32.300367] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=17.38%)
[2025-12-25T20:15:32.300663] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-25T20:15:32.300797] [INFO ] [sig       ] AFGC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:32.444097] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AFGC.txt
[2025-12-25T20:15:32.444273] [INFO ] [sig       ] [79/3552] Completed AFGC in 0.3s | 2.85 sym/s | Total: 27.7s | ETA: 20.3m
[2025-12-25T20:15:32.444315] [INFO ] [sig       ] [80/3552] Forecasting AFL...
[2025-12-25T20:15:32.444346] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-25T20:15:32.444377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-25T20:15:32.459188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-25T20:15:32.459630] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-25T20:15:32.460408] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-25T20:15:32.460460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:32.460492] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:32.460518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:32.460592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:32.518353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:32.519270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:32.519358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:32.519392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:32.636170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:32.636329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:32.636368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:32.636396] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:32.640277] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-25T20:15:32.640602] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-25T20:15:32.640742] [INFO ] [sig       ] AFL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:32.787039] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AFL.txt
[2025-12-25T20:15:32.787174] [INFO ] [sig       ] [80/3552] Completed AFL in 0.3s | 2.85 sym/s | Total: 28.0s | ETA: 20.3m
[2025-12-25T20:15:32.787219] [INFO ] [sig       ] [81/3552] Forecasting AFRI...
[2025-12-25T20:15:32.787249] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-25T20:15:32.787280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-25T20:15:32.799962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-25T20:15:32.800234] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-25T20:15:32.801023] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-25T20:15:32.801075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:32.801107] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:32.801133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:32.801189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:32.859318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:32.860003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:32.860082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:32.860114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:32.961600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:32.961741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:32.961779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:32.961839] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:32.965209] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=80.16%)
[2025-12-25T20:15:32.965483] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-25T20:15:32.965627] [INFO ] [sig       ] AFRI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:33.118409] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AFRI.txt
[2025-12-25T20:15:33.118683] [INFO ] [sig       ] [81/3552] Completed AFRI in 0.3s | 2.86 sym/s | Total: 28.4s | ETA: 20.3m
[2025-12-25T20:15:33.118736] [INFO ] [sig       ] [82/3552] Forecasting AFRM...
[2025-12-25T20:15:33.118774] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-25T20:15:33.118805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-25T20:15:33.134227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-25T20:15:33.134627] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-25T20:15:33.135438] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-25T20:15:33.135490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:33.135534] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:33.135563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:33.135643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:33.195737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:33.196483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:33.196612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:33.196648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:33.321666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:33.321827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:33.321869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:33.321898] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:33.325302] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=10.68%)
[2025-12-25T20:15:33.325590] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-25T20:15:33.325736] [INFO ] [sig       ] AFRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:33.473626] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AFRM.txt
[2025-12-25T20:15:33.473802] [INFO ] [sig       ] [82/3552] Completed AFRM in 0.4s | 2.86 sym/s | Total: 28.7s | ETA: 20.2m
[2025-12-25T20:15:33.473841] [INFO ] [sig       ] [83/3552] Forecasting AFYA...
[2025-12-25T20:15:33.473872] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-25T20:15:33.473902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-25T20:15:33.487326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-25T20:15:33.487779] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-25T20:15:33.488667] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-25T20:15:33.488732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:33.488771] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:33.488805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:33.488868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:33.549941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:33.550875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:33.550961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:33.550995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:33.676843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:33.676998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:33.677040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:33.677080] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:33.680812] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-12-25T20:15:33.681291] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-25T20:15:33.681426] [INFO ] [sig       ] AFYA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:33.824098] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AFYA.txt
[2025-12-25T20:15:33.824243] [INFO ] [sig       ] [83/3552] Completed AFYA in 0.4s | 2.86 sym/s | Total: 29.1s | ETA: 20.2m
[2025-12-25T20:15:33.824285] [INFO ] [sig       ] [84/3552] Forecasting AG...
[2025-12-25T20:15:33.824313] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-25T20:15:33.824343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-25T20:15:33.837539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-25T20:15:33.837938] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-25T20:15:33.838733] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-25T20:15:33.838785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:33.838816] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:33.838842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:33.838899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:33.894854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:33.895631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:33.895715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:33.895747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:34.016427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:34.016605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:34.016663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:34.016693] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:34.020098] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=7.72%)
[2025-12-25T20:15:34.020388] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-25T20:15:34.020523] [INFO ] [sig       ] AG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:34.161768] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AG.txt
[2025-12-25T20:15:34.161926] [INFO ] [sig       ] [84/3552] Completed AG in 0.3s | 2.86 sym/s | Total: 29.4s | ETA: 20.2m
[2025-12-25T20:15:34.161966] [INFO ] [sig       ] [85/3552] Forecasting AGCO...
[2025-12-25T20:15:34.161996] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-25T20:15:34.162026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-25T20:15:34.174276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-25T20:15:34.174687] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-25T20:15:34.175455] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-25T20:15:34.175507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:34.175540] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:34.175566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:34.175646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:34.234673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:34.235425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:34.235507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:34.235539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:34.359814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:34.359966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:34.360007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:34.360038] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:34.363541] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-25T20:15:34.363843] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-25T20:15:34.363975] [INFO ] [sig       ] AGCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:34.506735] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGCO.txt
[2025-12-25T20:15:34.506889] [INFO ] [sig       ] [85/3552] Completed AGCO in 0.3s | 2.86 sym/s | Total: 29.7s | ETA: 20.2m
[2025-12-25T20:15:34.506929] [INFO ] [sig       ] [86/3552] Forecasting AGD...
[2025-12-25T20:15:34.506959] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-25T20:15:34.506992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-25T20:15:34.586351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-25T20:15:34.586781] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-25T20:15:34.587623] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-25T20:15:34.587678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:34.587712] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:34.587744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:34.587810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:34.652271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:34.653397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:34.653505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:34.653552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:34.784820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:34.784976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:34.785018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:34.785049] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:34.788680] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=72.69%)
[2025-12-25T20:15:34.788963] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-25T20:15:34.789137] [INFO ] [sig       ] AGD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:34.941788] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGD.txt
[2025-12-25T20:15:34.941971] [INFO ] [sig       ] [86/3552] Completed AGD in 0.4s | 2.85 sym/s | Total: 30.2s | ETA: 20.3m
[2025-12-25T20:15:34.942017] [INFO ] [sig       ] [87/3552] Forecasting AGEN...
[2025-12-25T20:15:34.942061] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-25T20:15:34.942142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-25T20:15:34.956279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-25T20:15:34.956708] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-25T20:15:34.957734] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-25T20:15:34.957788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:34.957821] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:34.957849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:34.957922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:35.020203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:35.021034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:35.021127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:35.021174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:35.144611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:35.144771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:35.144810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:35.144838] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:35.148273] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: UP (p=91.61%)
[2025-12-25T20:15:35.148556] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-25T20:15:35.148707] [INFO ] [sig       ] AGEN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:35.304544] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGEN.txt
[2025-12-25T20:15:35.304749] [INFO ] [sig       ] [87/3552] Completed AGEN in 0.4s | 2.85 sym/s | Total: 30.5s | ETA: 20.3m
[2025-12-25T20:15:35.304802] [INFO ] [sig       ] [88/3552] Forecasting AGI...
[2025-12-25T20:15:35.304862] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-25T20:15:35.304896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-25T20:15:35.319281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-25T20:15:35.319748] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-25T20:15:35.320727] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-25T20:15:35.320785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:35.320821] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:35.320874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:35.320960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:35.384463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:35.385327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:35.385473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:35.385524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:35.517647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:35.517829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:35.517875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:35.517904] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:35.521945] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-25T20:15:35.522281] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-25T20:15:35.522439] [INFO ] [sig       ] AGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:35.688728] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGI.txt
[2025-12-25T20:15:35.689159] [INFO ] [sig       ] [88/3552] Completed AGI in 0.4s | 2.85 sym/s | Total: 30.9s | ETA: 20.3m
[2025-12-25T20:15:35.689255] [INFO ] [sig       ] [89/3552] Forecasting AGIO...
[2025-12-25T20:15:35.689304] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-25T20:15:35.689350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-25T20:15:35.703693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-25T20:15:35.704368] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-25T20:15:35.705311] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-25T20:15:35.705369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:35.705404] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:35.705433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:35.705494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:35.765138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:35.766065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:35.766153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:35.766186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:35.901409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:35.901592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:35.901639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:35.901670] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:35.906187] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=89.16%)
[2025-12-25T20:15:35.906511] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-25T20:15:35.906694] [INFO ] [sig       ] AGIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:36.069145] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGIO.txt
[2025-12-25T20:15:36.069327] [INFO ] [sig       ] [89/3552] Completed AGIO in 0.4s | 2.84 sym/s | Total: 31.3s | ETA: 20.3m
[2025-12-25T20:15:36.069373] [INFO ] [sig       ] [90/3552] Forecasting AGM...
[2025-12-25T20:15:36.069404] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-25T20:15:36.069437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-25T20:15:36.084661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-25T20:15:36.085280] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-25T20:15:36.086523] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-25T20:15:36.086613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:36.086658] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:36.086694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:36.086783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:36.155414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:36.156394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:36.156503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:36.156539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:36.294242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:36.294403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:36.294447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:36.294477] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:36.298868] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=25.34%)
[2025-12-25T20:15:36.299377] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-25T20:15:36.299515] [INFO ] [sig       ] AGM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:36.456558] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGM.txt
[2025-12-25T20:15:36.456779] [INFO ] [sig       ] [90/3552] Completed AGM in 0.4s | 2.84 sym/s | Total: 31.7s | ETA: 20.3m
[2025-12-25T20:15:36.456840] [INFO ] [sig       ] [91/3552] Forecasting AGMH...
[2025-12-25T20:15:36.456880] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-25T20:15:36.456915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-25T20:15:36.471125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-25T20:15:36.471551] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-25T20:15:36.472356] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-25T20:15:36.472408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:36.472440] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:36.472467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:36.472524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:36.533243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:36.534168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:36.534275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:36.534310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:36.656210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:36.656377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:36.656419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:36.656449] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:36.660135] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: UP (p=53.33%)
[2025-12-25T20:15:36.660421] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-25T20:15:36.660555] [INFO ] [sig       ] AGMH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:36.823639] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGMH.txt
[2025-12-25T20:15:36.824055] [INFO ] [sig       ] [91/3552] Completed AGMH in 0.4s | 2.84 sym/s | Total: 32.1s | ETA: 20.3m
[2025-12-25T20:15:36.824103] [INFO ] [sig       ] [92/3552] Forecasting AGNC...
[2025-12-25T20:15:36.824167] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-25T20:15:36.824206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-25T20:15:36.837764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-25T20:15:36.838184] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-25T20:15:36.839267] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-25T20:15:36.839322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:36.839354] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:36.839382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:36.839456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:36.909243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:36.910191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:36.910281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:36.910318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:37.049601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:37.049766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:37.049808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:37.049838] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:37.053364] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=32.07%)
[2025-12-25T20:15:37.053669] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-25T20:15:37.053807] [INFO ] [sig       ] AGNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:37.207225] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGNC.txt
[2025-12-25T20:15:37.207412] [INFO ] [sig       ] [92/3552] Completed AGNC in 0.4s | 2.84 sym/s | Total: 32.4s | ETA: 20.3m
[2025-12-25T20:15:37.207461] [INFO ] [sig       ] [93/3552] Forecasting AGNCL...
[2025-12-25T20:15:37.207492] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-25T20:15:37.207527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-25T20:15:37.221648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-25T20:15:37.222300] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-25T20:15:37.223379] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-25T20:15:37.223434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:37.223467] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:37.223495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:37.223553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:37.297886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:37.299114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:37.299229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:37.299284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:37.424353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:37.424522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:37.424569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:37.424644] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:37.428606] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: UP (p=63.22%)
[2025-12-25T20:15:37.429006] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-25T20:15:37.432256] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:37.598078] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGNCL.txt
[2025-12-25T20:15:37.598340] [INFO ] [sig       ] [93/3552] Completed AGNCL in 0.4s | 2.83 sym/s | Total: 32.8s | ETA: 20.4m
[2025-12-25T20:15:37.598423] [INFO ] [sig       ] [94/3552] Forecasting AGNCM...
[2025-12-25T20:15:37.598458] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-25T20:15:37.598490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-25T20:15:37.612282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-25T20:15:37.612763] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-25T20:15:37.613799] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-25T20:15:37.613862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:37.613899] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:37.613931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:37.614004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:37.689457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:37.690611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:37.690734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:37.690784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:37.832653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:37.832868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:37.832934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:37.832987] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:37.838742] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=40.90%)
[2025-12-25T20:15:37.839352] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-25T20:15:37.839605] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:38.044940] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGNCM.txt
[2025-12-25T20:15:38.045198] [INFO ] [sig       ] [94/3552] Completed AGNCM in 0.4s | 2.82 sym/s | Total: 33.3s | ETA: 20.4m
[2025-12-25T20:15:38.045271] [INFO ] [sig       ] [95/3552] Forecasting AGNCN...
[2025-12-25T20:15:38.045323] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-25T20:15:38.045376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-25T20:15:38.063629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-25T20:15:38.064125] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-25T20:15:38.065141] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-25T20:15:38.065206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:38.065306] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:38.065340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:38.065414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:38.144735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:38.146108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:38.146230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:38.146282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:38.300131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:38.300331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:38.300382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:38.300429] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:38.305563] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: DOWN (p=40.98%)
[2025-12-25T20:15:38.306115] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-25T20:15:38.306337] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:38.507145] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGNCN.txt
[2025-12-25T20:15:38.507383] [INFO ] [sig       ] [95/3552] Completed AGNCN in 0.5s | 2.82 sym/s | Total: 33.7s | ETA: 20.5m
[2025-12-25T20:15:38.507447] [INFO ] [sig       ] [96/3552] Forecasting AGNCO...
[2025-12-25T20:15:38.507538] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-25T20:15:38.507606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-25T20:15:38.524021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-25T20:15:38.524523] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-25T20:15:38.525561] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-25T20:15:38.525661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:38.525700] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:38.525733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:38.525817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:38.591975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:38.593012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:38.593128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:38.593169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:38.743079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:38.743268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:38.743330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:38.743372] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:38.748472] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=64.17%)
[2025-12-25T20:15:38.748919] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-25T20:15:38.749141] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:38.906510] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGNCO.txt
[2025-12-25T20:15:38.906709] [INFO ] [sig       ] [96/3552] Completed AGNCO in 0.4s | 2.81 sym/s | Total: 34.1s | ETA: 20.5m
[2025-12-25T20:15:38.906753] [INFO ] [sig       ] [97/3552] Forecasting AGNCP...
[2025-12-25T20:15:38.906783] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-25T20:15:38.906813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-25T20:15:38.919328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-25T20:15:38.919766] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-25T20:15:38.920661] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-25T20:15:38.920715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:38.920748] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:38.920776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:38.920834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:38.978912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:38.979853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:38.979938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:38.979986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:39.105077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:39.105237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:39.105278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:39.105307] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:39.109560] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=86.02%)
[2025-12-25T20:15:39.109907] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-25T20:15:39.110054] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:39.262825] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGNCP.txt
[2025-12-25T20:15:39.263012] [INFO ] [sig       ] [97/3552] Completed AGNCP in 0.4s | 2.81 sym/s | Total: 34.5s | ETA: 20.5m
[2025-12-25T20:15:39.263249] [INFO ] [sig       ] [98/3552] Forecasting AGO...
[2025-12-25T20:15:39.263281] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-25T20:15:39.263312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-25T20:15:39.277109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-25T20:15:39.277524] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-25T20:15:39.278543] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-25T20:15:39.278648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:39.278698] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:39.278729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:39.278789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:39.339606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:39.340716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:39.340804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:39.340843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:39.465992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:39.466149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:39.466190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:39.466252] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:39.470892] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=32.30%)
[2025-12-25T20:15:39.471196] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-25T20:15:39.471334] [INFO ] [sig       ] AGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:39.616872] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGO.txt
[2025-12-25T20:15:39.617049] [INFO ] [sig       ] [98/3552] Completed AGO in 0.4s | 2.81 sym/s | Total: 34.9s | ETA: 20.5m
[2025-12-25T20:15:39.617092] [INFO ] [sig       ] [99/3552] Forecasting AGRO...
[2025-12-25T20:15:39.617157] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-25T20:15:39.617188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-25T20:15:39.631675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-25T20:15:39.632093] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-25T20:15:39.632956] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-25T20:15:39.633009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:39.633040] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:39.633079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:39.633323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:39.691198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:39.692146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:39.692241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:39.692275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:39.816614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:39.816773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:39.816815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:39.816843] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:39.820456] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=34.43%)
[2025-12-25T20:15:39.820934] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-25T20:15:39.821066] [INFO ] [sig       ] AGRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:39.964808] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGRO.txt
[2025-12-25T20:15:39.964974] [INFO ] [sig       ] [99/3552] Completed AGRO in 0.3s | 2.81 sym/s | Total: 35.2s | ETA: 20.5m
[2025-12-25T20:15:39.965017] [INFO ] [sig       ] [100/3552] Forecasting AGX...
[2025-12-25T20:15:39.965046] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-25T20:15:39.965107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-25T20:15:39.978341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-25T20:15:39.978769] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-25T20:15:39.979608] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-25T20:15:39.979661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:39.979692] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:39.979743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:39.979805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:40.037197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:40.038044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:40.038130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:40.038163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:40.156880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:40.157043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:40.157084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:40.157113] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:40.160525] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=70.49%)
[2025-12-25T20:15:40.160879] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-25T20:15:40.161008] [INFO ] [sig       ] AGX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:40.325603] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGX.txt
[2025-12-25T20:15:40.325777] [INFO ] [sig       ] [100/3552] Completed AGX in 0.4s | 2.81 sym/s | Total: 35.6s | ETA: 20.5m
[2025-12-25T20:15:40.325853] [INFO ] [sig       ] [101/3552] Forecasting AGYS...
[2025-12-25T20:15:40.325884] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-25T20:15:40.325916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-25T20:15:40.340526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-25T20:15:40.341017] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-25T20:15:40.342002] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-25T20:15:40.342059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:40.342093] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:40.342120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:40.342178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:40.400425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:40.401270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:40.401360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:40.401394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:40.522194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:40.522362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:40.522403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:40.522431] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:40.526025] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: DOWN (p=3.56%)
[2025-12-25T20:15:40.526311] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-25T20:15:40.526445] [INFO ] [sig       ] AGYS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:40.671080] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGYS.txt
[2025-12-25T20:15:40.671243] [INFO ] [sig       ] [101/3552] Completed AGYS in 0.3s | 2.81 sym/s | Total: 35.9s | ETA: 20.4m
[2025-12-25T20:15:40.671284] [INFO ] [sig       ] [102/3552] Forecasting AGZD...
[2025-12-25T20:15:40.671344] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-25T20:15:40.671377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-25T20:15:40.683811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-25T20:15:40.684194] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-25T20:15:40.684988] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-25T20:15:40.685043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:40.685075] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:40.685103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:40.685161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:40.741805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:40.742631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:40.742715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:40.742747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:40.851919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:40.852078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:40.852118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:40.852146] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:40.855616] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-25T20:15:40.855897] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-25T20:15:40.856027] [INFO ] [sig       ] AGZD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:40.997712] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGZD.txt
[2025-12-25T20:15:40.997858] [INFO ] [sig       ] [102/3552] Completed AGZD in 0.3s | 2.81 sym/s | Total: 36.2s | ETA: 20.4m
[2025-12-25T20:15:40.997901] [INFO ] [sig       ] [103/3552] Forecasting AHCO...
[2025-12-25T20:15:40.997932] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-25T20:15:40.997967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-25T20:15:41.011657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-25T20:15:41.012033] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-25T20:15:41.012834] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-25T20:15:41.012898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:41.012937] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:41.012970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:41.013036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:41.070512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:41.071236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:41.071316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:41.071349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:41.194849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:41.195008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:41.195048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:41.195076] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:41.198811] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-12-25T20:15:41.199280] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-25T20:15:41.199410] [INFO ] [sig       ] AHCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:41.343587] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AHCO.txt
[2025-12-25T20:15:41.343758] [INFO ] [sig       ] [103/3552] Completed AHCO in 0.3s | 2.82 sym/s | Total: 36.6s | ETA: 20.4m
[2025-12-25T20:15:41.343798] [INFO ] [sig       ] [104/3552] Forecasting AHH...
[2025-12-25T20:15:41.343859] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-25T20:15:41.343894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-25T20:15:41.357404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-25T20:15:41.357819] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-25T20:15:41.358623] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-25T20:15:41.358677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:41.358709] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:41.358738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:41.358812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:41.417955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:41.418838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:41.418924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:41.418957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:41.546386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:41.546552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:41.546621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:41.546652] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:41.550070] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2025-12-25T20:15:41.550357] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-25T20:15:41.550491] [INFO ] [sig       ] AHH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:41.694229] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AHH.txt
[2025-12-25T20:15:41.694396] [INFO ] [sig       ] [104/3552] Completed AHH in 0.4s | 2.82 sym/s | Total: 36.9s | ETA: 20.4m
[2025-12-25T20:15:41.694439] [INFO ] [sig       ] [105/3552] Forecasting AI...
[2025-12-25T20:15:41.694469] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-25T20:15:41.694534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-25T20:15:41.709648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-25T20:15:41.710275] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-25T20:15:41.711347] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-25T20:15:41.711400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:41.711432] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:41.711460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:41.711519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:41.773787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:41.774892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:41.775212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:41.775247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:41.906535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:41.906723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:41.906765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:41.906795] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:41.910419] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2025-12-25T20:15:41.910755] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-25T20:15:41.910918] [INFO ] [sig       ] AI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:42.050443] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AI.txt
[2025-12-25T20:15:42.050617] [INFO ] [sig       ] [105/3552] Completed AI in 0.4s | 2.82 sym/s | Total: 37.3s | ETA: 20.4m
[2025-12-25T20:15:42.050660] [INFO ] [sig       ] [106/3552] Forecasting AIA...
[2025-12-25T20:15:42.050690] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-25T20:15:42.050747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-25T20:15:42.063430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-25T20:15:42.063850] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-25T20:15:42.064650] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-25T20:15:42.064702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:42.064734] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:42.064761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:42.064819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:42.121974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:42.122879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:42.122964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:42.122998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:42.289456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:42.289648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:42.289695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:42.289725] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:42.293908] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-25T20:15:42.294239] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-25T20:15:42.294381] [INFO ] [sig       ] AIA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:42.434417] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AIA.txt
[2025-12-25T20:15:42.434609] [INFO ] [sig       ] [106/3552] Completed AIA in 0.4s | 2.81 sym/s | Total: 37.7s | ETA: 20.4m
[2025-12-25T20:15:42.434653] [INFO ] [sig       ] [107/3552] Forecasting AIFF...
[2025-12-25T20:15:42.434682] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-25T20:15:42.434743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-25T20:15:42.447845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-25T20:15:42.448221] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-25T20:15:42.449031] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-25T20:15:42.449119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:42.449160] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:42.449190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:42.449247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:42.505930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:42.506833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:42.506922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:42.506956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:42.636207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:42.636365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:42.636405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:42.636434] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:42.639969] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-25T20:15:42.640261] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-25T20:15:42.640399] [INFO ] [sig       ] AIFF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:42.782092] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AIFF.txt
[2025-12-25T20:15:42.782265] [INFO ] [sig       ] [107/3552] Completed AIFF in 0.3s | 2.81 sym/s | Total: 38.0s | ETA: 20.4m
[2025-12-25T20:15:42.782308] [INFO ] [sig       ] [108/3552] Forecasting AIG...
[2025-12-25T20:15:42.782364] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-25T20:15:42.782398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-25T20:15:42.795074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-25T20:15:42.795458] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-25T20:15:42.796271] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-25T20:15:42.796335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:42.796371] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:42.796398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:42.796456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:42.854421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:42.855133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:42.855218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:42.855250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:42.980637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:42.980809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:42.980850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:42.980882] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:42.984478] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-25T20:15:42.984853] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-25T20:15:42.985036] [INFO ] [sig       ] AIG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:43.133207] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AIG.txt
[2025-12-25T20:15:43.133389] [INFO ] [sig       ] [108/3552] Completed AIG in 0.4s | 2.81 sym/s | Total: 38.4s | ETA: 20.4m
[2025-12-25T20:15:43.133462] [INFO ] [sig       ] [109/3552] Forecasting AIMD...
[2025-12-25T20:15:43.133494] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-25T20:15:43.133524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-25T20:15:43.145026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-25T20:15:43.145433] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-25T20:15:43.146344] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-25T20:15:43.146400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:43.146434] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:43.146468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:43.146547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:43.203904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:43.204614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:43.204700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:43.204734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:43.318706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:43.318860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:43.318899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:43.318930] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:43.322346] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-25T20:15:43.322641] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-25T20:15:43.322770] [INFO ] [sig       ] AIMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:43.462267] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AIMD.txt
[2025-12-25T20:15:43.462423] [INFO ] [sig       ] [109/3552] Completed AIMD in 0.3s | 2.82 sym/s | Total: 38.7s | ETA: 20.4m
[2025-12-25T20:15:43.462464] [INFO ] [sig       ] [110/3552] Forecasting AIO...
[2025-12-25T20:15:43.462493] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-25T20:15:43.462523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-25T20:15:43.474498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-25T20:15:43.474883] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-25T20:15:43.475681] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-25T20:15:43.475733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:43.475764] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:43.475791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:43.475853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:43.532106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:43.532822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:43.532902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:43.532934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:43.656485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:43.656657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:43.656698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:43.656726] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:43.660640] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2025-12-25T20:15:43.660950] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-25T20:15:43.661088] [INFO ] [sig       ] AIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:43.799237] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AIO.txt
[2025-12-25T20:15:43.799386] [INFO ] [sig       ] [110/3552] Completed AIO in 0.3s | 2.82 sym/s | Total: 39.0s | ETA: 20.4m
[2025-12-25T20:15:43.799426] [INFO ] [sig       ] [111/3552] Forecasting AIP...
[2025-12-25T20:15:43.799454] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-25T20:15:43.799508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-25T20:15:43.811197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-25T20:15:43.811550] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-25T20:15:43.812385] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-25T20:15:43.812438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:43.812469] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:43.812496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:43.812555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:43.868028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:43.868683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:43.868769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:43.868803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:43.985662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:43.985817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:43.985856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:43.985885] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:43.989277] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: UP (p=72.44%)
[2025-12-25T20:15:43.989560] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-25T20:15:43.989710] [INFO ] [sig       ] AIP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:44.136556] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AIP.txt
[2025-12-25T20:15:44.136738] [INFO ] [sig       ] [111/3552] Completed AIP in 0.3s | 2.82 sym/s | Total: 39.4s | ETA: 20.3m
[2025-12-25T20:15:44.136780] [INFO ] [sig       ] [112/3552] Forecasting AIPI...
[2025-12-25T20:15:44.136809] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-25T20:15:44.136840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-25T20:15:44.149416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-25T20:15:44.149840] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-25T20:15:44.150719] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-25T20:15:44.150773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:44.150844] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:44.150882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:44.150960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:44.209820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:44.210754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:44.210841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:44.210874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:44.333757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:44.333909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:44.333952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:44.333980] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:44.337516] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=71.76%)
[2025-12-25T20:15:44.337824] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-25T20:15:44.337962] [INFO ] [sig       ] AIPI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:44.479090] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AIPI.txt
[2025-12-25T20:15:44.479253] [INFO ] [sig       ] [112/3552] Completed AIPI in 0.3s | 2.82 sym/s | Total: 39.7s | ETA: 20.3m
[2025-12-25T20:15:44.479294] [INFO ] [sig       ] [113/3552] Forecasting AIQ...
[2025-12-25T20:15:44.479325] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-25T20:15:44.479381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-25T20:15:44.492809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-25T20:15:44.493213] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-25T20:15:44.494446] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-25T20:15:44.494500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:44.494531] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:44.494557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:44.494661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:44.557630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:44.558495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:44.558596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:44.558632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:44.678214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:44.678373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:44.678413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:44.678441] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:44.682070] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=55.69%)
[2025-12-25T20:15:44.682370] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-25T20:15:44.682509] [INFO ] [sig       ] AIQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:44.822584] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AIQ.txt
[2025-12-25T20:15:44.822730] [INFO ] [sig       ] [113/3552] Completed AIQ in 0.3s | 2.82 sym/s | Total: 40.1s | ETA: 20.3m
[2025-12-25T20:15:44.822771] [INFO ] [sig       ] [114/3552] Forecasting AIRG...
[2025-12-25T20:15:44.822801] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-25T20:15:44.822831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-25T20:15:44.834126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-25T20:15:44.834512] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-25T20:15:44.835299] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-25T20:15:44.835354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:44.835396] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:44.835432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:44.835504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:44.891616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:44.892457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:44.892542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:44.892594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:45.002025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:45.002184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:45.002226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:45.002255] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:45.005763] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=56.03%)
[2025-12-25T20:15:45.006052] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-25T20:15:45.006184] [INFO ] [sig       ] AIRG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:45.150005] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AIRG.txt
[2025-12-25T20:15:45.150146] [INFO ] [sig       ] [114/3552] Completed AIRG in 0.3s | 2.82 sym/s | Total: 40.4s | ETA: 20.3m
[2025-12-25T20:15:45.150186] [INFO ] [sig       ] [115/3552] Forecasting AIRJ...
[2025-12-25T20:15:45.150216] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-25T20:15:45.150246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-25T20:15:45.161790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-25T20:15:45.162145] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-25T20:15:45.163125] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-25T20:15:45.163176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:45.163208] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:45.163234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:45.163292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:45.237961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:45.238848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:45.238938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:45.238973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:45.371031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:45.371187] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:15:45.371228] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:45.371291] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:45.374814] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-25T20:15:45.375106] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-25T20:15:45.375242] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:45.530289] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AIRJ.txt
[2025-12-25T20:15:45.530459] [INFO ] [sig       ] [115/3552] Completed AIRJ in 0.4s | 2.82 sym/s | Total: 40.8s | ETA: 20.3m
[2025-12-25T20:15:45.530507] [INFO ] [sig       ] [116/3552] Forecasting AIRS...
[2025-12-25T20:15:45.530538] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-25T20:15:45.530584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-25T20:15:45.542628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-25T20:15:45.543018] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-25T20:15:45.543883] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-25T20:15:45.543936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:45.543968] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:45.543994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:45.544052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:45.600805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:45.601612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:45.601696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:45.601728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:45.722701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:45.722859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:45.722900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:45.722930] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:45.726462] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-12-25T20:15:45.726769] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-25T20:15:45.726906] [INFO ] [sig       ] AIRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:45.870316] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AIRS.txt
[2025-12-25T20:15:45.870482] [INFO ] [sig       ] [116/3552] Completed AIRS in 0.3s | 2.82 sym/s | Total: 41.1s | ETA: 20.3m
[2025-12-25T20:15:45.870526] [INFO ] [sig       ] [117/3552] Forecasting AISP...
[2025-12-25T20:15:45.870557] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-25T20:15:45.870629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-25T20:15:45.882793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-25T20:15:45.883210] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-25T20:15:45.884043] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-25T20:15:45.884095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:45.884127] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:45.884154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:45.884217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:45.941331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:45.942206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:45.942296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:45.942329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:46.061648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:46.061802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:46.061841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:46.061892] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:46.065302] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=77.42%)
[2025-12-25T20:15:46.065609] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-25T20:15:46.065762] [INFO ] [sig       ] AISP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:46.203377] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AISP.txt
[2025-12-25T20:15:46.203533] [INFO ] [sig       ] [117/3552] Completed AISP in 0.3s | 2.82 sym/s | Total: 41.4s | ETA: 20.3m
[2025-12-25T20:15:46.203592] [INFO ] [sig       ] [118/3552] Forecasting AIZN...
[2025-12-25T20:15:46.203624] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-25T20:15:46.203655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-25T20:15:46.215648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-25T20:15:46.216044] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-25T20:15:46.216839] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-25T20:15:46.216892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:46.216923] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:46.216950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:46.217014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:46.272805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:46.273550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:46.273651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:46.273685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:46.383011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:46.383167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:46.383209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:46.383238] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:46.386807] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-25T20:15:46.387105] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-25T20:15:46.387241] [INFO ] [sig       ] AIZN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:46.528626] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AIZN.txt
[2025-12-25T20:15:46.528804] [INFO ] [sig       ] [118/3552] Completed AIZN in 0.3s | 2.83 sym/s | Total: 41.8s | ETA: 20.3m
[2025-12-25T20:15:46.528846] [INFO ] [sig       ] [119/3552] Forecasting AJG...
[2025-12-25T20:15:46.528878] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-25T20:15:46.528957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-25T20:15:46.544482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-25T20:15:46.544959] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-25T20:15:46.546120] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-25T20:15:46.546191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:46.546238] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:46.546279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:46.546365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:46.606761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:46.607603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:46.607689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:46.607722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:46.731415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:46.731591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:46.731635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:46.731681] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:46.735226] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2025-12-25T20:15:46.735524] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-25T20:15:46.735698] [INFO ] [sig       ] AJG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:46.885293] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AJG.txt
[2025-12-25T20:15:46.885500] [INFO ] [sig       ] [119/3552] Completed AJG in 0.4s | 2.83 sym/s | Total: 42.1s | ETA: 20.3m
[2025-12-25T20:15:46.885545] [INFO ] [sig       ] [120/3552] Forecasting AKAM...
[2025-12-25T20:15:46.885619] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-25T20:15:46.885655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-25T20:15:46.899999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-25T20:15:46.900402] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-25T20:15:46.901241] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-25T20:15:46.901294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:46.901325] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:46.901351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:46.901408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:46.957302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:46.958243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:46.958332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:46.958363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:47.084721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:47.084884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:47.084925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:47.084954] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:47.088867] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-25T20:15:47.089237] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-25T20:15:47.089392] [INFO ] [sig       ] AKAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:47.234632] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AKAM.txt
[2025-12-25T20:15:47.234796] [INFO ] [sig       ] [120/3552] Completed AKAM in 0.3s | 2.83 sym/s | Total: 42.5s | ETA: 20.2m
[2025-12-25T20:15:47.234838] [INFO ] [sig       ] [121/3552] Forecasting AKBA...
[2025-12-25T20:15:47.234900] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-25T20:15:47.234932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-25T20:15:47.247370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-25T20:15:47.247863] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-25T20:15:47.248759] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-25T20:15:47.248812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:47.248844] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:47.248871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:47.248928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:47.304518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:47.305364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:47.305464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:47.305497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:47.427825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:47.427984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:47.428025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:47.428054] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:47.431567] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-12-25T20:15:47.431888] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-25T20:15:47.432023] [INFO ] [sig       ] AKBA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:47.574448] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AKBA.txt
[2025-12-25T20:15:47.574662] [INFO ] [sig       ] [121/3552] Completed AKBA in 0.3s | 2.83 sym/s | Total: 42.8s | ETA: 20.2m
[2025-12-25T20:15:47.574717] [INFO ] [sig       ] [122/3552] Forecasting AL...
[2025-12-25T20:15:47.574749] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-25T20:15:47.574779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-25T20:15:47.588448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-25T20:15:47.588876] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-25T20:15:47.589820] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-25T20:15:47.589873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:47.589904] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:47.589932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:47.589990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:47.646868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:47.647716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:47.647854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:47.647907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:47.780535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:47.780712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:47.780753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:47.780780] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:47.784404] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=27.61%)
[2025-12-25T20:15:47.784701] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-25T20:15:47.784834] [INFO ] [sig       ] AL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:47.924526] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AL.txt
[2025-12-25T20:15:47.924690] [INFO ] [sig       ] [122/3552] Completed AL in 0.3s | 2.83 sym/s | Total: 43.2s | ETA: 20.2m
[2025-12-25T20:15:47.924731] [INFO ] [sig       ] [123/3552] Forecasting ALAB...
[2025-12-25T20:15:47.924761] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-25T20:15:47.924793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-25T20:15:47.936764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-25T20:15:47.937177] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-25T20:15:47.938057] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-25T20:15:47.938111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:47.938142] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:47.938180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:47.938239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:47.993875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:47.994697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:47.994779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:47.994810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:48.115945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:48.116097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:48.116138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:48.116166] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:48.119583] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2025-12-25T20:15:48.119859] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-25T20:15:48.119988] [INFO ] [sig       ] ALAB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:48.257052] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALAB.txt
[2025-12-25T20:15:48.257386] [INFO ] [sig       ] [123/3552] Completed ALAB in 0.3s | 2.83 sym/s | Total: 43.5s | ETA: 20.2m
[2025-12-25T20:15:48.257427] [INFO ] [sig       ] [124/3552] Forecasting ALB...
[2025-12-25T20:15:48.257456] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-25T20:15:48.257487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-25T20:15:48.273315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-25T20:15:48.274046] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-25T20:15:48.274961] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-25T20:15:48.275013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:48.275045] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:48.275072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:48.275129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:48.333878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:48.334797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:48.334888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:48.334922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:48.467279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:48.467447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:48.467488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:48.467517] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:48.471227] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=35.37%)
[2025-12-25T20:15:48.471533] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-25T20:15:48.471699] [INFO ] [sig       ] ALB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:48.621309] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALB.txt
[2025-12-25T20:15:48.621483] [INFO ] [sig       ] [124/3552] Completed ALB in 0.4s | 2.83 sym/s | Total: 43.9s | ETA: 20.2m
[2025-12-25T20:15:48.621526] [INFO ] [sig       ] [125/3552] Forecasting ALC...
[2025-12-25T20:15:48.621556] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-25T20:15:48.621605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-25T20:15:48.635977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-25T20:15:48.636376] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-25T20:15:48.637175] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-25T20:15:48.637227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:48.637259] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:48.637286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:48.637345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:48.714028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:48.714935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:48.715027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:48.715059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:48.837523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:48.837696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:48.837738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:48.837766] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:48.841988] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-12-25T20:15:48.842300] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-25T20:15:48.842445] [INFO ] [sig       ] ALC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:48.986929] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALC.txt
[2025-12-25T20:15:48.987128] [INFO ] [sig       ] [125/3552] Completed ALC in 0.4s | 2.83 sym/s | Total: 44.2s | ETA: 20.2m
[2025-12-25T20:15:48.987170] [INFO ] [sig       ] [126/3552] Forecasting ALCO...
[2025-12-25T20:15:48.987199] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-25T20:15:48.987229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-25T20:15:49.003493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-25T20:15:49.004016] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-25T20:15:49.005134] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-25T20:15:49.005213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:49.005255] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:49.005287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:49.005363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:49.078116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:49.079100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:49.079193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:49.079227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:49.208076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:49.208240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:49.208282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:49.208312] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:49.212014] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=70.84%)
[2025-12-25T20:15:49.212352] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-25T20:15:49.212498] [INFO ] [sig       ] ALCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:49.371502] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALCO.txt
[2025-12-25T20:15:49.371697] [INFO ] [sig       ] [126/3552] Completed ALCO in 0.4s | 2.82 sym/s | Total: 44.6s | ETA: 20.2m
[2025-12-25T20:15:49.371740] [INFO ] [sig       ] [127/3552] Forecasting ALDX...
[2025-12-25T20:15:49.371772] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-25T20:15:49.371837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-25T20:15:49.384907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-25T20:15:49.385529] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-25T20:15:49.386396] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-25T20:15:49.386450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:49.386483] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:49.386511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:49.386589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:49.447705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:49.448805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:49.448893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:49.448926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:49.578468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:49.578649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:49.578695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:49.578724] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:49.582817] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: DOWN (p=23.56%)
[2025-12-25T20:15:49.583134] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-25T20:15:49.583274] [INFO ] [sig       ] ALDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:49.730436] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALDX.txt
[2025-12-25T20:15:49.730612] [INFO ] [sig       ] [127/3552] Completed ALDX in 0.4s | 2.82 sym/s | Total: 45.0s | ETA: 20.2m
[2025-12-25T20:15:49.730655] [INFO ] [sig       ] [128/3552] Forecasting ALEX...
[2025-12-25T20:15:49.730683] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-25T20:15:49.730901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-25T20:15:49.744656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-25T20:15:49.745063] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-25T20:15:49.745879] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-25T20:15:49.745932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:49.745964] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:49.745990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:49.746048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:49.803507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:49.804407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:49.804513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:49.804547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:49.938016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:49.938196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:49.938240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:49.938272] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:49.941994] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2025-12-25T20:15:49.942328] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-25T20:15:49.942473] [INFO ] [sig       ] ALEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:50.084381] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALEX.txt
[2025-12-25T20:15:50.084563] [INFO ] [sig       ] [128/3552] Completed ALEX in 0.4s | 2.82 sym/s | Total: 45.3s | ETA: 20.2m
[2025-12-25T20:15:50.084623] [INFO ] [sig       ] [129/3552] Forecasting ALG...
[2025-12-25T20:15:50.084654] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-25T20:15:50.084712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-25T20:15:50.097444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-25T20:15:50.097873] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-25T20:15:50.098682] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-25T20:15:50.098734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:50.098791] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:50.098819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:50.098876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:50.155360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:50.156226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:50.156309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:50.156341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:50.278178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:50.278526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:50.278566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:50.278613] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:50.282078] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-12-25T20:15:50.282353] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-25T20:15:50.282482] [INFO ] [sig       ] ALG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:50.428845] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALG.txt
[2025-12-25T20:15:50.429072] [INFO ] [sig       ] [129/3552] Completed ALG in 0.3s | 2.82 sym/s | Total: 45.7s | ETA: 20.2m
[2025-12-25T20:15:50.429159] [INFO ] [sig       ] [130/3552] Forecasting ALGM...
[2025-12-25T20:15:50.429195] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-25T20:15:50.429226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-25T20:15:50.443140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-25T20:15:50.443775] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-25T20:15:50.444631] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-25T20:15:50.444685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:50.444719] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:50.444747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:50.444806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:50.502698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:50.503547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:50.503663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:50.503699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:50.662920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:50.663096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:50.663139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:50.663168] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:50.668059] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2025-12-25T20:15:50.668444] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-25T20:15:50.668643] [INFO ] [sig       ] ALGM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:50.891810] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALGM.txt
[2025-12-25T20:15:50.891967] [INFO ] [sig       ] [130/3552] Completed ALGM in 0.5s | 2.82 sym/s | Total: 46.1s | ETA: 20.2m
[2025-12-25T20:15:50.892009] [INFO ] [sig       ] [131/3552] Forecasting ALGN...
[2025-12-25T20:15:50.892039] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-25T20:15:50.892069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-25T20:15:50.905340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-25T20:15:50.905725] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-25T20:15:50.906530] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-25T20:15:50.906612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:50.906652] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:50.906680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:50.906739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:50.965480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:50.966346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:50.966439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:50.966473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:51.090329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:51.090504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:51.090549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:51.090595] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:51.094561] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=81.93%)
[2025-12-25T20:15:51.094869] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-25T20:15:51.094999] [INFO ] [sig       ] ALGN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:51.236307] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALGN.txt
[2025-12-25T20:15:51.236513] [INFO ] [sig       ] [131/3552] Completed ALGN in 0.3s | 2.82 sym/s | Total: 46.5s | ETA: 20.2m
[2025-12-25T20:15:51.236558] [INFO ] [sig       ] [132/3552] Forecasting ALGS...
[2025-12-25T20:15:51.236617] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-25T20:15:51.236678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-25T20:15:51.249812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-25T20:15:51.250194] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-25T20:15:51.251025] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-25T20:15:51.251079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:51.251112] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:51.251139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:51.251197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:51.309022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:51.310004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:51.310088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:51.310122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:51.438819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:51.438976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:51.439018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:51.439120] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:51.442734] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=81.03%)
[2025-12-25T20:15:51.443025] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-25T20:15:51.443165] [INFO ] [sig       ] ALGS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:51.601390] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALGS.txt
[2025-12-25T20:15:51.601566] [INFO ] [sig       ] [132/3552] Completed ALGS in 0.4s | 2.82 sym/s | Total: 46.8s | ETA: 20.2m
[2025-12-25T20:15:51.601641] [INFO ] [sig       ] [133/3552] Forecasting ALHC...
[2025-12-25T20:15:51.601674] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-25T20:15:51.601731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-25T20:15:51.615440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-25T20:15:51.615906] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-25T20:15:51.616761] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-25T20:15:51.616814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:51.616847] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:51.616873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:51.616931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:51.673016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:51.673933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:51.674019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:51.674051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:51.790666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:51.790826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:51.790866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:51.790893] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:51.794384] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=91.41%)
[2025-12-25T20:15:51.794684] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-25T20:15:51.794820] [INFO ] [sig       ] ALHC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:51.945220] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALHC.txt
[2025-12-25T20:15:51.945391] [INFO ] [sig       ] [133/3552] Completed ALHC in 0.3s | 2.82 sym/s | Total: 47.2s | ETA: 20.2m
[2025-12-25T20:15:51.945433] [INFO ] [sig       ] [134/3552] Forecasting ALK...
[2025-12-25T20:15:51.945471] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-25T20:15:51.945551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-25T20:15:51.961743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-25T20:15:51.962412] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-25T20:15:51.963379] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-25T20:15:51.963438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:51.963475] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:51.963505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:51.963603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:52.028113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:52.029355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:52.029461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:52.029494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:52.167037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:52.167245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:52.167313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:52.167357] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:52.172172] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=66.55%)
[2025-12-25T20:15:52.172590] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-25T20:15:52.172771] [INFO ] [sig       ] ALK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:52.324214] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALK.txt
[2025-12-25T20:15:52.324424] [INFO ] [sig       ] [134/3552] Completed ALK in 0.4s | 2.82 sym/s | Total: 47.6s | ETA: 20.2m
[2025-12-25T20:15:52.324681] [INFO ] [sig       ] [135/3552] Forecasting ALKS...
[2025-12-25T20:15:52.324711] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-25T20:15:52.324743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-25T20:15:52.339401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-25T20:15:52.339868] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-25T20:15:52.340822] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-25T20:15:52.340877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:52.340910] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:52.340936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:52.340995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:52.399996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:52.400976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:52.401068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:52.401099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:52.525443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:52.525618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:52.525661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:52.525690] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:52.529155] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=49.33%)
[2025-12-25T20:15:52.529456] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-25T20:15:52.529617] [INFO ] [sig       ] ALKS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:52.670807] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALKS.txt
[2025-12-25T20:15:52.670976] [INFO ] [sig       ] [135/3552] Completed ALKS in 0.3s | 2.82 sym/s | Total: 47.9s | ETA: 20.2m
[2025-12-25T20:15:52.671018] [INFO ] [sig       ] [136/3552] Forecasting ALL...
[2025-12-25T20:15:52.671047] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-25T20:15:52.671077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-25T20:15:52.685156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-25T20:15:52.685543] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-25T20:15:52.686344] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-25T20:15:52.686408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:52.686441] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:52.686468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:52.686527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:52.742589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:52.743349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:52.743427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:52.743459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:52.862083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:52.862247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:52.862286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:52.862314] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:52.865756] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-12-25T20:15:52.866037] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-25T20:15:52.866171] [INFO ] [sig       ] ALL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:53.007757] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALL.txt
[2025-12-25T20:15:53.007903] [INFO ] [sig       ] [136/3552] Completed ALL in 0.3s | 2.82 sym/s | Total: 48.2s | ETA: 20.2m
[2025-12-25T20:15:53.007944] [INFO ] [sig       ] [137/3552] Forecasting ALLE...
[2025-12-25T20:15:53.007974] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-25T20:15:53.008004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-25T20:15:53.020512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-25T20:15:53.020888] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-25T20:15:53.021704] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-25T20:15:53.021756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:53.021788] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:53.021815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:53.021873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:53.078075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:53.078790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:53.078870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:53.078902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:53.194517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:53.194689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:53.194728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:53.194756] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:53.198130] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-12-25T20:15:53.198408] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-25T20:15:53.198537] [INFO ] [sig       ] ALLE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:53.336259] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALLE.txt
[2025-12-25T20:15:53.336407] [INFO ] [sig       ] [137/3552] Completed ALLE in 0.3s | 2.82 sym/s | Total: 48.6s | ETA: 20.2m
[2025-12-25T20:15:53.336450] [INFO ] [sig       ] [138/3552] Forecasting ALLO...
[2025-12-25T20:15:53.336479] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-25T20:15:53.336509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-25T20:15:53.349218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-25T20:15:53.349611] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-25T20:15:53.350397] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-25T20:15:53.350449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:53.350481] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:53.350508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:53.350565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:53.407206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:53.407924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:53.408005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:53.408037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:53.531730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:53.531886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:53.531934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:53.531962] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:53.535355] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-25T20:15:53.535647] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-25T20:15:53.535777] [INFO ] [sig       ] ALLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:53.677922] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALLO.txt
[2025-12-25T20:15:53.678055] [INFO ] [sig       ] [138/3552] Completed ALLO in 0.3s | 2.82 sym/s | Total: 48.9s | ETA: 20.2m
[2025-12-25T20:15:53.678120] [INFO ] [sig       ] [139/3552] Forecasting ALLY...
[2025-12-25T20:15:53.678153] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-25T20:15:53.678183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-25T20:15:53.690256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-25T20:15:53.690696] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-25T20:15:53.691594] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-25T20:15:53.691648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:53.691679] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:53.691707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:53.691764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:53.748110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:53.749029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:53.749160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:53.749194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:53.873190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:53.873345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:53.873385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:53.873413] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:53.876852] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-25T20:15:53.877133] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-25T20:15:53.877265] [INFO ] [sig       ] ALLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:54.018647] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALLY.txt
[2025-12-25T20:15:54.018793] [INFO ] [sig       ] [139/3552] Completed ALLY in 0.3s | 2.82 sym/s | Total: 49.3s | ETA: 20.2m
[2025-12-25T20:15:54.018835] [INFO ] [sig       ] [140/3552] Forecasting ALMS...
[2025-12-25T20:15:54.018865] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-25T20:15:54.018895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-25T20:15:54.031529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-25T20:15:54.031918] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-25T20:15:54.032722] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-25T20:15:54.032775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:54.032806] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:54.032833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:54.032890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:54.089622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:54.090237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:54.090314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:54.090347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:54.215210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:54.215363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:54.215403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:54.215431] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:54.218845] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=23.55%)
[2025-12-25T20:15:54.219143] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-25T20:15:54.219280] [INFO ] [sig       ] ALMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:54.361762] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALMS.txt
[2025-12-25T20:15:54.361906] [INFO ] [sig       ] [140/3552] Completed ALMS in 0.3s | 2.82 sym/s | Total: 49.6s | ETA: 20.1m
[2025-12-25T20:15:54.361945] [INFO ] [sig       ] [141/3552] Forecasting ALNY...
[2025-12-25T20:15:54.361974] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-25T20:15:54.362004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-25T20:15:54.374759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-25T20:15:54.375122] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-25T20:15:54.375951] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-25T20:15:54.376004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:54.376035] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:54.376062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:54.376124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:54.434594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:54.435466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:54.435551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:54.435601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:54.559999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:54.560159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:54.560200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:54.560229] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:54.564225] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-12-25T20:15:54.564740] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-25T20:15:54.564869] [INFO ] [sig       ] ALNY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:54.707699] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALNY.txt
[2025-12-25T20:15:54.707874] [INFO ] [sig       ] [141/3552] Completed ALNY in 0.3s | 2.82 sym/s | Total: 49.9s | ETA: 20.1m
[2025-12-25T20:15:54.707914] [INFO ] [sig       ] [142/3552] Forecasting ALRM...
[2025-12-25T20:15:54.707945] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-25T20:15:54.707974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-25T20:15:54.723093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-25T20:15:54.723540] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-25T20:15:54.724556] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-25T20:15:54.724655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:54.724696] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:54.724730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:54.724811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:54.790420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:54.791598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:54.791686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:54.791720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:54.923810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:54.923979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:54.924019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:54.924049] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:54.927901] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=94.32%)
[2025-12-25T20:15:54.928204] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-25T20:15:54.928352] [INFO ] [sig       ] ALRM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:55.088934] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALRM.txt
[2025-12-25T20:15:55.089366] [INFO ] [sig       ] [142/3552] Completed ALRM in 0.4s | 2.82 sym/s | Total: 50.3s | ETA: 20.1m
[2025-12-25T20:15:55.089413] [INFO ] [sig       ] [143/3552] Forecasting ALRS...
[2025-12-25T20:15:55.089473] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-25T20:15:55.089508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-25T20:15:55.103825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-25T20:15:55.104253] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-25T20:15:55.105363] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-25T20:15:55.105420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:55.105453] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:55.105480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:55.105540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:55.163803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:55.164790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:55.164882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:55.164916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:55.289464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:55.289670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:55.289714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:55.289743] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:55.293394] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=19.90%)
[2025-12-25T20:15:55.293798] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-25T20:15:55.293952] [INFO ] [sig       ] ALRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:55.443441] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALRS.txt
[2025-12-25T20:15:55.443634] [INFO ] [sig       ] [143/3552] Completed ALRS in 0.4s | 2.82 sym/s | Total: 50.7s | ETA: 20.1m
[2025-12-25T20:15:55.443681] [INFO ] [sig       ] [144/3552] Forecasting ALSN...
[2025-12-25T20:15:55.443742] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-25T20:15:55.443784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-25T20:15:55.458112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-25T20:15:55.458564] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-25T20:15:55.459689] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-25T20:15:55.459744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:55.459778] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:55.459806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:55.459866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:55.521872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:55.522799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:55.522895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:55.522930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:55.655252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:55.655742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:55.655814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:55.655853] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:55.660316] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=12.35%)
[2025-12-25T20:15:55.660879] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-25T20:15:55.661042] [INFO ] [sig       ] ALSN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:55.821153] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALSN.txt
[2025-12-25T20:15:55.821388] [INFO ] [sig       ] [144/3552] Completed ALSN in 0.4s | 2.82 sym/s | Total: 51.1s | ETA: 20.1m
[2025-12-25T20:15:55.821475] [INFO ] [sig       ] [145/3552] Forecasting ALTG...
[2025-12-25T20:15:55.821516] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-25T20:15:55.821548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-25T20:15:55.837766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-25T20:15:55.838205] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-25T20:15:55.839099] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-25T20:15:55.839152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:55.839184] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:55.839210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:55.839268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:55.899131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:55.900122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:55.900225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:55.900260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:56.036347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:56.036512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:56.036553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:56.036601] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:56.040384] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-12-25T20:15:56.040684] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-25T20:15:56.040823] [INFO ] [sig       ] ALTG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:56.185697] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALTG.txt
[2025-12-25T20:15:56.185847] [INFO ] [sig       ] [145/3552] Completed ALTG in 0.4s | 2.82 sym/s | Total: 51.4s | ETA: 20.1m
[2025-12-25T20:15:56.185887] [INFO ] [sig       ] [146/3552] Forecasting ALTI...
[2025-12-25T20:15:56.185916] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-25T20:15:56.185975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-25T20:15:56.201015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-25T20:15:56.201703] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-25T20:15:56.202738] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-25T20:15:56.202796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:56.202885] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:56.202915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:56.202978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:56.263330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:56.264835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:56.264961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:56.264999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:56.393089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:56.393320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:56.393380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:56.393419] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:56.397534] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-12-25T20:15:56.397935] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-25T20:15:56.398108] [INFO ] [sig       ] ALTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:56.557869] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALTI.txt
[2025-12-25T20:15:56.558217] [INFO ] [sig       ] [146/3552] Completed ALTI in 0.4s | 2.82 sym/s | Total: 51.8s | ETA: 20.1m
[2025-12-25T20:15:56.558277] [INFO ] [sig       ] [147/3552] Forecasting ALTS...
[2025-12-25T20:15:56.558308] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-25T20:15:56.558340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-25T20:15:56.574797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-25T20:15:56.575416] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-25T20:15:56.576441] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-25T20:15:56.576500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:56.576554] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:56.576602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:56.576672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:56.645059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:56.646318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:56.646423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:56.646458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:56.778539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:56.778794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:56.778839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:56.778868] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:56.783158] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=14.88%)
[2025-12-25T20:15:56.783802] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-25T20:15:56.783973] [INFO ] [sig       ] ALTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:56.930699] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALTS.txt
[2025-12-25T20:15:56.930961] [INFO ] [sig       ] [147/3552] Completed ALTS in 0.4s | 2.82 sym/s | Total: 52.2s | ETA: 20.1m
[2025-12-25T20:15:56.931023] [INFO ] [sig       ] [148/3552] Forecasting ALTY...
[2025-12-25T20:15:56.931088] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-25T20:15:56.931121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-25T20:15:56.946436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-25T20:15:56.947033] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-25T20:15:56.948024] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-25T20:15:56.948082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:56.948116] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:56.948153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:56.948213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:57.020197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:57.021419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:57.021524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:57.021557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:57.141461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:57.141705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:57.141751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:57.141781] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:57.145727] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: DOWN (p=23.55%)
[2025-12-25T20:15:57.146041] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-25T20:15:57.146184] [INFO ] [sig       ] ALTY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:57.292800] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALTY.txt
[2025-12-25T20:15:57.292987] [INFO ] [sig       ] [148/3552] Completed ALTY in 0.4s | 2.82 sym/s | Total: 52.5s | ETA: 20.1m
[2025-12-25T20:15:57.293063] [INFO ] [sig       ] [149/3552] Forecasting ALVO...
[2025-12-25T20:15:57.293098] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-25T20:15:57.293133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-25T20:15:57.308317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-25T20:15:57.308895] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-25T20:15:57.313724] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-25T20:15:57.313889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:57.313926] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:57.313954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:57.314015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:57.379890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:57.381160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:57.381268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:57.381303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:57.509398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:57.509649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:57.509698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:57.509769] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:57.514257] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-12-25T20:15:57.514810] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-25T20:15:57.514973] [INFO ] [sig       ] ALVO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:57.662278] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALVO.txt
[2025-12-25T20:15:57.662528] [INFO ] [sig       ] [149/3552] Completed ALVO in 0.4s | 2.82 sym/s | Total: 52.9s | ETA: 20.1m
[2025-12-25T20:15:57.662643] [INFO ] [sig       ] [150/3552] Forecasting ALX...
[2025-12-25T20:15:57.662680] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-25T20:15:57.662721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-25T20:15:57.678149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-25T20:15:57.678781] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-25T20:15:57.679835] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-25T20:15:57.679897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:57.679933] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:57.679977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:57.680042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:57.738335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:57.739453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:57.739561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:57.739616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:57.857939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:57.858180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:57.858232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:57.858262] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:57.862397] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-12-25T20:15:57.862758] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-25T20:15:57.862913] [INFO ] [sig       ] ALX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:58.009380] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALX.txt
[2025-12-25T20:15:58.009668] [INFO ] [sig       ] [150/3552] Completed ALX in 0.3s | 2.82 sym/s | Total: 53.2s | ETA: 20.1m
[2025-12-25T20:15:58.009736] [INFO ] [sig       ] [151/3552] Forecasting ALXO...
[2025-12-25T20:15:58.009770] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-25T20:15:58.009803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-25T20:15:58.025754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-25T20:15:58.026361] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-25T20:15:58.027297] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-25T20:15:58.027354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:58.027388] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:58.027417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:58.027480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:58.089603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:58.090751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:58.090854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:58.090888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:58.215072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:58.215316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:58.215368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:58.215398] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:58.219991] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2025-12-25T20:15:58.220309] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-25T20:15:58.220455] [INFO ] [sig       ] ALXO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:58.373189] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALXO.txt
[2025-12-25T20:15:58.373395] [INFO ] [sig       ] [151/3552] Completed ALXO in 0.4s | 2.82 sym/s | Total: 53.6s | ETA: 20.1m
[2025-12-25T20:15:58.373439] [INFO ] [sig       ] [152/3552] Forecasting ALZN...
[2025-12-25T20:15:58.373506] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-25T20:15:58.373542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-25T20:15:58.391218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-25T20:15:58.392035] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-25T20:15:58.393164] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-25T20:15:58.393220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:58.393253] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:58.393282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:58.393345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:58.449481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:58.450252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:58.450347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:58.450379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:58.570802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:58.570972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:58.571012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:58.571040] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:58.575271] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: DOWN (p=37.74%)
[2025-12-25T20:15:58.575633] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-25T20:15:58.575803] [INFO ] [sig       ] ALZN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:58.717992] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALZN.txt
[2025-12-25T20:15:58.718162] [INFO ] [sig       ] [152/3552] Completed ALZN in 0.3s | 2.82 sym/s | Total: 54.0s | ETA: 20.1m
[2025-12-25T20:15:58.718203] [INFO ] [sig       ] [153/3552] Forecasting AM...
[2025-12-25T20:15:58.718261] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-25T20:15:58.718295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-25T20:15:58.732166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-25T20:15:58.732588] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-25T20:15:58.733384] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-25T20:15:58.733436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:58.733468] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:58.733494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:58.733552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:58.790000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:58.790855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:58.790944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:58.790976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:58.908605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:58.908775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:58.908816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:58.908845] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:58.912321] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=12.68%)
[2025-12-25T20:15:58.912623] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-25T20:15:58.912758] [INFO ] [sig       ] AM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:59.053076] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AM.txt
[2025-12-25T20:15:59.053235] [INFO ] [sig       ] [153/3552] Completed AM in 0.3s | 2.82 sym/s | Total: 54.3s | ETA: 20.1m
[2025-12-25T20:15:59.053275] [INFO ] [sig       ] [154/3552] Forecasting AMAL...
[2025-12-25T20:15:59.053306] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-25T20:15:59.053335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-25T20:15:59.067335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-25T20:15:59.067726] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-25T20:15:59.068544] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-25T20:15:59.068807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:59.068840] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:59.068867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:59.068925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:59.125989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:59.126684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:59.126766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:59.126797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:59.248284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:59.248444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:59.248501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:59.248531] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:59.252078] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=41.58%)
[2025-12-25T20:15:59.252360] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-25T20:15:59.252701] [INFO ] [sig       ] AMAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:15:59.396833] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMAL.txt
[2025-12-25T20:15:59.397006] [INFO ] [sig       ] [154/3552] Completed AMAL in 0.3s | 2.82 sym/s | Total: 54.6s | ETA: 20.1m
[2025-12-25T20:15:59.397049] [INFO ] [sig       ] [155/3552] Forecasting AMBA...
[2025-12-25T20:15:59.397107] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-25T20:15:59.397139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-25T20:15:59.410027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-25T20:15:59.410380] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-25T20:15:59.411421] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-25T20:15:59.411476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:59.411508] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:59.411534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:59.411607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:59.469282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:59.470142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:59.470225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:59.470257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:59.593943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:59.594107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:59.594146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:59.594173] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:59.597742] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: UP (p=69.60%)
[2025-12-25T20:15:59.598022] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-25T20:15:59.598151] [INFO ] [sig       ] AMBA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:15:59.735541] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMBA.txt
[2025-12-25T20:15:59.735709] [INFO ] [sig       ] [155/3552] Completed AMBA in 0.3s | 2.82 sym/s | Total: 55.0s | ETA: 20.1m
[2025-12-25T20:15:59.735751] [INFO ] [sig       ] [156/3552] Forecasting AMBP...
[2025-12-25T20:15:59.735780] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-25T20:15:59.735811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-25T20:15:59.751514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-25T20:15:59.752275] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-25T20:15:59.753364] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-25T20:15:59.753433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:15:59.753474] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:15:59.753513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:15:59.753617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:15:59.815707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:15:59.816987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:15:59.817172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:15:59.817209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:15:59.946292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:15:59.946533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:15:59.946596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:15:59.946639] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:15:59.950992] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-25T20:15:59.951401] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-25T20:15:59.951607] [INFO ] [sig       ] AMBP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:00.104631] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMBP.txt
[2025-12-25T20:16:00.104930] [INFO ] [sig       ] [156/3552] Completed AMBP in 0.4s | 2.82 sym/s | Total: 55.3s | ETA: 20.1m
[2025-12-25T20:16:00.104989] [INFO ] [sig       ] [157/3552] Forecasting AMC...
[2025-12-25T20:16:00.105025] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-25T20:16:00.105065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-25T20:16:00.119155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-25T20:16:00.119603] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-25T20:16:00.120433] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-25T20:16:00.120493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:00.120525] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:00.120552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:00.120634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:00.182086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:00.182955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:00.183041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:00.183073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:00.301029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:00.301187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:00.301226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:00.301255] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:00.305077] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-25T20:16:00.305354] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-25T20:16:00.305483] [INFO ] [sig       ] AMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:00.447158] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMC.txt
[2025-12-25T20:16:00.447311] [INFO ] [sig       ] [157/3552] Completed AMC in 0.3s | 2.82 sym/s | Total: 55.7s | ETA: 20.1m
[2025-12-25T20:16:00.447351] [INFO ] [sig       ] [158/3552] Forecasting AMCX...
[2025-12-25T20:16:00.447380] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-25T20:16:00.447437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-25T20:16:00.466857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-25T20:16:00.467717] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-25T20:16:00.469140] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-25T20:16:00.469209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:00.469278] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:00.469319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:00.469409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:00.540124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:00.541915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:00.542073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:00.542111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:00.674665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:00.674907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:00.674952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:00.674981] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:00.679405] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=42.94%)
[2025-12-25T20:16:00.679865] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-25T20:16:00.680041] [INFO ] [sig       ] AMCX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:00.840057] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMCX.txt
[2025-12-25T20:16:00.840336] [INFO ] [sig       ] [158/3552] Completed AMCX in 0.4s | 2.82 sym/s | Total: 56.1s | ETA: 20.1m
[2025-12-25T20:16:00.840386] [INFO ] [sig       ] [159/3552] Forecasting AMD...
[2025-12-25T20:16:00.840416] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-25T20:16:00.840449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-25T20:16:00.855541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-25T20:16:00.856188] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-25T20:16:00.857161] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-25T20:16:00.857218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:00.857252] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:00.857280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:00.857340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:00.918833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:00.920332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:00.920464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:00.920500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:01.062284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:01.062535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:01.062610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:01.062651] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:01.067830] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=83.43%)
[2025-12-25T20:16:01.068466] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-25T20:16:01.068734] [INFO ] [sig       ] AMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:01.234793] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMD.txt
[2025-12-25T20:16:01.235591] [INFO ] [sig       ] [159/3552] Completed AMD in 0.4s | 2.82 sym/s | Total: 56.5s | ETA: 20.1m
[2025-12-25T20:16:01.235644] [INFO ] [sig       ] [160/3552] Forecasting AMDL...
[2025-12-25T20:16:01.235675] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-25T20:16:01.235709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-25T20:16:01.254477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-25T20:16:01.255242] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-25T20:16:01.256289] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-25T20:16:01.256357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:01.256415] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:01.256454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:01.256537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:01.321102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:01.322484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:01.322658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:01.322697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:01.483001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:01.483253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:01.483306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:01.483340] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:01.488198] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=38.58%)
[2025-12-25T20:16:01.488997] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-25T20:16:01.489324] [INFO ] [sig       ] AMDL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:01.664932] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMDL.txt
[2025-12-25T20:16:01.665210] [INFO ] [sig       ] [160/3552] Completed AMDL in 0.4s | 2.81 sym/s | Total: 56.9s | ETA: 20.1m
[2025-12-25T20:16:01.665266] [INFO ] [sig       ] [161/3552] Forecasting AME...
[2025-12-25T20:16:01.665299] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-25T20:16:01.665337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-25T20:16:01.682045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-25T20:16:01.682713] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-25T20:16:01.683699] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-25T20:16:01.683757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:01.683791] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:01.683819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:01.683880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:01.747294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:01.748629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:01.748775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:01.748823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:01.886192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:01.886394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:01.886442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:01.886472] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:01.891282] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-25T20:16:01.891629] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-25T20:16:01.891972] [INFO ] [sig       ] AME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:02.055425] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AME.txt
[2025-12-25T20:16:02.055746] [INFO ] [sig       ] [161/3552] Completed AME in 0.4s | 2.81 sym/s | Total: 57.3s | ETA: 20.1m
[2025-12-25T20:16:02.055815] [INFO ] [sig       ] [162/3552] Forecasting AMG...
[2025-12-25T20:16:02.055867] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-25T20:16:02.055912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-25T20:16:02.073451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-25T20:16:02.074132] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-25T20:16:02.075224] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-25T20:16:02.075295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:02.075343] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:02.075383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:02.075469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:02.138012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:02.139384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:02.139557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:02.139617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:02.277057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:02.277357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:02.277421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:02.277458] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:02.282920] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=65.53%)
[2025-12-25T20:16:02.283596] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-25T20:16:02.283857] [INFO ] [sig       ] AMG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:02.444522] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMG.txt
[2025-12-25T20:16:02.444818] [INFO ] [sig       ] [162/3552] Completed AMG in 0.4s | 2.81 sym/s | Total: 57.7s | ETA: 20.1m
[2025-12-25T20:16:02.444877] [INFO ] [sig       ] [163/3552] Forecasting AMGN...
[2025-12-25T20:16:02.444910] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-25T20:16:02.444942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-25T20:16:02.465438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-25T20:16:02.466188] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-25T20:16:02.467532] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-25T20:16:02.467625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:02.467741] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:02.467788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:02.467887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:02.533435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:02.534955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:02.535079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:02.535114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:02.666272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:02.666518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:02.666591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:02.666625] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:02.671302] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: UP (p=67.40%)
[2025-12-25T20:16:02.671774] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-25T20:16:02.671988] [INFO ] [sig       ] AMGN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:02.844137] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMGN.txt
[2025-12-25T20:16:02.844441] [INFO ] [sig       ] [163/3552] Completed AMGN in 0.4s | 2.81 sym/s | Total: 58.1s | ETA: 20.1m
[2025-12-25T20:16:02.844496] [INFO ] [sig       ] [164/3552] Forecasting AMH...
[2025-12-25T20:16:02.844532] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-25T20:16:02.844564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-25T20:16:02.862200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-25T20:16:02.862849] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-25T20:16:02.863812] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-25T20:16:02.863871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:02.863907] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:02.863936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:02.863998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:02.929502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:02.931200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:02.931330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:02.931379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:03.066201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:03.066524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:03.066621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:03.066676] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:03.072458] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-12-25T20:16:03.072898] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-25T20:16:03.073084] [INFO ] [sig       ] AMH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:03.233004] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMH.txt
[2025-12-25T20:16:03.233252] [INFO ] [sig       ] [164/3552] Completed AMH in 0.4s | 2.80 sym/s | Total: 58.5s | ETA: 20.1m
[2025-12-25T20:16:03.233340] [INFO ] [sig       ] [165/3552] Forecasting AMLX...
[2025-12-25T20:16:03.233375] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-25T20:16:03.233407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-25T20:16:03.251146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-25T20:16:03.251796] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-25T20:16:03.252891] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-25T20:16:03.252949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:03.252984] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:03.253012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:03.253075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:03.317188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:03.318411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:03.318540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:03.318594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:03.444434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:03.444686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:03.444737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:03.444795] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:03.450249] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-12-25T20:16:03.450892] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-25T20:16:03.451077] [INFO ] [sig       ] AMLX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:03.615792] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMLX.txt
[2025-12-25T20:16:03.615981] [INFO ] [sig       ] [165/3552] Completed AMLX in 0.4s | 2.80 sym/s | Total: 58.9s | ETA: 20.1m
[2025-12-25T20:16:03.616022] [INFO ] [sig       ] [166/3552] Forecasting AMN...
[2025-12-25T20:16:03.616053] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-25T20:16:03.616084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-25T20:16:03.631027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-25T20:16:03.631466] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-25T20:16:03.632296] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-25T20:16:03.632350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:03.632383] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:03.632410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:03.632467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:03.693717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:03.694661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:03.694758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:03.694792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:03.819608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:03.819777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:03.819819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:03.819884] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:03.823874] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=97.08%)
[2025-12-25T20:16:03.824199] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-25T20:16:03.824346] [INFO ] [sig       ] AMN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:03.970806] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMN.txt
[2025-12-25T20:16:03.970978] [INFO ] [sig       ] [166/3552] Completed AMN in 0.4s | 2.80 sym/s | Total: 59.2s | ETA: 20.1m
[2025-12-25T20:16:03.971053] [INFO ] [sig       ] [167/3552] Forecasting AMP...
[2025-12-25T20:16:03.971083] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-25T20:16:03.971114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-25T20:16:03.984638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-25T20:16:03.985061] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-25T20:16:03.985885] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-25T20:16:03.985939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:03.985971] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:03.985998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:03.986055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:04.046249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:04.047293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:04.047389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:04.047425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:04.168265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:04.168426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:04.168468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:04.168497] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:04.172029] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-25T20:16:04.172312] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-25T20:16:04.172453] [INFO ] [sig       ] AMP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:04.316773] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMP.txt
[2025-12-25T20:16:04.316912] [INFO ] [sig       ] [167/3552] Completed AMP in 0.3s | 2.80 sym/s | Total: 59.6s | ETA: 20.1m
[2025-12-25T20:16:04.316953] [INFO ] [sig       ] [168/3552] Forecasting AMPG...
[2025-12-25T20:16:04.317007] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-25T20:16:04.317039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-25T20:16:04.331531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-25T20:16:04.331909] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-25T20:16:04.332692] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-25T20:16:04.332746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:04.332778] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:04.332805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:04.332864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:04.390812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:04.391722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:04.391809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:04.391844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:04.515706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:04.515867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:04.515907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:04.515936] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:04.519361] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-12-25T20:16:04.519674] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-25T20:16:04.519803] [INFO ] [sig       ] AMPG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:04.658399] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMPG.txt
[2025-12-25T20:16:04.658560] [INFO ] [sig       ] [168/3552] Completed AMPG in 0.3s | 2.80 sym/s | Total: 59.9s | ETA: 20.1m
[2025-12-25T20:16:04.658620] [INFO ] [sig       ] [169/3552] Forecasting AMPH...
[2025-12-25T20:16:04.658650] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-25T20:16:04.658710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-25T20:16:04.672556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-25T20:16:04.673012] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-25T20:16:04.673850] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-25T20:16:04.673903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:04.673935] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:04.673961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:04.674031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:04.732427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:04.733381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:04.733471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:04.733505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:04.867260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:04.867459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:04.867503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:04.867533] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:04.871748] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-12-25T20:16:04.872057] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-25T20:16:04.872204] [INFO ] [sig       ] AMPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:05.012917] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMPH.txt
[2025-12-25T20:16:05.013099] [INFO ] [sig       ] [169/3552] Completed AMPH in 0.4s | 2.80 sym/s | Total: 1.0m | ETA: 20.1m
[2025-12-25T20:16:05.013141] [INFO ] [sig       ] [170/3552] Forecasting AMPL...
[2025-12-25T20:16:05.013171] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-25T20:16:05.013230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-25T20:16:05.028722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-25T20:16:05.029160] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-25T20:16:05.030004] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-25T20:16:05.030059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:05.030093] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:05.030122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:05.030183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:05.088975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:05.089981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:05.090073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:05.090108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:05.207283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:05.207453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:05.207495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:05.207524] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:05.211612] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-25T20:16:05.211903] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-25T20:16:05.212042] [INFO ] [sig       ] AMPL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:05.361011] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMPL.txt
[2025-12-25T20:16:05.361182] [INFO ] [sig       ] [170/3552] Completed AMPL in 0.3s | 2.81 sym/s | Total: 1.0m | ETA: 20.1m
[2025-12-25T20:16:05.361224] [INFO ] [sig       ] [171/3552] Forecasting AMPX...
[2025-12-25T20:16:05.361253] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-25T20:16:05.361308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-25T20:16:05.373723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-25T20:16:05.374121] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-25T20:16:05.374941] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-25T20:16:05.375006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:05.375038] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:05.375065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:05.375122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:05.432177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:05.433086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:05.433171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:05.433204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:05.562112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:05.562316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:05.562365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:05.562395] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:05.566086] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=76.49%)
[2025-12-25T20:16:05.566380] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-25T20:16:05.566513] [INFO ] [sig       ] AMPX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:05.710763] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMPX.txt
[2025-12-25T20:16:05.710928] [INFO ] [sig       ] [171/3552] Completed AMPX in 0.3s | 2.81 sym/s | Total: 1.0m | ETA: 20.1m
[2025-12-25T20:16:05.710970] [INFO ] [sig       ] [172/3552] Forecasting AMRC...
[2025-12-25T20:16:05.711045] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-25T20:16:05.711103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-25T20:16:05.725070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-25T20:16:05.725441] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-25T20:16:05.726254] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-25T20:16:05.726307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:05.726338] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:05.726365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:05.726423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:05.785921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:05.786656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:05.786737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:05.786770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:05.911826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:05.912009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:05.912058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:05.912096] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:05.916494] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2025-12-25T20:16:05.916872] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-25T20:16:05.917043] [INFO ] [sig       ] AMRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:06.070816] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMRC.txt
[2025-12-25T20:16:06.071007] [INFO ] [sig       ] [172/3552] Completed AMRC in 0.4s | 2.81 sym/s | Total: 1.0m | ETA: 20.1m
[2025-12-25T20:16:06.071054] [INFO ] [sig       ] [173/3552] Forecasting AMRN...
[2025-12-25T20:16:06.071127] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-25T20:16:06.071166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-25T20:16:06.083771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-25T20:16:06.084176] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-25T20:16:06.085006] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-25T20:16:06.085060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:06.085091] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:06.085119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:06.085177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:06.144241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:06.145162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:06.145286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:06.145322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:06.274006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:06.274170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:06.274213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:06.274241] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:06.277753] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: DOWN (p=21.77%)
[2025-12-25T20:16:06.278079] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-25T20:16:06.278220] [INFO ] [sig       ] AMRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:06.422034] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMRN.txt
[2025-12-25T20:16:06.422198] [INFO ] [sig       ] [173/3552] Completed AMRN in 0.4s | 2.81 sym/s | Total: 1.0m | ETA: 20.1m
[2025-12-25T20:16:06.422240] [INFO ] [sig       ] [174/3552] Forecasting AMRX...
[2025-12-25T20:16:06.422271] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-25T20:16:06.422328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-25T20:16:06.434630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-25T20:16:06.435005] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-25T20:16:06.435813] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-25T20:16:06.435867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:06.435901] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:06.435929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:06.435990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:06.495433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:06.496273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:06.496359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:06.496393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:06.619973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:06.620157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:06.620207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:06.620245] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:06.624862] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=34.04%)
[2025-12-25T20:16:06.625214] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-25T20:16:06.625367] [INFO ] [sig       ] AMRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:06.769284] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMRX.txt
[2025-12-25T20:16:06.769452] [INFO ] [sig       ] [174/3552] Completed AMRX in 0.3s | 2.81 sym/s | Total: 1.0m | ETA: 20.1m
[2025-12-25T20:16:06.769495] [INFO ] [sig       ] [175/3552] Forecasting AMSC...
[2025-12-25T20:16:06.769525] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-25T20:16:06.769554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-25T20:16:06.782539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-25T20:16:06.782938] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-25T20:16:06.783722] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-25T20:16:06.783775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:06.783807] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:06.783834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:06.783891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:06.841230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:06.842045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:06.842131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:06.842165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:06.965778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:06.965938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:06.965977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:06.966006] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:06.969487] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=12.03%)
[2025-12-25T20:16:06.969794] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-25T20:16:06.969931] [INFO ] [sig       ] AMSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:07.114808] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMSC.txt
[2025-12-25T20:16:07.114965] [INFO ] [sig       ] [175/3552] Completed AMSC in 0.3s | 2.81 sym/s | Total: 1.0m | ETA: 20.1m
[2025-12-25T20:16:07.115007] [INFO ] [sig       ] [176/3552] Forecasting AMSF...
[2025-12-25T20:16:07.115037] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-25T20:16:07.115066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-25T20:16:07.130725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-25T20:16:07.131442] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-25T20:16:07.132509] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-25T20:16:07.132564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:07.132618] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:07.132647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:07.132706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:07.191012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:07.191946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:07.192034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:07.192067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:07.314431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:07.314616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:07.314657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:07.314687] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:07.318124] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=12.90%)
[2025-12-25T20:16:07.318416] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-25T20:16:07.318548] [INFO ] [sig       ] AMSF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:07.460751] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMSF.txt
[2025-12-25T20:16:07.460984] [INFO ] [sig       ] [176/3552] Completed AMSF in 0.3s | 2.81 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-25T20:16:07.461036] [INFO ] [sig       ] [177/3552] Forecasting AMTB...
[2025-12-25T20:16:07.461107] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-25T20:16:07.461144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-25T20:16:07.474155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-25T20:16:07.474517] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-25T20:16:07.475305] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-25T20:16:07.475357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:07.475389] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:07.475417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:07.475476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:07.534099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:07.534928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:07.535014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:07.535049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:07.657412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:07.657599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:07.657642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:07.657672] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:07.661199] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=69.21%)
[2025-12-25T20:16:07.661506] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-25T20:16:07.661664] [INFO ] [sig       ] AMTB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:07.833356] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMTB.txt
[2025-12-25T20:16:07.833546] [INFO ] [sig       ] [177/3552] Completed AMTB in 0.4s | 2.81 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-25T20:16:07.833618] [INFO ] [sig       ] [178/3552] Forecasting AMTX...
[2025-12-25T20:16:07.833654] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-25T20:16:07.833715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-25T20:16:07.846813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-25T20:16:07.847238] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-25T20:16:07.848052] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-25T20:16:07.848106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:07.848138] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:07.848165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:07.848224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:07.905875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:07.906809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:07.906898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:07.906932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:08.031028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:08.031209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:08.031252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:08.031281] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:08.034900] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=9.77%)
[2025-12-25T20:16:08.035261] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-25T20:16:08.035406] [INFO ] [sig       ] AMTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:08.182496] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMTX.txt
[2025-12-25T20:16:08.182693] [INFO ] [sig       ] [178/3552] Completed AMTX in 0.3s | 2.81 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-25T20:16:08.182736] [INFO ] [sig       ] [179/3552] Forecasting AMWD...
[2025-12-25T20:16:08.182766] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-25T20:16:08.182795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-25T20:16:08.195335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-25T20:16:08.195783] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-25T20:16:08.196619] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-25T20:16:08.196673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:08.196706] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:08.196734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:08.196793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:08.257221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:08.258195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:08.258312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:08.258346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:08.386718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:08.386888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:08.386929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:08.386961] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:08.393489] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=30.91%)
[2025-12-25T20:16:08.393919] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-25T20:16:08.394071] [INFO ] [sig       ] AMWD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:08.538211] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMWD.txt
[2025-12-25T20:16:08.538386] [INFO ] [sig       ] [179/3552] Completed AMWD in 0.4s | 2.81 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-25T20:16:08.538429] [INFO ] [sig       ] [180/3552] Forecasting AMWL...
[2025-12-25T20:16:08.538460] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-25T20:16:08.538520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-25T20:16:08.551021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-25T20:16:08.551434] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-25T20:16:08.552268] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-25T20:16:08.552324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:08.552389] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:08.552418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:08.552477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:08.612245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:08.613402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:08.613517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:08.613553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:08.755265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:08.755426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:08.755468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:08.755497] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:08.759141] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=13.07%)
[2025-12-25T20:16:08.759467] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-25T20:16:08.759629] [INFO ] [sig       ] AMWL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:08.906068] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMWL.txt
[2025-12-25T20:16:08.906268] [INFO ] [sig       ] [180/3552] Completed AMWL in 0.4s | 2.81 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-25T20:16:08.906312] [INFO ] [sig       ] [181/3552] Forecasting AMX...
[2025-12-25T20:16:08.906344] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-25T20:16:08.906374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-25T20:16:08.919310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-25T20:16:08.919767] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-25T20:16:08.920625] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-25T20:16:08.920681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:08.920714] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:08.920742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:08.920799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:08.977753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:08.978708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:08.978802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:08.978835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:09.101081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:09.101246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:09.101288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:09.101317] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:09.105002] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=75.78%)
[2025-12-25T20:16:09.105348] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-25T20:16:09.105494] [INFO ] [sig       ] AMX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:09.266451] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMX.txt
[2025-12-25T20:16:09.266669] [INFO ] [sig       ] [181/3552] Completed AMX in 0.4s | 2.81 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-25T20:16:09.266719] [INFO ] [sig       ] [182/3552] Forecasting AMZD...
[2025-12-25T20:16:09.266753] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-25T20:16:09.266796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-25T20:16:09.281317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-25T20:16:09.281982] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-25T20:16:09.282996] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-25T20:16:09.283076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:09.283111] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:09.283140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:09.283200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:09.350444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:09.351568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:09.351685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:09.351726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:09.487390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:09.487554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:09.487615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:09.487645] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:09.492132] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2025-12-25T20:16:09.492513] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-25T20:16:09.492737] [INFO ] [sig       ] AMZD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:09.652500] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMZD.txt
[2025-12-25T20:16:09.652678] [INFO ] [sig       ] [182/3552] Completed AMZD in 0.4s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-25T20:16:09.652722] [INFO ] [sig       ] [183/3552] Forecasting AMZN...
[2025-12-25T20:16:09.652947] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-25T20:16:09.652978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-25T20:16:09.668254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-25T20:16:09.668764] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-25T20:16:09.669710] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-25T20:16:09.669766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:09.669799] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:09.669826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:09.669884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:09.729404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:09.730404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:09.730530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:09.730590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:09.860387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:09.860551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:09.860610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:09.860673] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:09.864316] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=15.55%)
[2025-12-25T20:16:09.864630] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-25T20:16:09.864777] [INFO ] [sig       ] AMZN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:10.012080] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMZN.txt
[2025-12-25T20:16:10.012271] [INFO ] [sig       ] [183/3552] Completed AMZN in 0.4s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-25T20:16:10.012324] [INFO ] [sig       ] [184/3552] Forecasting AMZZ...
[2025-12-25T20:16:10.012354] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-25T20:16:10.012417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-25T20:16:10.025889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-25T20:16:10.026311] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-25T20:16:10.027173] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-25T20:16:10.027228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:10.027260] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:10.027286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:10.027344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:10.083721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:10.084691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:10.084792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:10.084828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:10.214828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:10.214995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:10.215036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:10.215065] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:10.219066] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=87.78%)
[2025-12-25T20:16:10.219391] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-25T20:16:10.219532] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:10.362091] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMZZ.txt
[2025-12-25T20:16:10.362283] [INFO ] [sig       ] [184/3552] Completed AMZZ in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-25T20:16:10.362328] [INFO ] [sig       ] [185/3552] Forecasting AN...
[2025-12-25T20:16:10.362357] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-25T20:16:10.362387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-25T20:16:10.374790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-25T20:16:10.375188] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-25T20:16:10.375993] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-25T20:16:10.376047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:10.376079] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:10.376106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:10.376165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:10.434648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:10.435548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:10.435657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:10.435691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:10.563812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:10.563973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:10.564014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:10.564043] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:10.567460] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=61.89%)
[2025-12-25T20:16:10.567781] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-25T20:16:10.567914] [INFO ] [sig       ] AN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:10.716707] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AN.txt
[2025-12-25T20:16:10.716910] [INFO ] [sig       ] [185/3552] Completed AN in 0.4s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-25T20:16:10.716960] [INFO ] [sig       ] [186/3552] Forecasting ANAB...
[2025-12-25T20:16:10.716991] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-25T20:16:10.717031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-25T20:16:10.730017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-25T20:16:10.730441] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-25T20:16:10.731279] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-25T20:16:10.731332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:10.731363] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:10.731390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:10.731452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:10.791383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:10.792314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:10.792426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:10.792463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:10.919307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:10.919474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:10.919513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:10.919541] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:10.923107] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-25T20:16:10.923407] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-25T20:16:10.923548] [INFO ] [sig       ] ANAB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:11.066953] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ANAB.txt
[2025-12-25T20:16:11.067114] [INFO ] [sig       ] [186/3552] Completed ANAB in 0.4s | 2.81 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-25T20:16:11.067159] [INFO ] [sig       ] [187/3552] Forecasting ANDE...
[2025-12-25T20:16:11.067188] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-25T20:16:11.067217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-25T20:16:11.081561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-25T20:16:11.082288] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-25T20:16:11.083394] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-25T20:16:11.083457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:11.083489] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:11.083515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:11.083598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:11.142711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:11.143609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:11.143698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:11.143732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:11.272542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:11.272736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:11.272778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:11.272806] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:11.276417] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=22.09%)
[2025-12-25T20:16:11.276767] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-25T20:16:11.276929] [INFO ] [sig       ] ANDE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:11.424642] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANDE.txt
[2025-12-25T20:16:11.424788] [INFO ] [sig       ] [187/3552] Completed ANDE in 0.4s | 2.81 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-25T20:16:11.424828] [INFO ] [sig       ] [188/3552] Forecasting ANF...
[2025-12-25T20:16:11.424857] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-25T20:16:11.424887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-25T20:16:11.437507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-25T20:16:11.437884] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-25T20:16:11.438670] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-25T20:16:11.438723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:11.438754] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:11.438781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:11.438838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:11.499154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:11.499841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:11.500118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:11.500150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:11.620752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:11.620892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:11.620933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:11.620963] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:11.624753] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-12-25T20:16:11.625232] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-25T20:16:11.625368] [INFO ] [sig       ] ANF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:11.765693] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANF.txt
[2025-12-25T20:16:11.765845] [INFO ] [sig       ] [188/3552] Completed ANF in 0.3s | 2.81 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-25T20:16:11.765884] [INFO ] [sig       ] [189/3552] Forecasting ANGI...
[2025-12-25T20:16:11.765914] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-25T20:16:11.765943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-25T20:16:11.778882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-25T20:16:11.779284] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-25T20:16:11.780077] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-25T20:16:11.780129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:11.780160] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:11.780187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:11.780247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:11.837528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:11.838423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:11.838512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:11.838546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:11.957643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:11.957804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:11.957881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:11.957913] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:11.961395] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=30.26%)
[2025-12-25T20:16:11.961699] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-25T20:16:11.961860] [INFO ] [sig       ] ANGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:12.103834] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANGI.txt
[2025-12-25T20:16:12.104004] [INFO ] [sig       ] [189/3552] Completed ANGI in 0.3s | 2.81 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-25T20:16:12.104046] [INFO ] [sig       ] [190/3552] Forecasting ANGL...
[2025-12-25T20:16:12.104075] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-25T20:16:12.104105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-25T20:16:12.116161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-25T20:16:12.116516] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-25T20:16:12.117295] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-25T20:16:12.117348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:12.117379] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:12.117407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:12.117466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:12.173880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:12.174589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:12.174705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:12.174740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:12.298001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:12.298159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:12.298201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:12.298230] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:12.301685] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=31.73%)
[2025-12-25T20:16:12.301960] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-25T20:16:12.302093] [INFO ] [sig       ] ANGL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:12.439643] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANGL.txt
[2025-12-25T20:16:12.439791] [INFO ] [sig       ] [190/3552] Completed ANGL in 0.3s | 2.81 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-25T20:16:12.439830] [INFO ] [sig       ] [191/3552] Forecasting ANGO...
[2025-12-25T20:16:12.439861] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-25T20:16:12.439891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-25T20:16:12.452290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-25T20:16:12.452656] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-25T20:16:12.453414] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-25T20:16:12.453467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:12.453498] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:12.453525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:12.453601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:12.509841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:12.510519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:12.510635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:12.510669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:12.631825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:12.631979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:12.632019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:12.632047] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:12.635419] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-25T20:16:12.635717] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-25T20:16:12.635845] [INFO ] [sig       ] ANGO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:12.772801] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ANGO.txt
[2025-12-25T20:16:12.772943] [INFO ] [sig       ] [191/3552] Completed ANGO in 0.3s | 2.81 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-25T20:16:12.772983] [INFO ] [sig       ] [192/3552] Forecasting ANIK...
[2025-12-25T20:16:12.773012] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-25T20:16:12.773042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-25T20:16:12.785187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-25T20:16:12.785538] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-25T20:16:12.786331] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-25T20:16:12.786383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:12.786415] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:12.786441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:12.786499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:12.844089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:12.844768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:12.844850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:12.844882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:12.964321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:12.964472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:12.964512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:12.964541] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:12.967928] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-12-25T20:16:12.968204] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-25T20:16:12.968336] [INFO ] [sig       ] ANIK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:13.108400] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANIK.txt
[2025-12-25T20:16:13.108539] [INFO ] [sig       ] [192/3552] Completed ANIK in 0.3s | 2.81 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-25T20:16:13.108595] [INFO ] [sig       ] [193/3552] Forecasting ANIP...
[2025-12-25T20:16:13.108629] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-25T20:16:13.108659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-25T20:16:13.120773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-25T20:16:13.121115] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-25T20:16:13.121909] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-25T20:16:13.121962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:13.122005] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:13.122032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:13.122089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:13.178079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:13.178760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:13.178840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:13.178872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:13.301694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:13.301848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:13.301887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:13.301916] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:13.305353] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: DOWN (p=29.37%)
[2025-12-25T20:16:13.305648] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-25T20:16:13.305779] [INFO ] [sig       ] ANIP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:13.444287] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANIP.txt
[2025-12-25T20:16:13.444448] [INFO ] [sig       ] [193/3552] Completed ANIP in 0.3s | 2.81 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-25T20:16:13.444488] [INFO ] [sig       ] [194/3552] Forecasting ANIX...
[2025-12-25T20:16:13.444518] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-25T20:16:13.444548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-25T20:16:13.456468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-25T20:16:13.456865] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-25T20:16:13.457637] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-25T20:16:13.457690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:13.457722] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:13.457750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:13.457808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:13.513841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:13.514615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:13.514695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:13.514728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:13.633798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:13.633952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:13.633995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:13.634024] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:13.637460] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-12-25T20:16:13.637762] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-25T20:16:13.637896] [INFO ] [sig       ] ANIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:13.782749] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANIX.txt
[2025-12-25T20:16:13.782905] [INFO ] [sig       ] [194/3552] Completed ANIX in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-25T20:16:13.782959] [INFO ] [sig       ] [195/3552] Forecasting ANNX...
[2025-12-25T20:16:13.782992] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-25T20:16:13.783023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-25T20:16:13.796013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-25T20:16:13.796444] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-25T20:16:13.797323] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-25T20:16:13.797385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:13.797422] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:13.797451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:13.797524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:13.861398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:13.862306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:13.862399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:13.862436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:13.991384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:13.991547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:13.991621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:13.991663] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:13.995179] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=65.96%)
[2025-12-25T20:16:13.995459] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-25T20:16:13.995606] [INFO ] [sig       ] ANNX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:14.134536] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ANNX.txt
[2025-12-25T20:16:14.134689] [INFO ] [sig       ] [195/3552] Completed ANNX in 0.4s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-25T20:16:14.134730] [INFO ] [sig       ] [196/3552] Forecasting ANTX...
[2025-12-25T20:16:14.134759] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-25T20:16:14.134813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-25T20:16:14.148002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-25T20:16:14.148454] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-25T20:16:14.149535] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-25T20:16:14.149606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:14.149641] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:14.149669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:14.149734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:14.210461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:14.211423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:14.211516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:14.211550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:14.336446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:14.336628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:14.336673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:14.336703] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:14.340180] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=17.85%)
[2025-12-25T20:16:14.340470] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-25T20:16:14.340621] [INFO ] [sig       ] ANTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:14.487969] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANTX.txt
[2025-12-25T20:16:14.488144] [INFO ] [sig       ] [196/3552] Completed ANTX in 0.4s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-25T20:16:14.488187] [INFO ] [sig       ] [197/3552] Forecasting ANVS...
[2025-12-25T20:16:14.488223] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-25T20:16:14.488255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-25T20:16:14.501331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-25T20:16:14.501746] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-25T20:16:14.502734] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-25T20:16:14.502786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:14.503040] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:14.503068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:14.503126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:14.563091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:14.563983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:14.564069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:14.564103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:14.689111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:14.689293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:14.689351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:14.689389] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:14.694314] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2025-12-25T20:16:14.694812] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-25T20:16:14.694998] [INFO ] [sig       ] ANVS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:14.857704] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ANVS.txt
[2025-12-25T20:16:14.857881] [INFO ] [sig       ] [197/3552] Completed ANVS in 0.4s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-25T20:16:14.857925] [INFO ] [sig       ] [198/3552] Forecasting AOD...
[2025-12-25T20:16:14.857988] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-25T20:16:14.858024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-25T20:16:14.870149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-25T20:16:14.870558] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-25T20:16:14.871374] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-25T20:16:14.871427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:14.871460] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:14.871486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:14.871545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:14.931149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:14.932093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:14.932183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:14.932218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:15.056046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:15.056206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:15.056247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:15.056276] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:15.059743] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=11.36%)
[2025-12-25T20:16:15.060039] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-25T20:16:15.060172] [INFO ] [sig       ] AOD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:15.205398] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AOD.txt
[2025-12-25T20:16:15.205593] [INFO ] [sig       ] [198/3552] Completed AOD in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-25T20:16:15.205637] [INFO ] [sig       ] [199/3552] Forecasting AOHY...
[2025-12-25T20:16:15.205698] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-25T20:16:15.205733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-25T20:16:15.218290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-25T20:16:15.218725] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-25T20:16:15.219633] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-25T20:16:15.219699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:15.219735] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:15.219764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:15.219824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:15.279336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:15.280308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:15.280398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:15.280431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:15.398518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:15.398697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:15.398739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:15.398770] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:15.402391] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=37.77%)
[2025-12-25T20:16:15.402724] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-25T20:16:15.402871] [INFO ] [sig       ] AOHY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:15.548881] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AOHY.txt
[2025-12-25T20:16:15.549016] [INFO ] [sig       ] [199/3552] Completed AOHY in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-25T20:16:15.549069] [INFO ] [sig       ] [200/3552] Forecasting AON...
[2025-12-25T20:16:15.549100] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-25T20:16:15.549157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-25T20:16:15.560927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-25T20:16:15.561265] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-25T20:16:15.562040] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-25T20:16:15.562101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:15.562133] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:15.562160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:15.562217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:15.617837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:15.618442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:15.618521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:15.618554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:15.740492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:15.740655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:15.740696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:15.740768] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:15.744159] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-12-25T20:16:15.744435] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-25T20:16:15.744562] [INFO ] [sig       ] AON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:15.882484] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AON.txt
[2025-12-25T20:16:15.882676] [INFO ] [sig       ] [200/3552] Completed AON in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-25T20:16:15.882719] [INFO ] [sig       ] [201/3552] Forecasting AOS...
[2025-12-25T20:16:15.882777] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-25T20:16:15.882810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-25T20:16:15.894944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-25T20:16:15.895321] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-25T20:16:15.896113] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-25T20:16:15.896165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:15.896196] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:15.896223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:15.896280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:15.952787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:15.953666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:15.953751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:15.953783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:16.072844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:16.073005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:16.073045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:16.073073] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:16.076488] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-12-25T20:16:16.076819] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-25T20:16:16.076954] [INFO ] [sig       ] AOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:16.221501] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AOS.txt
[2025-12-25T20:16:16.221693] [INFO ] [sig       ] [201/3552] Completed AOS in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-25T20:16:16.221738] [INFO ] [sig       ] [202/3552] Forecasting AOSL...
[2025-12-25T20:16:16.221768] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-25T20:16:16.221827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-25T20:16:16.234291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-25T20:16:16.234709] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-25T20:16:16.235488] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-25T20:16:16.235541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:16.235590] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:16.235619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:16.235681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:16.292432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:16.293310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:16.293397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:16.293446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:16.419356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:16.419513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:16.419554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:16.419600] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:16.422995] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: DOWN (p=44.81%)
[2025-12-25T20:16:16.423270] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-25T20:16:16.423396] [INFO ] [sig       ] AOSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:16.566878] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AOSL.txt
[2025-12-25T20:16:16.567061] [INFO ] [sig       ] [202/3552] Completed AOSL in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-25T20:16:16.567105] [INFO ] [sig       ] [203/3552] Forecasting AP...
[2025-12-25T20:16:16.567136] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-25T20:16:16.567167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-25T20:16:16.579840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-25T20:16:16.580446] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-25T20:16:16.581248] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-25T20:16:16.581302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:16.581333] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:16.581359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:16.581416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:16.637939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:16.638531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:16.638627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:16.638661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:16.755997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:16.756151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:16.756191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:16.756220] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:16.759645] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-25T20:16:16.759928] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-25T20:16:16.760058] [INFO ] [sig       ] AP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:16.900506] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AP.txt
[2025-12-25T20:16:16.900696] [INFO ] [sig       ] [203/3552] Completed AP in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-25T20:16:16.900744] [INFO ] [sig       ] [204/3552] Forecasting APA...
[2025-12-25T20:16:16.900775] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-25T20:16:16.900805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-25T20:16:16.913953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-25T20:16:16.914346] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-25T20:16:16.915145] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-25T20:16:16.915198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:16.915230] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:16.915257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:16.915326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:16.972353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:16.973236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:16.973320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:16.973353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:17.099736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:17.099898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:17.099939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:17.099967] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:17.103485] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=14.83%)
[2025-12-25T20:16:17.103835] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-25T20:16:17.103974] [INFO ] [sig       ] APA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:17.243953] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APA.txt
[2025-12-25T20:16:17.244117] [INFO ] [sig       ] [204/3552] Completed APA in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-25T20:16:17.244159] [INFO ] [sig       ] [205/3552] Forecasting APAM...
[2025-12-25T20:16:17.244189] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-25T20:16:17.244219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-25T20:16:17.256900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-25T20:16:17.257309] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-25T20:16:17.258127] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-25T20:16:17.258180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:17.258211] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:17.258237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:17.258294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:17.314960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:17.315862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:17.315952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:17.315985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:17.434471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:17.434640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:17.434682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:17.434711] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:17.438080] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: DOWN (p=14.17%)
[2025-12-25T20:16:17.438351] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-25T20:16:17.438478] [INFO ] [sig       ] APAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:17.578431] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APAM.txt
[2025-12-25T20:16:17.578615] [INFO ] [sig       ] [205/3552] Completed APAM in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-25T20:16:17.578657] [INFO ] [sig       ] [206/3552] Forecasting APD...
[2025-12-25T20:16:17.578688] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-25T20:16:17.578745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-25T20:16:17.591439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-25T20:16:17.591871] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-25T20:16:17.592680] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-25T20:16:17.592745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:17.592778] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:17.592805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:17.592863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:17.649648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:17.650519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:17.650620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:17.650655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:17.775971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:17.776132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:17.776172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:17.776201] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:17.779684] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=10.99%)
[2025-12-25T20:16:17.779976] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-25T20:16:17.780106] [INFO ] [sig       ] APD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:17.923756] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APD.txt
[2025-12-25T20:16:17.923974] [INFO ] [sig       ] [206/3552] Completed APD in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-25T20:16:17.924027] [INFO ] [sig       ] [207/3552] Forecasting APEI...
[2025-12-25T20:16:17.924098] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-25T20:16:17.924137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-25T20:16:17.936550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-25T20:16:17.936976] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-25T20:16:17.937851] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-25T20:16:17.937905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:17.937937] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:17.937966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:17.938025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:17.996988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:17.997840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:17.998010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:17.998065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:18.118246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:18.118405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:18.118446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:18.118475] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:18.122016] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-25T20:16:18.122301] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-25T20:16:18.122435] [INFO ] [sig       ] APEI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:18.270267] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APEI.txt
[2025-12-25T20:16:18.270420] [INFO ] [sig       ] [207/3552] Completed APEI in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-25T20:16:18.270460] [INFO ] [sig       ] [208/3552] Forecasting APG...
[2025-12-25T20:16:18.270491] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-25T20:16:18.270539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-25T20:16:18.282964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-25T20:16:18.283335] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-25T20:16:18.284170] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-25T20:16:18.284223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:18.284256] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:18.284284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:18.284342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:18.342876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:18.343556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:18.343667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:18.343719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:18.466076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:18.466234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:18.466276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:18.466304] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:18.469841] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=28.79%)
[2025-12-25T20:16:18.470139] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-25T20:16:18.470278] [INFO ] [sig       ] APG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:18.613407] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APG.txt
[2025-12-25T20:16:18.613543] [INFO ] [sig       ] [208/3552] Completed APG in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-25T20:16:18.613599] [INFO ] [sig       ] [209/3552] Forecasting APGE...
[2025-12-25T20:16:18.613632] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-25T20:16:18.613661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-25T20:16:18.626386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-25T20:16:18.626778] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-25T20:16:18.627674] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-25T20:16:18.627729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:18.627762] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:18.627792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:18.627852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:18.685294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:18.686210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:18.686290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:18.686322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:18.812449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:18.812625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:18.812669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:18.812696] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:18.816275] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-25T20:16:18.816561] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-25T20:16:18.816718] [INFO ] [sig       ] APGE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:18.957842] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APGE.txt
[2025-12-25T20:16:18.958025] [INFO ] [sig       ] [209/3552] Completed APGE in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-25T20:16:18.958076] [INFO ] [sig       ] [210/3552] Forecasting APH...
[2025-12-25T20:16:18.958105] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-25T20:16:18.958166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-25T20:16:18.970163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-25T20:16:18.970513] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-25T20:16:18.971459] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-25T20:16:18.971513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:18.971545] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:18.971589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:18.971655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:19.029741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:19.030364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:19.030442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:19.030474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:19.155034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:19.155191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:19.155231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:19.155260] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:19.158742] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=23.44%)
[2025-12-25T20:16:19.159030] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-25T20:16:19.159193] [INFO ] [sig       ] APH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:19.305399] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APH.txt
[2025-12-25T20:16:19.305617] [INFO ] [sig       ] [210/3552] Completed APH in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-25T20:16:19.305666] [INFO ] [sig       ] [211/3552] Forecasting API...
[2025-12-25T20:16:19.305703] [INFO ] [sig       ] Generating forecast for: API
[2025-12-25T20:16:19.305734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-25T20:16:19.317751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-25T20:16:19.318106] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-25T20:16:19.318894] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-25T20:16:19.318946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:19.318977] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:19.319003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:19.319081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:19.375657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:19.376353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:19.376432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:19.376464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:19.494805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:19.494957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:19.494997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:19.495027] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:19.498395] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=82.91%)
[2025-12-25T20:16:19.498705] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-25T20:16:19.498832] [INFO ] [sig       ] API: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:19.637750] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/API.txt
[2025-12-25T20:16:19.637892] [INFO ] [sig       ] [211/3552] Completed API in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-25T20:16:19.637932] [INFO ] [sig       ] [212/3552] Forecasting APLD...
[2025-12-25T20:16:19.637961] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-25T20:16:19.637993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-25T20:16:19.650295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-25T20:16:19.650707] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-25T20:16:19.651474] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-25T20:16:19.651526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:19.651557] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:19.651604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:19.651667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:19.708038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:19.708864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:19.708948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:19.708980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:19.828001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:19.828158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:19.828198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:19.828225] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:19.831644] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-12-25T20:16:19.831918] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-25T20:16:19.832045] [INFO ] [sig       ] APLD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:19.974566] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APLD.txt
[2025-12-25T20:16:19.974781] [INFO ] [sig       ] [212/3552] Completed APLD in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-25T20:16:19.974825] [INFO ] [sig       ] [213/3552] Forecasting APLE...
[2025-12-25T20:16:19.974856] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-25T20:16:19.974918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-25T20:16:19.987672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-25T20:16:19.988065] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-25T20:16:19.988901] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-25T20:16:19.988954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:19.988985] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:19.989012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:19.989088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:20.045224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:20.046052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:20.046138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:20.046171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:20.171517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:20.171698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:20.171756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:20.171786] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:20.175631] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-25T20:16:20.175972] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-25T20:16:20.176115] [INFO ] [sig       ] APLE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:20.319826] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APLE.txt
[2025-12-25T20:16:20.319987] [INFO ] [sig       ] [213/3552] Completed APLE in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-25T20:16:20.320028] [INFO ] [sig       ] [214/3552] Forecasting APLS...
[2025-12-25T20:16:20.320058] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-25T20:16:20.320089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-25T20:16:20.332355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-25T20:16:20.332754] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-25T20:16:20.333523] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-25T20:16:20.333593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:20.333652] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:20.333681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:20.333748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:20.389998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:20.390871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:20.390967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:20.390999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:20.518711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:20.518867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:20.518909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:20.518937] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:20.522386] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-25T20:16:20.522679] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-25T20:16:20.522808] [INFO ] [sig       ] APLS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:20.665348] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APLS.txt
[2025-12-25T20:16:20.665554] [INFO ] [sig       ] [214/3552] Completed APLS in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-25T20:16:20.665619] [INFO ] [sig       ] [215/3552] Forecasting APM...
[2025-12-25T20:16:20.665651] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-25T20:16:20.665681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-25T20:16:20.681870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-25T20:16:20.682234] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-25T20:16:20.683006] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-25T20:16:20.683058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:20.683089] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:20.683116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:20.683174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:20.740637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:20.741341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:20.741422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:20.741457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:20.860052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:20.860205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:20.860247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:20.860276] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:20.863810] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=44.35%)
[2025-12-25T20:16:20.864093] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-25T20:16:20.864225] [INFO ] [sig       ] APM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:21.006614] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APM.txt
[2025-12-25T20:16:21.006758] [INFO ] [sig       ] [215/3552] Completed APM in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-25T20:16:21.006823] [INFO ] [sig       ] [216/3552] Forecasting APO...
[2025-12-25T20:16:21.006856] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-25T20:16:21.006886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-25T20:16:21.019979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-25T20:16:21.020348] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-25T20:16:21.021193] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-25T20:16:21.021248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:21.021282] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:21.021310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:21.021370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:21.080618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:21.081375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:21.081460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:21.081493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:21.208246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:21.208396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:21.208435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:21.208463] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:21.211862] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-25T20:16:21.212135] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-25T20:16:21.212262] [INFO ] [sig       ] APO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:21.355451] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APO.txt
[2025-12-25T20:16:21.355610] [INFO ] [sig       ] [216/3552] Completed APO in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-25T20:16:21.355660] [INFO ] [sig       ] [217/3552] Forecasting APOG...
[2025-12-25T20:16:21.355690] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-25T20:16:21.355722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-25T20:16:21.368873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-25T20:16:21.369450] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-25T20:16:21.370264] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-25T20:16:21.370316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:21.370358] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:21.370385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:21.370442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:21.428280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:21.428954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:21.429063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:21.429109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:21.550649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:21.550797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:21.550837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:21.550920] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:21.554308] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2025-12-25T20:16:21.554595] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-25T20:16:21.554724] [INFO ] [sig       ] APOG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:21.695905] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/APOG.txt
[2025-12-25T20:16:21.696052] [INFO ] [sig       ] [217/3552] Completed APOG in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-25T20:16:21.696094] [INFO ] [sig       ] [218/3552] Forecasting APP...
[2025-12-25T20:16:21.696147] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-25T20:16:21.696181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-25T20:16:21.708297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-25T20:16:21.708672] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-25T20:16:21.709475] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-25T20:16:21.709529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:21.709560] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:21.709604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:21.709663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:21.767100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:21.767793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:21.767879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:21.767913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:21.885312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:21.885469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:21.885510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:21.885538] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:21.888935] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-25T20:16:21.889242] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-25T20:16:21.889378] [INFO ] [sig       ] APP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:22.044905] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/APP.txt
[2025-12-25T20:16:22.045045] [INFO ] [sig       ] [218/3552] Completed APP in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-25T20:16:22.045084] [INFO ] [sig       ] [219/3552] Forecasting APPF...
[2025-12-25T20:16:22.045115] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-25T20:16:22.045145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-25T20:16:22.056792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-25T20:16:22.057161] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-25T20:16:22.057945] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-25T20:16:22.057998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:22.058030] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:22.058057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:22.058114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:22.114937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:22.115594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:22.115678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:22.115710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:22.235034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:22.235168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:22.235207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:22.235235] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:22.238604] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=53.12%)
[2025-12-25T20:16:22.238879] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-25T20:16:22.239004] [INFO ] [sig       ] APPF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:22.381324] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/APPF.txt
[2025-12-25T20:16:22.381478] [INFO ] [sig       ] [219/3552] Completed APPF in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-25T20:16:22.381524] [INFO ] [sig       ] [220/3552] Forecasting APPN...
[2025-12-25T20:16:22.381553] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-25T20:16:22.381626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-25T20:16:22.394558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-25T20:16:22.394946] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-25T20:16:22.395748] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-25T20:16:22.395800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:22.395832] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:22.395858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:22.395915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:22.452791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:22.453413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:22.453507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:22.453541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:22.575405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:22.575560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:22.575638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:22.575667] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:22.579166] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-25T20:16:22.579460] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-25T20:16:22.579611] [INFO ] [sig       ] APPN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:22.719320] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/APPN.txt
[2025-12-25T20:16:22.719457] [INFO ] [sig       ] [220/3552] Completed APPN in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-25T20:16:22.719497] [INFO ] [sig       ] [221/3552] Forecasting APPS...
[2025-12-25T20:16:22.719534] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-25T20:16:22.719564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-25T20:16:22.731145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-25T20:16:22.731492] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-25T20:16:22.732275] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-25T20:16:22.732328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:22.732360] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:22.732387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:22.732445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:22.793863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:22.794718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:22.794802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:22.794837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:22.914911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:22.915067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:22.915107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:22.915135] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:22.918598] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: UP (p=71.29%)
[2025-12-25T20:16:22.918879] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-25T20:16:22.919010] [INFO ] [sig       ] APPS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:23.061733] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/APPS.txt
[2025-12-25T20:16:23.061926] [INFO ] [sig       ] [221/3552] Completed APPS in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-25T20:16:23.061980] [INFO ] [sig       ] [222/3552] Forecasting APYX...
[2025-12-25T20:16:23.062010] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-25T20:16:23.062048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-25T20:16:23.074856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-25T20:16:23.075222] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-25T20:16:23.076053] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-25T20:16:23.076107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:23.076138] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:23.076165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:23.076223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:23.131875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:23.132510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:23.132611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:23.132647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:23.245852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:23.246009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:23.246048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:23.246076] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:23.249503] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: DOWN (p=37.29%)
[2025-12-25T20:16:23.249812] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-25T20:16:23.249948] [INFO ] [sig       ] APYX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:23.388416] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APYX.txt
[2025-12-25T20:16:23.388593] [INFO ] [sig       ] [222/3552] Completed APYX in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-25T20:16:23.388637] [INFO ] [sig       ] [223/3552] Forecasting AQMS...
[2025-12-25T20:16:23.388667] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-25T20:16:23.388697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-25T20:16:23.400659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-25T20:16:23.401042] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-25T20:16:23.401839] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-25T20:16:23.401897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:23.401930] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:23.401957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:23.402015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:23.458091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:23.458795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:23.458874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:23.458906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:23.570171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:23.570309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:23.570349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:23.570377] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:23.573817] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=14.34%)
[2025-12-25T20:16:23.574095] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-25T20:16:23.574223] [INFO ] [sig       ] AQMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:23.714599] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AQMS.txt
[2025-12-25T20:16:23.714761] [INFO ] [sig       ] [223/3552] Completed AQMS in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-25T20:16:23.714807] [INFO ] [sig       ] [224/3552] Forecasting AQN...
[2025-12-25T20:16:23.714843] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-25T20:16:23.714874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-25T20:16:23.727826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-25T20:16:23.728228] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-25T20:16:23.729081] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-25T20:16:23.729135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:23.729166] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:23.729193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:23.729251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:23.785750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:23.786683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:23.786820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:23.786854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:23.906329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:23.906490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:23.906532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:23.906597] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:23.910251] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-25T20:16:23.910609] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-25T20:16:23.910762] [INFO ] [sig       ] AQN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:24.055753] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AQN.txt
[2025-12-25T20:16:24.055934] [INFO ] [sig       ] [224/3552] Completed AQN in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-25T20:16:24.055989] [INFO ] [sig       ] [225/3552] Forecasting AQNB...
[2025-12-25T20:16:24.056063] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-25T20:16:24.056097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-25T20:16:24.068467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-25T20:16:24.068914] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-25T20:16:24.069776] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-25T20:16:24.069829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:24.069862] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:24.069891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:24.069954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:24.127682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:24.128542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:24.128648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:24.128684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:24.251230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:24.251388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:24.251430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:24.251461] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:24.254965] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-12-25T20:16:24.255264] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-25T20:16:24.255404] [INFO ] [sig       ] AQNB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:24.408008] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AQNB.txt
[2025-12-25T20:16:24.408220] [INFO ] [sig       ] [225/3552] Completed AQNB in 0.4s | 2.83 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-25T20:16:24.408297] [INFO ] [sig       ] [226/3552] Forecasting ARBB...
[2025-12-25T20:16:24.408339] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-25T20:16:24.408369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-25T20:16:24.421366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-25T20:16:24.421770] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-25T20:16:24.422589] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-25T20:16:24.422645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:24.422679] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:24.422706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:24.422765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:24.494270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:24.495443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:24.495551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:24.495680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:24.644408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:24.644591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:24.644646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:24.644684] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:24.648212] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-25T20:16:24.648506] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-25T20:16:24.648665] [INFO ] [sig       ] ARBB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:24.825413] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARBB.txt
[2025-12-25T20:16:24.825600] [INFO ] [sig       ] [226/3552] Completed ARBB in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-25T20:16:24.825644] [INFO ] [sig       ] [227/3552] Forecasting ARBE...
[2025-12-25T20:16:24.825699] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-25T20:16:24.825732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-25T20:16:24.838385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-25T20:16:24.838791] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-25T20:16:24.839619] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-25T20:16:24.839673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:24.839706] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:24.839732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:24.839790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:24.895688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:24.896472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:24.896557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:24.896607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:25.024514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:25.024698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:25.024739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:25.024768] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:25.028368] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: UP (p=74.40%)
[2025-12-25T20:16:25.028782] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-25T20:16:25.028954] [INFO ] [sig       ] ARBE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:25.202233] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARBE.txt
[2025-12-25T20:16:25.202442] [INFO ] [sig       ] [227/3552] Completed ARBE in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-25T20:16:25.202485] [INFO ] [sig       ] [228/3552] Forecasting ARCB...
[2025-12-25T20:16:25.202545] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-25T20:16:25.202592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-25T20:16:25.215345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-25T20:16:25.215768] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-25T20:16:25.216602] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-25T20:16:25.216656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:25.216688] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:25.216728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:25.216789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:25.273641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:25.274590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:25.274678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:25.274710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:25.399860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:25.400029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:25.400070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:25.400099] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:25.403917] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=36.56%)
[2025-12-25T20:16:25.404322] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-25T20:16:25.404476] [INFO ] [sig       ] ARCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:25.547995] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARCB.txt
[2025-12-25T20:16:25.548167] [INFO ] [sig       ] [228/3552] Completed ARCB in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-25T20:16:25.548210] [INFO ] [sig       ] [229/3552] Forecasting ARCC...
[2025-12-25T20:16:25.548240] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-25T20:16:25.548301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-25T20:16:25.561374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-25T20:16:25.561806] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-25T20:16:25.562786] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-25T20:16:25.562841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:25.562873] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:25.562900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:25.562958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:25.620159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:25.621067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:25.621156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:25.621188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:25.743723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:25.743898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:25.743939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:25.743967] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:25.747559] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=74.07%)
[2025-12-25T20:16:25.747930] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-25T20:16:25.748071] [INFO ] [sig       ] ARCC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:25.891755] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARCC.txt
[2025-12-25T20:16:25.891930] [INFO ] [sig       ] [229/3552] Completed ARCC in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-25T20:16:25.891973] [INFO ] [sig       ] [230/3552] Forecasting ARCO...
[2025-12-25T20:16:25.892003] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-25T20:16:25.892063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-25T20:16:25.904641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-25T20:16:25.905048] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-25T20:16:25.905890] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-25T20:16:25.905944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:25.905977] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:25.906004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:25.906062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:25.963176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:25.964146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:25.964245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:25.964278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:26.078221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:26.078387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:26.078426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:26.078455] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:26.082315] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=18.93%)
[2025-12-25T20:16:26.082751] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-25T20:16:26.082909] [INFO ] [sig       ] ARCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:26.228946] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARCO.txt
[2025-12-25T20:16:26.229150] [INFO ] [sig       ] [230/3552] Completed ARCO in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-25T20:16:26.229194] [INFO ] [sig       ] [231/3552] Forecasting ARDC...
[2025-12-25T20:16:26.229224] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-25T20:16:26.229285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-25T20:16:26.242608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-25T20:16:26.243018] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-25T20:16:26.243863] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-25T20:16:26.243918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:26.243981] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:26.244012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:26.244073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:26.301793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:26.302704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:26.302793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:26.302826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:26.423490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:26.423684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:26.423726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:26.423755] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:26.427344] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-12-25T20:16:26.427717] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-25T20:16:26.427860] [INFO ] [sig       ] ARDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:26.572368] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARDC.txt
[2025-12-25T20:16:26.572540] [INFO ] [sig       ] [231/3552] Completed ARDC in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-25T20:16:26.572630] [INFO ] [sig       ] [232/3552] Forecasting ARDX...
[2025-12-25T20:16:26.572665] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-25T20:16:26.572703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-25T20:16:26.585095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-25T20:16:26.585509] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-25T20:16:26.586329] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-25T20:16:26.586382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:26.586413] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:26.586441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:26.586498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:26.644546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:26.645440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:26.645528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:26.645561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:26.767619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:26.767799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:26.767844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:26.767873] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:26.771415] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=48.90%)
[2025-12-25T20:16:26.771775] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-25T20:16:26.771923] [INFO ] [sig       ] ARDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:26.915762] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARDX.txt
[2025-12-25T20:16:26.915937] [INFO ] [sig       ] [232/3552] Completed ARDX in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-25T20:16:26.915980] [INFO ] [sig       ] [233/3552] Forecasting ARE...
[2025-12-25T20:16:26.916009] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-25T20:16:26.916038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-25T20:16:26.928855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-25T20:16:26.929316] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-25T20:16:26.930187] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-25T20:16:26.930246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:26.930279] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:26.930306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:26.930364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:26.987444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:26.988354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:26.988439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:26.988472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:27.115159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:27.115330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:27.115371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:27.115399] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:27.118934] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-12-25T20:16:27.119234] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-25T20:16:27.119369] [INFO ] [sig       ] ARE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:27.259491] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARE.txt
[2025-12-25T20:16:27.259678] [INFO ] [sig       ] [233/3552] Completed ARE in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-25T20:16:27.259724] [INFO ] [sig       ] [234/3552] Forecasting AREC...
[2025-12-25T20:16:27.259754] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-25T20:16:27.259785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-25T20:16:27.272192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-25T20:16:27.272601] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-25T20:16:27.273385] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-25T20:16:27.273438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:27.273469] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:27.273496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:27.273553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:27.330654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:27.331526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:27.331641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:27.331676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:27.451149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:27.451296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:27.451335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:27.451395] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:27.454804] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: DOWN (p=31.64%)
[2025-12-25T20:16:27.455075] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-25T20:16:27.455203] [INFO ] [sig       ] AREC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:27.594126] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AREC.txt
[2025-12-25T20:16:27.594263] [INFO ] [sig       ] [234/3552] Completed AREC in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-25T20:16:27.594303] [INFO ] [sig       ] [235/3552] Forecasting ARES...
[2025-12-25T20:16:27.594332] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-25T20:16:27.594362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-25T20:16:27.606997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-25T20:16:27.607330] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-25T20:16:27.608107] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-25T20:16:27.608159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:27.608191] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:27.608217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:27.608275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:27.665115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:27.665803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:27.665883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:27.665915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:27.791327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:27.791499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:27.791543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:27.791612] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:27.795077] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=60.55%)
[2025-12-25T20:16:27.795402] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-25T20:16:27.795532] [INFO ] [sig       ] ARES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:27.934636] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARES.txt
[2025-12-25T20:16:27.934801] [INFO ] [sig       ] [235/3552] Completed ARES in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-25T20:16:27.934844] [INFO ] [sig       ] [236/3552] Forecasting ARGX...
[2025-12-25T20:16:27.934875] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-25T20:16:27.934905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-25T20:16:27.947177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-25T20:16:27.947603] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-25T20:16:27.948365] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-25T20:16:27.948417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:27.948449] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:27.948476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:27.948535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:28.005961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:28.006858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:28.006943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:28.006976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:28.135105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:28.135463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:28.135502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:28.135531] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:28.139296] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=65.11%)
[2025-12-25T20:16:28.139644] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-25T20:16:28.139785] [INFO ] [sig       ] ARGX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:28.284681] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARGX.txt
[2025-12-25T20:16:28.284855] [INFO ] [sig       ] [236/3552] Completed ARGX in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-25T20:16:28.284897] [INFO ] [sig       ] [237/3552] Forecasting ARHS...
[2025-12-25T20:16:28.284930] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-25T20:16:28.284966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-25T20:16:28.298418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-25T20:16:28.298837] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-25T20:16:28.299688] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-25T20:16:28.299742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:28.299776] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:28.299804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:28.299863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:28.361184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:28.362390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:28.362472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:28.362508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:28.485646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:28.485839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:28.485899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:28.485930] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:28.489499] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=25.86%)
[2025-12-25T20:16:28.489810] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-25T20:16:28.489960] [INFO ] [sig       ] ARHS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:28.631378] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARHS.txt
[2025-12-25T20:16:28.631527] [INFO ] [sig       ] [237/3552] Completed ARHS in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-25T20:16:28.631584] [INFO ] [sig       ] [238/3552] Forecasting ARI...
[2025-12-25T20:16:28.631617] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-25T20:16:28.631647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-25T20:16:28.644397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-25T20:16:28.644748] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-25T20:16:28.645527] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-25T20:16:28.645604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:28.645639] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:28.645666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:28.645723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:28.704940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:28.705662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:28.705742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:28.705775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:28.829551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:28.829728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:28.829768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:28.829797] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:28.833230] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-25T20:16:28.833523] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-25T20:16:28.833678] [INFO ] [sig       ] ARI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:28.978439] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARI.txt
[2025-12-25T20:16:28.978630] [INFO ] [sig       ] [238/3552] Completed ARI in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-25T20:16:28.978674] [INFO ] [sig       ] [239/3552] Forecasting ARKO...
[2025-12-25T20:16:28.978704] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-25T20:16:28.978733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-25T20:16:28.991624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-25T20:16:28.992037] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-25T20:16:28.992835] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-25T20:16:28.992887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:28.992920] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:28.992947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:28.993019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:29.050177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:29.051060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:29.051148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:29.051181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:29.177771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:29.178111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:29.178170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:29.178213] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:29.183147] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=46.02%)
[2025-12-25T20:16:29.183564] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-25T20:16:29.183784] [INFO ] [sig       ] ARKO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:29.404645] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARKO.txt
[2025-12-25T20:16:29.404888] [INFO ] [sig       ] [239/3552] Completed ARKO in 0.4s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-25T20:16:29.404950] [INFO ] [sig       ] [240/3552] Forecasting ARLO...
[2025-12-25T20:16:29.404998] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-25T20:16:29.405047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-25T20:16:29.420994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-25T20:16:29.421472] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-25T20:16:29.422515] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-25T20:16:29.422605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:29.422656] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:29.422693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:29.422779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:29.509508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:29.510605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:29.510710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:29.510755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:29.660174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:29.660329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:29.660369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:29.660397] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:29.664711] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=24.99%)
[2025-12-25T20:16:29.665024] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-25T20:16:29.665165] [INFO ] [sig       ] ARLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:29.825970] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARLO.txt
[2025-12-25T20:16:29.826196] [INFO ] [sig       ] [240/3552] Completed ARLO in 0.4s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-25T20:16:29.826243] [INFO ] [sig       ] [241/3552] Forecasting ARLP...
[2025-12-25T20:16:29.826274] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-25T20:16:29.826335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-25T20:16:29.840447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-25T20:16:29.840878] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-25T20:16:29.841742] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-25T20:16:29.841811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:29.841846] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:29.841875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:29.841937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:29.902229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:29.903177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:29.903303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:29.903339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:30.019585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:30.019747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:30.019787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:30.019817] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:30.023286] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-25T20:16:30.023595] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-25T20:16:30.023730] [INFO ] [sig       ] ARLP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:30.163107] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARLP.txt
[2025-12-25T20:16:30.163264] [INFO ] [sig       ] [241/3552] Completed ARLP in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-25T20:16:30.163324] [INFO ] [sig       ] [242/3552] Forecasting ARM...
[2025-12-25T20:16:30.163368] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-25T20:16:30.163455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-25T20:16:30.177876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-25T20:16:30.178326] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-25T20:16:30.179202] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-25T20:16:30.179258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:30.179292] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:30.179319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:30.179380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:30.238023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:30.238989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:30.239124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:30.239166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:30.364678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:30.364839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:30.364880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:30.364909] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:30.368474] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-25T20:16:30.368788] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-25T20:16:30.368923] [INFO ] [sig       ] ARM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:30.515301] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARM.txt
[2025-12-25T20:16:30.515493] [INFO ] [sig       ] [242/3552] Completed ARM in 0.4s | 2.82 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-25T20:16:30.515540] [INFO ] [sig       ] [243/3552] Forecasting ARMK...
[2025-12-25T20:16:30.515616] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-25T20:16:30.515658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-25T20:16:30.527730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-25T20:16:30.528125] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-25T20:16:30.528973] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-25T20:16:30.529027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:30.529087] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:30.529116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:30.529174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:30.586833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:30.587722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:30.587807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:30.587841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:30.714352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:30.714516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:30.714555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:30.714603] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:30.718097] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-12-25T20:16:30.718384] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-25T20:16:30.718520] [INFO ] [sig       ] ARMK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:30.862841] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARMK.txt
[2025-12-25T20:16:30.862999] [INFO ] [sig       ] [243/3552] Completed ARMK in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-25T20:16:30.863041] [INFO ] [sig       ] [244/3552] Forecasting AROC...
[2025-12-25T20:16:30.863070] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-25T20:16:30.863100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-25T20:16:30.875975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-25T20:16:30.876544] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-25T20:16:30.877603] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-25T20:16:30.877669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:30.877703] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:30.877730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:30.877788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:30.939471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:30.940533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:30.940657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:30.940703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:31.059728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:31.059890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:31.059949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:31.059979] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:31.063542] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=52.74%)
[2025-12-25T20:16:31.063879] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-25T20:16:31.064018] [INFO ] [sig       ] AROC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:31.223376] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AROC.txt
[2025-12-25T20:16:31.223604] [INFO ] [sig       ] [244/3552] Completed AROC in 0.4s | 2.82 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-25T20:16:31.223706] [INFO ] [sig       ] [245/3552] Forecasting ARQ...
[2025-12-25T20:16:31.223755] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-25T20:16:31.223792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-25T20:16:31.238151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-25T20:16:31.238672] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-25T20:16:31.239810] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-25T20:16:31.239884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:31.239936] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:31.239983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:31.240078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:31.311912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:31.312818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:31.312911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:31.312944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:31.446121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:31.446281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:31.446324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:31.446351] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:31.449884] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-12-25T20:16:31.450179] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-25T20:16:31.450315] [INFO ] [sig       ] ARQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:31.590633] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARQ.txt
[2025-12-25T20:16:31.590846] [INFO ] [sig       ] [245/3552] Completed ARQ in 0.4s | 2.82 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-25T20:16:31.590907] [INFO ] [sig       ] [246/3552] Forecasting ARQQ...
[2025-12-25T20:16:31.590987] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-25T20:16:31.591032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-25T20:16:31.604203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-25T20:16:31.604594] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-25T20:16:31.605407] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-25T20:16:31.605462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:31.605495] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:31.605523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:31.605597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:31.664299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:31.665068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:31.665163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:31.665197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:31.787379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:31.787539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:31.787598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:31.787631] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:31.794308] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: UP (p=67.66%)
[2025-12-25T20:16:31.794663] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-25T20:16:31.794801] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:31.935123] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARQQ.txt
[2025-12-25T20:16:31.935328] [INFO ] [sig       ] [246/3552] Completed ARQQ in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-25T20:16:31.935379] [INFO ] [sig       ] [247/3552] Forecasting ARRY...
[2025-12-25T20:16:31.935408] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-25T20:16:31.935438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-25T20:16:31.948029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-25T20:16:31.948417] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-25T20:16:31.949238] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-25T20:16:31.949480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:31.949512] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:31.949537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:31.949610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:32.008330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:32.009220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:32.009306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:32.009340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:32.131064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:32.131217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:32.131260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:32.131290] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:32.134944] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-25T20:16:32.135229] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-25T20:16:32.135530] [INFO ] [sig       ] ARRY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:32.278188] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARRY.txt
[2025-12-25T20:16:32.278367] [INFO ] [sig       ] [247/3552] Completed ARRY in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-25T20:16:32.278453] [INFO ] [sig       ] [248/3552] Forecasting ARTL...
[2025-12-25T20:16:32.278488] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-25T20:16:32.278520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-25T20:16:32.291190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-25T20:16:32.291586] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-25T20:16:32.292378] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-25T20:16:32.292432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:32.292494] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:32.292523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:32.292599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:32.354611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:32.355480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:32.355568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:32.355621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:32.473393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:32.473582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:32.473643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:32.473673] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:32.477248] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=89.95%)
[2025-12-25T20:16:32.477546] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-25T20:16:32.477720] [INFO ] [sig       ] ARTL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:32.623792] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARTL.txt
[2025-12-25T20:16:32.623993] [INFO ] [sig       ] [248/3552] Completed ARTL in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-25T20:16:32.624042] [INFO ] [sig       ] [249/3552] Forecasting ARTNA...
[2025-12-25T20:16:32.624080] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-25T20:16:32.624162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-25T20:16:32.636411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-25T20:16:32.636830] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-25T20:16:32.637632] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-25T20:16:32.637684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:32.637716] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:32.637743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:32.637801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:32.695403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:32.696436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:32.696524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:32.696557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:32.810738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:32.810898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:32.810939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:32.810966] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:32.814643] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=35.60%)
[2025-12-25T20:16:32.814929] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-25T20:16:32.815062] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:32.956326] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARTNA.txt
[2025-12-25T20:16:32.956528] [INFO ] [sig       ] [249/3552] Completed ARTNA in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-25T20:16:32.956594] [INFO ] [sig       ] [250/3552] Forecasting ARVN...
[2025-12-25T20:16:32.956630] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-25T20:16:32.956660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-25T20:16:32.969382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-25T20:16:32.969813] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-25T20:16:32.970612] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-25T20:16:32.970663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:32.970695] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:32.970723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:32.970780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:33.027765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:33.028690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:33.028773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:33.028805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:33.153242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:33.153426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:33.153473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:33.153503] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:33.157084] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-25T20:16:33.157392] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-25T20:16:33.157532] [INFO ] [sig       ] ARVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:33.299181] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARVN.txt
[2025-12-25T20:16:33.299351] [INFO ] [sig       ] [250/3552] Completed ARVN in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-25T20:16:33.299393] [INFO ] [sig       ] [251/3552] Forecasting ASA...
[2025-12-25T20:16:33.299422] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-25T20:16:33.299458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-25T20:16:33.312061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-25T20:16:33.312462] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-25T20:16:33.313250] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-25T20:16:33.313302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:33.313332] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:33.313359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:33.313417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:33.372594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:33.373484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:33.373594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:33.373630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:33.496121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:33.496278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:33.496320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:33.496384] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:33.499862] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=16.63%)
[2025-12-25T20:16:33.500137] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-25T20:16:33.500264] [INFO ] [sig       ] ASA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:33.639770] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASA.txt
[2025-12-25T20:16:33.639909] [INFO ] [sig       ] [251/3552] Completed ASA in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-25T20:16:33.639949] [INFO ] [sig       ] [252/3552] Forecasting ASB...
[2025-12-25T20:16:33.639980] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-25T20:16:33.640011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-25T20:16:33.653167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-25T20:16:33.653629] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-25T20:16:33.654474] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-25T20:16:33.654529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:33.654590] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:33.654621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:33.654680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:33.711124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:33.712034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:33.712124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:33.712156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:33.834949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:33.835110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:33.835155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:33.835184] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:33.838703] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: UP (p=67.81%)
[2025-12-25T20:16:33.838996] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-25T20:16:33.839164] [INFO ] [sig       ] ASB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:33.985370] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASB.txt
[2025-12-25T20:16:33.985540] [INFO ] [sig       ] [252/3552] Completed ASB in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-25T20:16:33.985598] [INFO ] [sig       ] [253/3552] Forecasting ASBA...
[2025-12-25T20:16:33.985629] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-25T20:16:33.985659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-25T20:16:33.998668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-25T20:16:33.999093] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-25T20:16:33.999896] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-25T20:16:33.999949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:33.999980] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:34.000006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:34.000065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:34.056512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:34.057303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:34.057392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:34.057426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:34.171101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:34.171260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:34.171301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:34.171517] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:34.175303] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-12-25T20:16:34.175816] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-25T20:16:34.175950] [INFO ] [sig       ] ASBA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:34.317117] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASBA.txt
[2025-12-25T20:16:34.317286] [INFO ] [sig       ] [253/3552] Completed ASBA in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-25T20:16:34.317516] [INFO ] [sig       ] [254/3552] Forecasting ASC...
[2025-12-25T20:16:34.317547] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-25T20:16:34.317595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-25T20:16:34.331836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-25T20:16:34.332279] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-25T20:16:34.333261] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-25T20:16:34.333313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:34.333344] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:34.333371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:34.333427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:34.391725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:34.392825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:34.392909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:34.392942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:34.508401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:34.508558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:34.508615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:34.508645] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:34.512068] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-25T20:16:34.512340] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-25T20:16:34.512464] [INFO ] [sig       ] ASC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:34.655152] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASC.txt
[2025-12-25T20:16:34.655343] [INFO ] [sig       ] [254/3552] Completed ASC in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-25T20:16:34.655387] [INFO ] [sig       ] [255/3552] Forecasting ASG...
[2025-12-25T20:16:34.655416] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-25T20:16:34.655446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-25T20:16:34.667927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-25T20:16:34.668311] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-25T20:16:34.669138] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-25T20:16:34.669199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:34.669238] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:34.669268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:34.669326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:34.727927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:34.728817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:34.728917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:34.728953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:34.853488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:34.853668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:34.853708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:34.853738] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:34.857181] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=71.63%)
[2025-12-25T20:16:34.857468] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-25T20:16:34.857622] [INFO ] [sig       ] ASG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:34.996267] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASG.txt
[2025-12-25T20:16:34.996434] [INFO ] [sig       ] [255/3552] Completed ASG in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-25T20:16:34.996477] [INFO ] [sig       ] [256/3552] Forecasting ASGI...
[2025-12-25T20:16:34.996513] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-25T20:16:34.996544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-25T20:16:35.009858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-25T20:16:35.010284] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-25T20:16:35.011088] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-25T20:16:35.011142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:35.011174] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:35.011201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:35.011259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:35.068568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:35.069439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:35.069525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:35.069557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:35.193008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:35.193168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:35.193209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:35.193237] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:35.196707] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=76.19%)
[2025-12-25T20:16:35.197007] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-25T20:16:35.197139] [INFO ] [sig       ] ASGI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:35.339590] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASGI.txt
[2025-12-25T20:16:35.339759] [INFO ] [sig       ] [256/3552] Completed ASGI in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-25T20:16:35.339800] [INFO ] [sig       ] [257/3552] Forecasting ASGN...
[2025-12-25T20:16:35.339836] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-25T20:16:35.339866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-25T20:16:35.351863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-25T20:16:35.352260] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-25T20:16:35.353059] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-25T20:16:35.353113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:35.353145] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:35.353172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:35.353230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:35.410352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:35.411210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:35.411290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:35.411323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:35.532229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:35.532393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:35.532433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:35.532461] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:35.535972] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: UP (p=88.96%)
[2025-12-25T20:16:35.536295] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-25T20:16:35.536437] [INFO ] [sig       ] ASGN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:35.678266] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASGN.txt
[2025-12-25T20:16:35.678444] [INFO ] [sig       ] [257/3552] Completed ASGN in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-25T20:16:35.678486] [INFO ] [sig       ] [258/3552] Forecasting ASH...
[2025-12-25T20:16:35.678516] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-25T20:16:35.678547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-25T20:16:35.691096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-25T20:16:35.691512] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-25T20:16:35.692297] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-25T20:16:35.692351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:35.692383] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:35.692411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:35.692469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:35.751039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:35.751971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:35.752096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:35.752130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:35.881985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:35.882156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:35.882204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:35.882234] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:35.885892] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-12-25T20:16:35.886173] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-25T20:16:35.886304] [INFO ] [sig       ] ASH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:36.033060] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASH.txt
[2025-12-25T20:16:36.033233] [INFO ] [sig       ] [258/3552] Completed ASH in 0.4s | 2.83 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-25T20:16:36.033276] [INFO ] [sig       ] [259/3552] Forecasting ASIX...
[2025-12-25T20:16:36.033306] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-25T20:16:36.033372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-25T20:16:36.113482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-25T20:16:36.113908] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-25T20:16:36.114755] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-25T20:16:36.114810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:36.114843] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:36.114871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:36.114930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:36.172532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:36.173413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:36.173499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:36.173531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:36.290306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:36.290473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:36.290512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:36.290559] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:36.294089] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-12-25T20:16:36.294405] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-25T20:16:36.294546] [INFO ] [sig       ] ASIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:36.436237] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASIX.txt
[2025-12-25T20:16:36.436403] [INFO ] [sig       ] [259/3552] Completed ASIX in 0.4s | 2.83 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-25T20:16:36.436446] [INFO ] [sig       ] [260/3552] Forecasting ASLE...
[2025-12-25T20:16:36.436509] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-25T20:16:36.436543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-25T20:16:36.449307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-25T20:16:36.449748] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-25T20:16:36.450640] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-25T20:16:36.450696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:36.450729] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:36.450756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:36.450815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:36.510077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:36.510953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:36.511039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:36.511070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:36.628537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:36.628717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:36.628757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:36.628786] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:36.632295] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-12-25T20:16:36.632631] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-25T20:16:36.632772] [INFO ] [sig       ] ASLE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:36.779257] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASLE.txt
[2025-12-25T20:16:36.779425] [INFO ] [sig       ] [260/3552] Completed ASLE in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-25T20:16:36.779466] [INFO ] [sig       ] [261/3552] Forecasting ASMB...
[2025-12-25T20:16:36.779495] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-25T20:16:36.779525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-25T20:16:36.792069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-25T20:16:36.792446] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-25T20:16:36.793290] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-25T20:16:36.793344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:36.793377] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:36.793403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:36.793462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:36.853451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:36.854366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:36.854459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:36.854509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:36.977031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:36.977186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:36.977227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:36.977256] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:36.980732] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-25T20:16:36.981049] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-25T20:16:36.981189] [INFO ] [sig       ] ASMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:37.185320] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASMB.txt
[2025-12-25T20:16:37.185525] [INFO ] [sig       ] [261/3552] Completed ASMB in 0.4s | 2.82 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-25T20:16:37.185588] [INFO ] [sig       ] [262/3552] Forecasting ASML...
[2025-12-25T20:16:37.185632] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-25T20:16:37.185671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-25T20:16:37.201498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-25T20:16:37.201956] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-25T20:16:37.202785] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-25T20:16:37.202838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:37.202871] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:37.202899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:37.202958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:37.259652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:37.260533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:37.260646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:37.260683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:37.385563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:37.385743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:37.385785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:37.385815] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:37.389274] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=63.40%)
[2025-12-25T20:16:37.389600] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-25T20:16:37.389742] [INFO ] [sig       ] ASML: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:37.534340] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASML.txt
[2025-12-25T20:16:37.534520] [INFO ] [sig       ] [262/3552] Completed ASML in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-25T20:16:37.534587] [INFO ] [sig       ] [263/3552] Forecasting ASND...
[2025-12-25T20:16:37.534624] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-25T20:16:37.534709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-25T20:16:37.547903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-25T20:16:37.548312] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-25T20:16:37.549196] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-25T20:16:37.549251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:37.549283] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:37.549325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:37.549384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:37.606065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:37.606978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:37.607063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:37.607096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:37.733899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:37.734089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:37.734148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:37.734182] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:37.738764] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=38.97%)
[2025-12-25T20:16:37.739259] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-25T20:16:37.739661] [INFO ] [sig       ] ASND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:37.898475] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASND.txt
[2025-12-25T20:16:37.898667] [INFO ] [sig       ] [263/3552] Completed ASND in 0.4s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-25T20:16:37.898711] [INFO ] [sig       ] [264/3552] Forecasting ASO...
[2025-12-25T20:16:37.898742] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-25T20:16:37.898771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-25T20:16:37.911119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-25T20:16:37.911512] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-25T20:16:37.912305] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-25T20:16:37.912358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:37.912392] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:37.912419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:37.912477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:37.970993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:37.971851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:37.971934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:37.971967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:38.093016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:38.093179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:38.093220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:38.093251] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:38.096783] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=20.11%)
[2025-12-25T20:16:38.097083] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-25T20:16:38.097224] [INFO ] [sig       ] ASO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:38.244029] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASO.txt
[2025-12-25T20:16:38.244201] [INFO ] [sig       ] [264/3552] Completed ASO in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-25T20:16:38.244241] [INFO ] [sig       ] [265/3552] Forecasting ASPI...
[2025-12-25T20:16:38.244299] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-25T20:16:38.244333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-25T20:16:38.256744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-25T20:16:38.257084] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-25T20:16:38.257923] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-25T20:16:38.257975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:38.258032] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:38.258060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:38.258118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:38.317245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:38.318174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:38.318259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:38.318293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:38.437934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:38.438095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:38.438136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:38.438165] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:38.441686] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=44.27%)
[2025-12-25T20:16:38.442007] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-25T20:16:38.442148] [INFO ] [sig       ] ASPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:38.587698] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASPI.txt
[2025-12-25T20:16:38.587869] [INFO ] [sig       ] [265/3552] Completed ASPI in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-25T20:16:38.587911] [INFO ] [sig       ] [266/3552] Forecasting ASPN...
[2025-12-25T20:16:38.587940] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-25T20:16:38.587970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-25T20:16:38.600238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-25T20:16:38.600636] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-25T20:16:38.601435] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-25T20:16:38.601489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:38.601522] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:38.601549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:38.601633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:38.658125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:38.659019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:38.659134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:38.659169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:38.783976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:38.784140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:38.784183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:38.784213] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:38.787918] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=89.25%)
[2025-12-25T20:16:38.788314] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-25T20:16:38.788500] [INFO ] [sig       ] ASPN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:38.953357] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASPN.txt
[2025-12-25T20:16:38.953532] [INFO ] [sig       ] [266/3552] Completed ASPN in 0.4s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-25T20:16:38.953590] [INFO ] [sig       ] [267/3552] Forecasting ASPS...
[2025-12-25T20:16:38.953652] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-25T20:16:38.953692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-25T20:16:38.965866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-25T20:16:38.966299] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-25T20:16:38.967171] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-25T20:16:38.967225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:38.967258] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:38.967284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:38.967340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:39.024299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:39.025195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:39.025285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:39.025319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:39.144393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:39.144587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:39.144631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:39.144660] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:39.148288] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=89.12%)
[2025-12-25T20:16:39.148608] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-25T20:16:39.148745] [INFO ] [sig       ] ASPS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:39.292852] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASPS.txt
[2025-12-25T20:16:39.293021] [INFO ] [sig       ] [267/3552] Completed ASPS in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-25T20:16:39.293062] [INFO ] [sig       ] [268/3552] Forecasting ASTE...
[2025-12-25T20:16:39.293097] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-25T20:16:39.293128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-25T20:16:39.306332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-25T20:16:39.306725] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-25T20:16:39.307714] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-25T20:16:39.307782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:39.307824] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:39.307857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:39.307931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:39.370058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:39.370880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:39.370965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:39.370999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:39.490911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:39.491058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:39.491099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:39.491160] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:39.494601] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-25T20:16:39.494885] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-25T20:16:39.495017] [INFO ] [sig       ] ASTE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:39.637295] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASTE.txt
[2025-12-25T20:16:39.637705] [INFO ] [sig       ] [268/3552] Completed ASTE in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-25T20:16:39.637750] [INFO ] [sig       ] [269/3552] Forecasting ASTH...
[2025-12-25T20:16:39.637781] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-25T20:16:39.637813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-25T20:16:39.651089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-25T20:16:39.651700] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-25T20:16:39.652492] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-25T20:16:39.652544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:39.652796] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:39.652826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:39.652884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:39.712228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:39.713347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:39.713431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:39.713464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:39.840112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:39.840273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:39.840314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:39.840344] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:39.843924] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: DOWN (p=14.19%)
[2025-12-25T20:16:39.844269] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-25T20:16:39.844418] [INFO ] [sig       ] ASTH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:40.007341] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASTH.txt
[2025-12-25T20:16:40.007521] [INFO ] [sig       ] [269/3552] Completed ASTH in 0.4s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-25T20:16:40.007565] [INFO ] [sig       ] [270/3552] Forecasting ASTI...
[2025-12-25T20:16:40.007646] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-25T20:16:40.007679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-25T20:16:40.020139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-25T20:16:40.020522] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-25T20:16:40.021329] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-25T20:16:40.021382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:40.021414] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:40.021440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:40.021503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:40.083441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:40.084383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:40.084471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:40.084503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:40.209934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:40.210104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:40.210145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:40.210194] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:40.213781] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-25T20:16:40.214129] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-25T20:16:40.214279] [INFO ] [sig       ] ASTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:40.360324] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASTI.txt
[2025-12-25T20:16:40.360500] [INFO ] [sig       ] [270/3552] Completed ASTI in 0.4s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-25T20:16:40.360541] [INFO ] [sig       ] [271/3552] Forecasting ASTL...
[2025-12-25T20:16:40.360589] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-25T20:16:40.360674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-25T20:16:40.373527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-25T20:16:40.373926] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-25T20:16:40.374726] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-25T20:16:40.374779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:40.374810] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:40.374836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:40.374894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:40.433056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:40.434013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:40.434111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:40.434164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:40.556598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:40.556753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:40.556793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:40.556822] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:40.560289] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-12-25T20:16:40.560612] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-25T20:16:40.560749] [INFO ] [sig       ] ASTL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:40.702113] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASTL.txt
[2025-12-25T20:16:40.702285] [INFO ] [sig       ] [271/3552] Completed ASTL in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-25T20:16:40.702327] [INFO ] [sig       ] [272/3552] Forecasting ASTS...
[2025-12-25T20:16:40.702359] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-25T20:16:40.702424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-25T20:16:40.714366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-25T20:16:40.714779] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-25T20:16:40.715558] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-25T20:16:40.715627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:40.715659] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:40.715686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:40.715743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:40.774089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:40.775182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:40.775268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:40.775300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:40.904873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:40.905029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:40.905070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:40.905098] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:40.908862] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=11.10%)
[2025-12-25T20:16:40.909176] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-25T20:16:40.909314] [INFO ] [sig       ] ASTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:41.061256] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASTS.txt
[2025-12-25T20:16:41.061471] [INFO ] [sig       ] [272/3552] Completed ASTS in 0.4s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-25T20:16:41.061520] [INFO ] [sig       ] [273/3552] Forecasting ASX...
[2025-12-25T20:16:41.061558] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-25T20:16:41.061648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-25T20:16:41.074217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-25T20:16:41.074634] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-25T20:16:41.075407] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-25T20:16:41.075460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:41.075492] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:41.075519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:41.075594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:41.133770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:41.134676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:41.134759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:41.134791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:41.261620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:41.261777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:41.261819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:41.261849] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:41.265314] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=58.03%)
[2025-12-25T20:16:41.265614] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-25T20:16:41.265747] [INFO ] [sig       ] ASX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:41.407248] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASX.txt
[2025-12-25T20:16:41.407367] [INFO ] [sig       ] [273/3552] Completed ASX in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-25T20:16:41.407406] [INFO ] [sig       ] [274/3552] Forecasting ASYS...
[2025-12-25T20:16:41.407442] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-25T20:16:41.407474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-25T20:16:41.420535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-25T20:16:41.420947] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-25T20:16:41.421827] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-25T20:16:41.421882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:41.421915] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:41.421942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:41.422010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:41.479801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:41.480454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:41.480535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:41.480587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:41.603737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:41.603885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:41.603925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:41.603953] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:41.607323] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: UP (p=80.86%)
[2025-12-25T20:16:41.607615] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-25T20:16:41.607741] [INFO ] [sig       ] ASYS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:41.750983] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASYS.txt
[2025-12-25T20:16:41.751115] [INFO ] [sig       ] [274/3552] Completed ASYS in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-25T20:16:41.751155] [INFO ] [sig       ] [275/3552] Forecasting ATAI...
[2025-12-25T20:16:41.751183] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-25T20:16:41.751213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-25T20:16:41.763193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-25T20:16:41.763559] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-25T20:16:41.764333] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-25T20:16:41.764386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:41.764417] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:41.764445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:41.764503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:41.821405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:41.822021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:41.822124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:41.822156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:41.938436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:41.938604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:41.938646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:41.938674] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:41.942045] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=16.48%)
[2025-12-25T20:16:41.942316] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-25T20:16:41.942443] [INFO ] [sig       ] ATAI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:42.081985] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATAI.txt
[2025-12-25T20:16:42.082111] [INFO ] [sig       ] [275/3552] Completed ATAI in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-25T20:16:42.082150] [INFO ] [sig       ] [276/3552] Forecasting ATEC...
[2025-12-25T20:16:42.082180] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-25T20:16:42.082214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-25T20:16:42.094274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-25T20:16:42.094656] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-25T20:16:42.095410] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-25T20:16:42.095472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:42.095503] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:42.095530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:42.095609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:42.151946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:42.152893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:42.152988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:42.153020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:42.273192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:42.273330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:42.273369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:42.273399] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:42.276750] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=59.27%)
[2025-12-25T20:16:42.277021] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-25T20:16:42.277146] [INFO ] [sig       ] ATEC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:42.416105] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATEC.txt
[2025-12-25T20:16:42.416228] [INFO ] [sig       ] [276/3552] Completed ATEC in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-25T20:16:42.416268] [INFO ] [sig       ] [277/3552] Forecasting ATEN...
[2025-12-25T20:16:42.416297] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-25T20:16:42.416327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-25T20:16:42.428647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-25T20:16:42.429032] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-25T20:16:42.429934] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-25T20:16:42.429988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:42.430022] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:42.430051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:42.430110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:42.490258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:42.491061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:42.491142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:42.491175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:42.615371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:42.615516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:42.615555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:42.615601] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:42.618958] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=15.02%)
[2025-12-25T20:16:42.619257] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-25T20:16:42.619404] [INFO ] [sig       ] ATEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:42.758835] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATEN.txt
[2025-12-25T20:16:42.758951] [INFO ] [sig       ] [277/3552] Completed ATEN in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-25T20:16:42.758991] [INFO ] [sig       ] [278/3552] Forecasting ATEX...
[2025-12-25T20:16:42.759020] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-25T20:16:42.759072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-25T20:16:42.771150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-25T20:16:42.771530] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-25T20:16:42.772346] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-25T20:16:42.772399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:42.772432] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:42.772460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:42.772523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:42.832557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:42.833459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:42.833556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:42.833615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:42.951386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:42.951533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:42.951604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:42.951638] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:42.955032] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-12-25T20:16:42.955321] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-25T20:16:42.955477] [INFO ] [sig       ] ATEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:43.096197] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATEX.txt
[2025-12-25T20:16:43.096370] [INFO ] [sig       ] [278/3552] Completed ATEX in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-25T20:16:43.096431] [INFO ] [sig       ] [279/3552] Forecasting ATGE...
[2025-12-25T20:16:43.096473] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-25T20:16:43.096541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-25T20:16:43.109182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-25T20:16:43.109562] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-25T20:16:43.110383] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-25T20:16:43.110436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:43.110468] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:43.110497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:43.110555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:43.168968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:43.169675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:43.169755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:43.169789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:43.288300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:43.288446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:43.288485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:43.288514] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:43.291879] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=32.69%)
[2025-12-25T20:16:43.292149] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-25T20:16:43.292276] [INFO ] [sig       ] ATGE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:43.432341] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATGE.txt
[2025-12-25T20:16:43.432493] [INFO ] [sig       ] [279/3552] Completed ATGE in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-25T20:16:43.432535] [INFO ] [sig       ] [280/3552] Forecasting ATHA...
[2025-12-25T20:16:43.432564] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-25T20:16:43.432613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-25T20:16:43.446934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-25T20:16:43.447355] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-25T20:16:43.448214] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-25T20:16:43.448267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:43.448301] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:43.448329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:43.448387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:43.504252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:43.504980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:43.505063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:43.505095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:43.627883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:43.628041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:43.628081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:43.628108] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:43.631479] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: DOWN (p=8.74%)
[2025-12-25T20:16:43.631775] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-25T20:16:43.631905] [INFO ] [sig       ] ATHA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:43.768671] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATHA.txt
[2025-12-25T20:16:43.768828] [INFO ] [sig       ] [280/3552] Completed ATHA in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-25T20:16:43.768869] [INFO ] [sig       ] [281/3552] Forecasting ATHM...
[2025-12-25T20:16:43.768925] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-25T20:16:43.768957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-25T20:16:43.781086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-25T20:16:43.781482] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-25T20:16:43.782274] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-25T20:16:43.782327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:43.782359] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:43.782385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:43.782442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:43.837755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:43.838493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:43.838594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:43.838629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:43.959853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:43.960011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:43.960051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:43.960080] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:43.963592] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=38.37%)
[2025-12-25T20:16:43.963904] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-25T20:16:43.964036] [INFO ] [sig       ] ATHM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:44.101197] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATHM.txt
[2025-12-25T20:16:44.101346] [INFO ] [sig       ] [281/3552] Completed ATHM in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-25T20:16:44.101385] [INFO ] [sig       ] [282/3552] Forecasting ATI...
[2025-12-25T20:16:44.101415] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-25T20:16:44.101445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-25T20:16:44.114026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-25T20:16:44.114421] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-25T20:16:44.115246] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-25T20:16:44.115297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:44.115356] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:44.115384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:44.115444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:44.171199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:44.172052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:44.172150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:44.172185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:44.296221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:44.296379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:44.296420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:44.296448] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:44.299875] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=77.71%)
[2025-12-25T20:16:44.300153] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-25T20:16:44.300282] [INFO ] [sig       ] ATI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:44.437120] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATI.txt
[2025-12-25T20:16:44.437269] [INFO ] [sig       ] [282/3552] Completed ATI in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-25T20:16:44.437310] [INFO ] [sig       ] [283/3552] Forecasting ATLC...
[2025-12-25T20:16:44.437339] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-25T20:16:44.437396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-25T20:16:44.449344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-25T20:16:44.449778] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-25T20:16:44.450544] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-25T20:16:44.450613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:44.450645] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:44.450672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:44.450729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:44.506103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:44.506858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:44.506941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:44.506972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:44.625288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:44.625471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:44.625513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:44.625542] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:44.628913] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-25T20:16:44.629220] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-25T20:16:44.629347] [INFO ] [sig       ] ATLC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:44.766548] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATLC.txt
[2025-12-25T20:16:44.766717] [INFO ] [sig       ] [283/3552] Completed ATLC in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-25T20:16:44.766760] [INFO ] [sig       ] [284/3552] Forecasting ATLCZ...
[2025-12-25T20:16:44.766789] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-25T20:16:44.766819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-25T20:16:44.778656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-25T20:16:44.779021] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-25T20:16:44.779831] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-25T20:16:44.779882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:44.779914] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:44.779941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:44.779998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:44.835293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:44.835994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:44.836077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:44.836109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:44.950061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:44.950219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:44.950258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:44.950287] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:44.953674] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=89.89%)
[2025-12-25T20:16:44.953955] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-25T20:16:44.954083] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:45.091108] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATLCZ.txt
[2025-12-25T20:16:45.091258] [INFO ] [sig       ] [284/3552] Completed ATLCZ in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-25T20:16:45.091298] [INFO ] [sig       ] [285/3552] Forecasting ATLO...
[2025-12-25T20:16:45.091327] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-25T20:16:45.091357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-25T20:16:45.103427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-25T20:16:45.103819] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-25T20:16:45.104605] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-25T20:16:45.104657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:45.104689] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:45.104715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:45.104773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:45.161855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:45.162497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:45.162595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:45.162630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:45.277073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:45.277232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:45.277271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:45.277334] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:45.280895] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=86.42%)
[2025-12-25T20:16:45.281181] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-25T20:16:45.281313] [INFO ] [sig       ] ATLO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:45.417844] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATLO.txt
[2025-12-25T20:16:45.417983] [INFO ] [sig       ] [285/3552] Completed ATLO in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-25T20:16:45.418025] [INFO ] [sig       ] [286/3552] Forecasting ATNI...
[2025-12-25T20:16:45.418054] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-25T20:16:45.418083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-25T20:16:45.430289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-25T20:16:45.430674] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-25T20:16:45.431437] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-25T20:16:45.431488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:45.431520] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:45.431546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:45.431627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:45.488991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:45.489941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:45.490021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:45.490053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:45.611787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:45.611939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:45.611979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:45.612007] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:45.615342] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=28.31%)
[2025-12-25T20:16:45.615642] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-25T20:16:45.615769] [INFO ] [sig       ] ATNI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:45.754130] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATNI.txt
[2025-12-25T20:16:45.754269] [INFO ] [sig       ] [286/3552] Completed ATNI in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-25T20:16:45.754309] [INFO ] [sig       ] [287/3552] Forecasting ATO...
[2025-12-25T20:16:45.754338] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-25T20:16:45.754367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-25T20:16:45.766713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-25T20:16:45.767058] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-25T20:16:45.767836] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-25T20:16:45.767898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:45.767931] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:45.767958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:45.768016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:45.823654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:45.824339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:45.824419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:45.824452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:45.950093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:45.950243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:45.950283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:45.950312] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:45.953683] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-25T20:16:45.953962] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-25T20:16:45.954087] [INFO ] [sig       ] ATO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:46.092452] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATO.txt
[2025-12-25T20:16:46.092622] [INFO ] [sig       ] [287/3552] Completed ATO in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-25T20:16:46.092667] [INFO ] [sig       ] [288/3552] Forecasting ATOM...
[2025-12-25T20:16:46.092696] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-25T20:16:46.092726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-25T20:16:46.105345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-25T20:16:46.105773] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-25T20:16:46.106644] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-25T20:16:46.106697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:46.106730] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:46.106758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:46.106817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:46.170166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:46.171021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:46.171123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:46.171168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:46.305993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:46.306164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:46.306215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:46.306258] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:46.310534] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: DOWN (p=10.72%)
[2025-12-25T20:16:46.310856] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-25T20:16:46.310990] [INFO ] [sig       ] ATOM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:46.461469] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATOM.txt
[2025-12-25T20:16:46.461652] [INFO ] [sig       ] [288/3552] Completed ATOM in 0.4s | 2.83 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-25T20:16:46.461698] [INFO ] [sig       ] [289/3552] Forecasting ATRA...
[2025-12-25T20:16:46.461731] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-25T20:16:46.461791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-25T20:16:46.474835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-25T20:16:46.475231] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-25T20:16:46.476240] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-25T20:16:46.476299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:46.476332] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:46.476359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:46.476417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:46.544128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:46.544855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:46.544941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:46.544974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:46.679860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:46.680012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:46.680054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:46.680082] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:46.683480] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: UP (p=79.69%)
[2025-12-25T20:16:46.683776] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-25T20:16:46.683911] [INFO ] [sig       ] ATRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:46.821319] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATRA.txt
[2025-12-25T20:16:46.821475] [INFO ] [sig       ] [289/3552] Completed ATRA in 0.4s | 2.83 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-25T20:16:46.821514] [INFO ] [sig       ] [290/3552] Forecasting ATRC...
[2025-12-25T20:16:46.821544] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-25T20:16:46.821592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-25T20:16:46.834006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-25T20:16:46.834369] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-25T20:16:46.835155] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-25T20:16:46.835207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:46.835239] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:46.835265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:46.835323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:46.891034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:46.891802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:46.891885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:46.891917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:47.010207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:47.010354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:47.010393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:47.010422] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:47.013921] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: UP (p=72.70%)
[2025-12-25T20:16:47.014197] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-25T20:16:47.014325] [INFO ] [sig       ] ATRC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:47.154099] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATRC.txt
[2025-12-25T20:16:47.154239] [INFO ] [sig       ] [290/3552] Completed ATRC in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-25T20:16:47.154286] [INFO ] [sig       ] [291/3552] Forecasting ATRO...
[2025-12-25T20:16:47.154317] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-25T20:16:47.154346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-25T20:16:47.167036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-25T20:16:47.167420] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-25T20:16:47.168196] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-25T20:16:47.168248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:47.168279] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:47.168306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:47.168363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:47.224645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:47.225285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:47.225364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:47.225396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:47.348511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:47.348685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:47.348725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:47.348754] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:47.352491] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2025-12-25T20:16:47.352785] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-25T20:16:47.352910] [INFO ] [sig       ] ATRO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:47.491021] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATRO.txt
[2025-12-25T20:16:47.491169] [INFO ] [sig       ] [291/3552] Completed ATRO in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-25T20:16:47.491209] [INFO ] [sig       ] [292/3552] Forecasting ATXS...
[2025-12-25T20:16:47.491240] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-25T20:16:47.491269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-25T20:16:47.503798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-25T20:16:47.504149] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-25T20:16:47.504947] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-25T20:16:47.504998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:47.505029] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:47.505056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:47.505112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:47.561804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:47.562436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:47.562543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:47.562593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:47.683115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:47.683273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:47.683313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:47.683342] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:47.686782] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: UP (p=68.72%)
[2025-12-25T20:16:47.687070] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-25T20:16:47.687218] [INFO ] [sig       ] ATXS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:47.825148] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATXS.txt
[2025-12-25T20:16:47.825299] [INFO ] [sig       ] [292/3552] Completed ATXS in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-25T20:16:47.825339] [INFO ] [sig       ] [293/3552] Forecasting AUB...
[2025-12-25T20:16:47.825368] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-25T20:16:47.825398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-25T20:16:47.838069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-25T20:16:47.838460] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-25T20:16:47.839282] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-25T20:16:47.839342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:47.839374] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:47.839400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:47.839458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:47.898669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:47.899438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:47.899527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:47.899561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:48.015471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:48.015642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:48.015683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:48.015712] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:48.019085] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=55.80%)
[2025-12-25T20:16:48.019363] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-25T20:16:48.019493] [INFO ] [sig       ] AUB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:48.160072] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AUB.txt
[2025-12-25T20:16:48.160228] [INFO ] [sig       ] [293/3552] Completed AUB in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-25T20:16:48.160269] [INFO ] [sig       ] [294/3552] Forecasting AUDC...
[2025-12-25T20:16:48.160298] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-25T20:16:48.160327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-25T20:16:48.207393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-25T20:16:48.208004] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-25T20:16:48.208982] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-25T20:16:48.209034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:48.209094] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:48.209122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:48.209179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:48.265761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:48.266490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:48.266590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:48.266625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:48.385600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:48.385757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:48.385815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:48.385844] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:48.389269] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-25T20:16:48.389551] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-25T20:16:48.389703] [INFO ] [sig       ] AUDC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:48.527958] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AUDC.txt
[2025-12-25T20:16:48.528120] [INFO ] [sig       ] [294/3552] Completed AUDC in 0.4s | 2.83 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-25T20:16:48.528162] [INFO ] [sig       ] [295/3552] Forecasting AUPH...
[2025-12-25T20:16:48.528223] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-25T20:16:48.528254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-25T20:16:48.541212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-25T20:16:48.541709] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-25T20:16:48.542713] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-25T20:16:48.542783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:48.542837] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:48.542872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:48.542947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:48.615978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:48.616858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:48.616947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:48.616980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:48.733654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:48.733809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:48.733850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:48.733880] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:48.737227] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-25T20:16:48.737498] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-25T20:16:48.737642] [INFO ] [sig       ] AUPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:48.876810] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AUPH.txt
[2025-12-25T20:16:48.876967] [INFO ] [sig       ] [295/3552] Completed AUPH in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-25T20:16:48.877009] [INFO ] [sig       ] [296/3552] Forecasting AURA...
[2025-12-25T20:16:48.877039] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-25T20:16:48.877069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-25T20:16:48.888953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-25T20:16:48.889341] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-25T20:16:48.890126] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-25T20:16:48.890178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:48.890210] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:48.890236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:48.890293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:48.949101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:48.949945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:48.950046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:48.950081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:49.074070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:49.074234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:49.074276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:49.074307] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:49.077874] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-25T20:16:49.078188] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-25T20:16:49.078333] [INFO ] [sig       ] AURA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:49.270288] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AURA.txt
[2025-12-25T20:16:49.270527] [INFO ] [sig       ] [296/3552] Completed AURA in 0.4s | 2.83 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-25T20:16:49.270633] [INFO ] [sig       ] [297/3552] Forecasting AUTL...
[2025-12-25T20:16:49.270677] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-25T20:16:49.270718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-25T20:16:49.289811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-25T20:16:49.290339] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-25T20:16:49.291435] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-25T20:16:49.291503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:49.291551] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:49.291618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:49.291713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:49.361662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:49.362677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:49.362773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:49.362807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:49.527477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:49.527707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:49.527766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:49.527807] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:49.532676] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-25T20:16:49.533135] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-25T20:16:49.533340] [INFO ] [sig       ] AUTL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:49.743935] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AUTL.txt
[2025-12-25T20:16:49.744187] [INFO ] [sig       ] [297/3552] Completed AUTL in 0.5s | 2.83 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-25T20:16:49.744252] [INFO ] [sig       ] [298/3552] Forecasting AVA...
[2025-12-25T20:16:49.744302] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-25T20:16:49.744394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-25T20:16:49.763494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-25T20:16:49.764052] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-25T20:16:49.765304] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-25T20:16:49.765382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:49.765461] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:49.765513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:49.765640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:49.849533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:49.850640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:49.850753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:49.850790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:49.986384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:49.986557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:49.986619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:49.986650] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:49.990450] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-25T20:16:49.990835] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-25T20:16:49.991010] [INFO ] [sig       ] AVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:50.182775] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVA.txt
[2025-12-25T20:16:50.182959] [INFO ] [sig       ] [298/3552] Completed AVA in 0.4s | 2.83 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-25T20:16:50.183001] [INFO ] [sig       ] [299/3552] Forecasting AVAH...
[2025-12-25T20:16:50.183034] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-25T20:16:50.183095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-25T20:16:50.208087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-25T20:16:50.208517] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-25T20:16:50.209422] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-25T20:16:50.209477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:50.209545] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:50.209603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:50.209668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:50.279799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:50.280958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:50.281070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:50.281123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:50.415883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:50.416048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:50.416090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:50.416120] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:50.419766] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2025-12-25T20:16:50.420071] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-25T20:16:50.420210] [INFO ] [sig       ] AVAH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:50.569501] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVAH.txt
[2025-12-25T20:16:50.569656] [INFO ] [sig       ] [299/3552] Completed AVAH in 0.4s | 2.83 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-25T20:16:50.569702] [INFO ] [sig       ] [300/3552] Forecasting AVAL...
[2025-12-25T20:16:50.569755] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-25T20:16:50.569787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-25T20:16:50.581731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-25T20:16:50.582086] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-25T20:16:50.582887] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-25T20:16:50.582940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:50.582972] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:50.582999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:50.583070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:50.639534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:50.640323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:50.640406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:50.640439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:50.759494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:50.759660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:50.759703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:50.759732] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:50.763131] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=59.73%)
[2025-12-25T20:16:50.763404] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-25T20:16:50.763543] [INFO ] [sig       ] AVAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:50.902204] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AVAL.txt
[2025-12-25T20:16:50.902345] [INFO ] [sig       ] [300/3552] Completed AVAL in 0.3s | 2.83 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-25T20:16:50.902385] [INFO ] [sig       ] [301/3552] Forecasting AVB...
[2025-12-25T20:16:50.902415] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-25T20:16:50.902444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-25T20:16:50.915889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-25T20:16:50.916256] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-25T20:16:50.917045] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-25T20:16:50.917098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:50.917130] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:50.917158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:50.917216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:50.974926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:50.975811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:50.975896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:50.975931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:51.097420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:51.097595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:51.097641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:51.097671] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:51.101207] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-12-25T20:16:51.101497] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-25T20:16:51.101649] [INFO ] [sig       ] AVB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:51.247408] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVB.txt
[2025-12-25T20:16:51.247618] [INFO ] [sig       ] [301/3552] Completed AVB in 0.3s | 2.83 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-25T20:16:51.247663] [INFO ] [sig       ] [302/3552] Forecasting AVBP...
[2025-12-25T20:16:51.247699] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-25T20:16:51.247731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-25T20:16:51.259974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-25T20:16:51.260339] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-25T20:16:51.261132] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-25T20:16:51.261183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:51.261214] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:51.261240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:51.261297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:51.317441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:51.318152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:51.318231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:51.318263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:51.438202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:51.438355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:51.438394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:51.438458] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:51.441896] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: UP (p=65.03%)
[2025-12-25T20:16:51.442169] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-25T20:16:51.442297] [INFO ] [sig       ] AVBP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:51.581338] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AVBP.txt
[2025-12-25T20:16:51.581480] [INFO ] [sig       ] [302/3552] Completed AVBP in 0.3s | 2.83 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-25T20:16:51.581520] [INFO ] [sig       ] [303/3552] Forecasting AVD...
[2025-12-25T20:16:51.581551] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-25T20:16:51.581601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-25T20:16:51.594237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-25T20:16:51.594590] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-25T20:16:51.595361] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-25T20:16:51.595413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:51.595445] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:51.595472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:51.595530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:51.651607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:51.652286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:51.652366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:51.652398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:51.771308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:51.771461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:51.771503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:51.771533] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:51.775465] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=36.26%)
[2025-12-25T20:16:51.775757] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-25T20:16:51.775889] [INFO ] [sig       ] AVD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:51.920029] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVD.txt
[2025-12-25T20:16:51.920218] [INFO ] [sig       ] [303/3552] Completed AVD in 0.3s | 2.83 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-25T20:16:51.920261] [INFO ] [sig       ] [304/3552] Forecasting AVDL...
[2025-12-25T20:16:51.920293] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-25T20:16:51.920355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-25T20:16:51.934175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-25T20:16:51.934625] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-25T20:16:51.935512] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-25T20:16:51.935568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:51.935652] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:51.935681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:51.935741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:51.992639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:51.993484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:51.993568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:51.993624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:52.121811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:52.121964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:52.122007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:52.122037] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:52.125448] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-12-25T20:16:52.125747] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-25T20:16:52.125881] [INFO ] [sig       ] AVDL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:52.268539] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AVDL.txt
[2025-12-25T20:16:52.268746] [INFO ] [sig       ] [304/3552] Completed AVDL in 0.3s | 2.83 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-25T20:16:52.268823] [INFO ] [sig       ] [305/3552] Forecasting AVGO...
[2025-12-25T20:16:52.268857] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-25T20:16:52.268888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-25T20:16:52.281450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-25T20:16:52.281855] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-25T20:16:52.282660] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-25T20:16:52.282720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:52.282764] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:52.282793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:52.282858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:52.342093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:52.343004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:52.343102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:52.343136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:52.469302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:52.469457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:52.469498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:52.469542] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:52.473079] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-12-25T20:16:52.473372] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-25T20:16:52.473504] [INFO ] [sig       ] AVGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:52.615822] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVGO.txt
[2025-12-25T20:16:52.615977] [INFO ] [sig       ] [305/3552] Completed AVGO in 0.3s | 2.83 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-25T20:16:52.616017] [INFO ] [sig       ] [306/3552] Forecasting AVGX...
[2025-12-25T20:16:52.616046] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-25T20:16:52.616076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-25T20:16:52.628423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-25T20:16:52.628806] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-25T20:16:52.629647] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-25T20:16:52.629714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:52.629749] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:52.629777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:52.629840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:52.689095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:52.689959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:52.690045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:52.690078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:52.814140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:52.814296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:52.814338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:52.814367] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:52.817904] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=23.99%)
[2025-12-25T20:16:52.818189] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-25T20:16:52.818318] [INFO ] [sig       ] AVGX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:52.966170] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVGX.txt
[2025-12-25T20:16:52.966316] [INFO ] [sig       ] [306/3552] Completed AVGX in 0.4s | 2.83 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-25T20:16:52.966357] [INFO ] [sig       ] [307/3552] Forecasting AVK...
[2025-12-25T20:16:52.966387] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-25T20:16:52.966445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-25T20:16:52.978389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-25T20:16:52.978757] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-25T20:16:52.979550] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-25T20:16:52.979620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:52.979653] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:52.979680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:52.979741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:53.038164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:53.039070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:53.039163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:53.039213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:53.160421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:53.160607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:53.160660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:53.160695] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:53.164328] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=72.63%)
[2025-12-25T20:16:53.164656] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-25T20:16:53.164815] [INFO ] [sig       ] AVK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:53.336894] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AVK.txt
[2025-12-25T20:16:53.337123] [INFO ] [sig       ] [307/3552] Completed AVK in 0.4s | 2.83 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-25T20:16:53.337180] [INFO ] [sig       ] [308/3552] Forecasting AVNS...
[2025-12-25T20:16:53.337224] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-25T20:16:53.337267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-25T20:16:53.354654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-25T20:16:53.355119] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-25T20:16:53.356163] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-25T20:16:53.356226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:53.356265] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:53.356298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:53.356379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:53.439325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:53.440227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:53.440313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:53.440345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:53.565298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:53.565460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:53.565502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:53.565531] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:53.569534] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-25T20:16:53.569895] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-25T20:16:53.570037] [INFO ] [sig       ] AVNS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:16:53.715337] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVNS.txt
[2025-12-25T20:16:53.715504] [INFO ] [sig       ] [308/3552] Completed AVNS in 0.4s | 2.83 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-25T20:16:53.715547] [INFO ] [sig       ] [309/3552] Forecasting AVO...
[2025-12-25T20:16:53.715595] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-25T20:16:53.715628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-25T20:16:58.634109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-25T20:16:58.634448] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-25T20:16:58.635238] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-25T20:16:58.635290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:58.635321] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:58.635349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:58.635417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:58.691624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:58.692220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:58.692322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:58.692355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:58.822533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:58.822674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:58.822724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:58.822754] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:58.826129] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=52.84%)
[2025-12-25T20:16:58.826410] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-25T20:16:58.826537] [INFO ] [sig       ] AVO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:58.966207] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AVO.txt
[2025-12-25T20:16:58.966370] [INFO ] [sig       ] [309/3552] Completed AVO in 5.3s | 2.71 sym/s | Total: 1.9m | ETA: 20.0m
[2025-12-25T20:16:58.966415] [INFO ] [sig       ] [310/3552] Forecasting AVTX...
[2025-12-25T20:16:58.966450] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-25T20:16:58.966480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-25T20:16:58.978268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-25T20:16:58.978611] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-25T20:16:58.979651] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-25T20:16:58.979708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:16:58.979740] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:16:58.979766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:16:58.979823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:16:59.035933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:16:59.036552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:16:59.036645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:16:59.036688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:16:59.157294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:16:59.157432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:16:59.157477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:16:59.157506] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:16:59.160845] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: UP (p=63.97%)
[2025-12-25T20:16:59.161118] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-25T20:16:59.161241] [INFO ] [sig       ] AVTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:16:59.299101] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AVTX.txt
[2025-12-25T20:16:59.299229] [INFO ] [sig       ] [310/3552] Completed AVTX in 0.3s | 2.71 sym/s | Total: 1.9m | ETA: 20.0m
[2025-12-25T20:16:59.299268] [INFO ] [sig       ] [311/3552] Forecasting AVXL...
[2025-12-25T20:16:59.299297] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-25T20:16:59.299333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-25T20:17:02.416984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-25T20:17:02.417346] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-25T20:17:02.418133] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-25T20:17:02.418197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:02.418228] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:02.418260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:02.418318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:02.473270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:02.474041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:02.474125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:02.474157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:02.595837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:02.595991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:02.596030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:02.596059] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:02.599460] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=63.36%)
[2025-12-25T20:17:02.599749] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-25T20:17:02.599883] [INFO ] [sig       ] AVXL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:02.737341] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AVXL.txt
[2025-12-25T20:17:02.737485] [INFO ] [sig       ] [311/3552] Completed AVXL in 3.4s | 2.64 sym/s | Total: 2.0m | ETA: 20.5m
[2025-12-25T20:17:02.737525] [INFO ] [sig       ] [312/3552] Forecasting AVY...
[2025-12-25T20:17:02.737610] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-25T20:17:02.737644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-25T20:17:02.750438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-25T20:17:02.751009] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-25T20:17:02.751813] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-25T20:17:02.751864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:02.751897] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:02.751923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:02.751981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:02.809274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:02.810093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:02.810176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:02.810210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:02.928719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:02.928873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:02.928913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:02.928943] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:02.932465] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-25T20:17:02.932772] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-25T20:17:02.932907] [INFO ] [sig       ] AVY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:03.076694] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVY.txt
[2025-12-25T20:17:03.076872] [INFO ] [sig       ] [312/3552] Completed AVY in 0.3s | 2.64 sym/s | Total: 2.0m | ETA: 20.5m
[2025-12-25T20:17:03.076914] [INFO ] [sig       ] [313/3552] Forecasting AWF...
[2025-12-25T20:17:03.076963] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-25T20:17:03.076995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-25T20:17:03.088749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-25T20:17:03.089134] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-25T20:17:03.089961] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-25T20:17:03.090021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:03.090056] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:03.090083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:03.090144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:03.147826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:03.148540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:03.148640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:03.148675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:03.269740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:03.269897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:03.269936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:03.269964] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:03.273343] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=73.10%)
[2025-12-25T20:17:03.273636] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-25T20:17:03.273761] [INFO ] [sig       ] AWF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:03.414545] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AWF.txt
[2025-12-25T20:17:03.414732] [INFO ] [sig       ] [313/3552] Completed AWF in 0.3s | 2.64 sym/s | Total: 2.0m | ETA: 20.5m
[2025-12-25T20:17:03.414775] [INFO ] [sig       ] [314/3552] Forecasting AWI...
[2025-12-25T20:17:03.414806] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-25T20:17:03.414838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-25T20:17:03.427201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-25T20:17:03.427615] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-25T20:17:03.428410] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-25T20:17:03.428466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:03.428498] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:03.428526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:03.428604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:03.485373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:03.486224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:03.486306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:03.486339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:03.610457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:03.610616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:03.610658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:03.610687] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:03.614036] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-12-25T20:17:03.614305] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-25T20:17:03.614427] [INFO ] [sig       ] AWI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:03.753751] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AWI.txt
[2025-12-25T20:17:03.753929] [INFO ] [sig       ] [314/3552] Completed AWI in 0.3s | 2.64 sym/s | Total: 2.0m | ETA: 20.5m
[2025-12-25T20:17:03.753971] [INFO ] [sig       ] [315/3552] Forecasting AWK...
[2025-12-25T20:17:03.753999] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-25T20:17:03.754029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-25T20:17:03.767679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-25T20:17:03.768094] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-25T20:17:03.768939] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-25T20:17:03.768993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:03.769026] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:03.769103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:03.769168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:03.828495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:03.829379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:03.829474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:03.829508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:03.949779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:03.949934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:03.949973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:03.950002] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:03.953338] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=32.19%)
[2025-12-25T20:17:03.953623] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-25T20:17:03.953744] [INFO ] [sig       ] AWK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:04.092905] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AWK.txt
[2025-12-25T20:17:04.093042] [INFO ] [sig       ] [315/3552] Completed AWK in 0.3s | 2.64 sym/s | Total: 2.0m | ETA: 20.4m
[2025-12-25T20:17:04.093080] [INFO ] [sig       ] [316/3552] Forecasting AWP...
[2025-12-25T20:17:04.093111] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-25T20:17:04.093139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-25T20:17:04.106649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-25T20:17:04.106977] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-25T20:17:04.107981] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-25T20:17:04.108033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:04.108091] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:04.108119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:04.108185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:04.165311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:04.165948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:04.166027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:04.166060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:04.286143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:04.286298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:04.286337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:04.286364] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:04.289733] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=17.45%)
[2025-12-25T20:17:04.290032] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-25T20:17:04.290160] [INFO ] [sig       ] AWP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:04.440154] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AWP.txt
[2025-12-25T20:17:04.440316] [INFO ] [sig       ] [316/3552] Completed AWP in 0.3s | 2.64 sym/s | Total: 2.0m | ETA: 20.4m
[2025-12-25T20:17:04.440358] [INFO ] [sig       ] [317/3552] Forecasting AWRE...
[2025-12-25T20:17:04.440388] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-25T20:17:04.440417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-25T20:17:04.452731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-25T20:17:04.453064] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-25T20:17:04.453846] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-25T20:17:04.453911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:04.453950] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:04.453983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:04.454054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:04.511421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:04.512241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:04.512325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:04.512359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:04.622908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:04.623036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:04.623073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:04.623101] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:04.626416] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=79.58%)
[2025-12-25T20:17:04.626704] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-25T20:17:04.626830] [INFO ] [sig       ] AWRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:04.780691] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AWRE.txt
[2025-12-25T20:17:04.780863] [INFO ] [sig       ] [317/3552] Completed AWRE in 0.3s | 2.64 sym/s | Total: 2.0m | ETA: 20.4m
[2025-12-25T20:17:04.780904] [INFO ] [sig       ] [318/3552] Forecasting AXGN...
[2025-12-25T20:17:04.780934] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-25T20:17:04.781002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-25T20:17:04.793413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-25T20:17:04.793792] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-25T20:17:04.794564] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-25T20:17:04.794637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:04.794669] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:04.794697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:04.794755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:04.852998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:04.853853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:04.853936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:04.853968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:04.978265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:04.978413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:04.978470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:04.978500] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:04.981999] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=7.07%)
[2025-12-25T20:17:04.982273] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-25T20:17:04.982400] [INFO ] [sig       ] AXGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:05.126376] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXGN.txt
[2025-12-25T20:17:05.126516] [INFO ] [sig       ] [318/3552] Completed AXGN in 0.3s | 2.64 sym/s | Total: 2.0m | ETA: 20.4m
[2025-12-25T20:17:05.126559] [INFO ] [sig       ] [319/3552] Forecasting AXL...
[2025-12-25T20:17:05.126609] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-25T20:17:05.126666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-25T20:17:05.138395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-25T20:17:05.138756] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-25T20:17:05.139565] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-25T20:17:05.139638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:05.139672] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:05.139702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:05.139761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:05.200972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:05.201978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:05.202076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:05.202111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:05.324052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:05.324208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:05.324249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:05.324328] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:05.327778] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=8.76%)
[2025-12-25T20:17:05.328052] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-25T20:17:05.328180] [INFO ] [sig       ] AXL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:05.466931] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXL.txt
[2025-12-25T20:17:05.467072] [INFO ] [sig       ] [319/3552] Completed AXL in 0.3s | 2.64 sym/s | Total: 2.0m | ETA: 20.4m
[2025-12-25T20:17:05.467113] [INFO ] [sig       ] [320/3552] Forecasting AXON...
[2025-12-25T20:17:05.467166] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-25T20:17:05.467199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-25T20:17:05.479932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-25T20:17:05.480310] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-25T20:17:05.481138] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-25T20:17:05.481190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:05.481222] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:05.481248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:05.481306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:05.537147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:05.537902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:05.537982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:05.538014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:05.654752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:05.654915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:05.654956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:05.654986] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:05.658364] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=32.78%)
[2025-12-25T20:17:05.658655] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-25T20:17:05.658786] [INFO ] [sig       ] AXON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:05.796627] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXON.txt
[2025-12-25T20:17:05.796778] [INFO ] [sig       ] [320/3552] Completed AXON in 0.3s | 2.64 sym/s | Total: 2.0m | ETA: 20.4m
[2025-12-25T20:17:05.796842] [INFO ] [sig       ] [321/3552] Forecasting AXP...
[2025-12-25T20:17:05.796875] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-25T20:17:05.796908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-25T20:17:05.809673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-25T20:17:05.810078] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-25T20:17:05.810929] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-25T20:17:05.810994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:05.811033] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:05.811061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:05.811121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:05.868979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:05.869938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:05.870050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:05.870083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:05.992265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:05.992421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:05.992459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:05.992488] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:05.995856] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=6.14%)
[2025-12-25T20:17:05.996130] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-25T20:17:05.996254] [INFO ] [sig       ] AXP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:06.146128] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXP.txt
[2025-12-25T20:17:06.146265] [INFO ] [sig       ] [321/3552] Completed AXP in 0.3s | 2.64 sym/s | Total: 2.0m | ETA: 20.4m
[2025-12-25T20:17:06.146305] [INFO ] [sig       ] [322/3552] Forecasting AXS...
[2025-12-25T20:17:06.146334] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-25T20:17:06.146365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-25T20:17:06.158863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-25T20:17:06.159214] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-25T20:17:06.160080] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-25T20:17:06.160133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:06.160174] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:06.160202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:06.160260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:06.222307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:06.223310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:06.223402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:06.223436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:06.348464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:06.348630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:06.348670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:06.348698] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:06.352457] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=44.26%)
[2025-12-25T20:17:06.352760] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-25T20:17:06.352895] [INFO ] [sig       ] AXS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:06.493355] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXS.txt
[2025-12-25T20:17:06.493502] [INFO ] [sig       ] [322/3552] Completed AXS in 0.3s | 2.65 sym/s | Total: 2.0m | ETA: 20.4m
[2025-12-25T20:17:06.493544] [INFO ] [sig       ] [323/3552] Forecasting AXSM...
[2025-12-25T20:17:06.493593] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-25T20:17:06.493626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-25T20:17:06.505566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-25T20:17:06.505950] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-25T20:17:06.506742] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-25T20:17:06.506794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:06.506825] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:06.506852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:06.506911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:06.579399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:06.580280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:06.580367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:06.580399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:06.702702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:06.702861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:06.702905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:06.702935] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:06.706545] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=14.34%)
[2025-12-25T20:17:06.706882] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-25T20:17:06.707034] [INFO ] [sig       ] AXSM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:06.846254] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXSM.txt
[2025-12-25T20:17:06.846418] [INFO ] [sig       ] [323/3552] Completed AXSM in 0.4s | 2.65 sym/s | Total: 2.0m | ETA: 20.3m
[2025-12-25T20:17:06.846461] [INFO ] [sig       ] [324/3552] Forecasting AXTA...
[2025-12-25T20:17:06.846521] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-25T20:17:06.846551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-25T20:17:06.859173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-25T20:17:06.859602] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-25T20:17:06.860396] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-25T20:17:06.860450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:06.860482] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:06.860510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:06.860569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:06.917287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:06.917926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:06.918003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:06.918035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:07.044177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:07.044342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:07.044381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:07.044410] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:07.048010] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2025-12-25T20:17:07.048297] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-25T20:17:07.048433] [INFO ] [sig       ] AXTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:07.187554] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXTA.txt
[2025-12-25T20:17:07.187718] [INFO ] [sig       ] [324/3552] Completed AXTA in 0.3s | 2.65 sym/s | Total: 2.0m | ETA: 20.3m
[2025-12-25T20:17:07.187759] [INFO ] [sig       ] [325/3552] Forecasting AXTI...
[2025-12-25T20:17:07.187789] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-25T20:17:07.187819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-25T20:17:07.200649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-25T20:17:07.200979] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-25T20:17:07.201758] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-25T20:17:07.201811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:07.201842] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:07.201869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:07.201932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:07.261174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:07.262033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:07.262114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:07.262146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:07.386667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:07.386826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:07.386866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:07.386894] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:07.390299] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: DOWN (p=21.30%)
[2025-12-25T20:17:07.390608] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-25T20:17:07.390745] [INFO ] [sig       ] AXTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:07.531443] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXTI.txt
[2025-12-25T20:17:07.531618] [INFO ] [sig       ] [325/3552] Completed AXTI in 0.3s | 2.65 sym/s | Total: 2.0m | ETA: 20.3m
[2025-12-25T20:17:07.531660] [INFO ] [sig       ] [326/3552] Forecasting AYI...
[2025-12-25T20:17:07.531722] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-25T20:17:07.531763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-25T20:17:07.543936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-25T20:17:07.544283] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-25T20:17:07.545068] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-25T20:17:07.545292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:07.545325] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:07.545352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:07.545409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:07.602315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:07.603053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:07.603200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:07.603234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:07.729421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:07.729596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:07.729638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:07.729667] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:07.733160] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=34.95%)
[2025-12-25T20:17:07.733436] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-25T20:17:07.733596] [INFO ] [sig       ] AYI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:07.872803] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AYI.txt
[2025-12-25T20:17:07.872942] [INFO ] [sig       ] [326/3552] Completed AYI in 0.3s | 2.65 sym/s | Total: 2.1m | ETA: 20.3m
[2025-12-25T20:17:07.872983] [INFO ] [sig       ] [327/3552] Forecasting AZ...
[2025-12-25T20:17:07.873022] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-25T20:17:07.873052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-25T20:17:07.886257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-25T20:17:07.886771] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-25T20:17:07.887599] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-25T20:17:07.887652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:07.887684] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:07.887710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:07.887768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:07.944196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:07.944919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:07.945019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:07.945055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:08.069007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:08.069268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:08.069317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:08.069346] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:08.073250] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=58.79%)
[2025-12-25T20:17:08.073549] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-25T20:17:08.073705] [INFO ] [sig       ] AZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:08.222594] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AZ.txt
[2025-12-25T20:17:08.222771] [INFO ] [sig       ] [327/3552] Completed AZ in 0.3s | 2.65 sym/s | Total: 2.1m | ETA: 20.3m
[2025-12-25T20:17:08.222813] [INFO ] [sig       ] [328/3552] Forecasting AZN...
[2025-12-25T20:17:08.222844] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-25T20:17:08.222906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-25T20:17:08.235049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-25T20:17:08.235447] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-25T20:17:08.236247] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-25T20:17:08.236300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:08.236331] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:08.236357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:08.236419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:08.293435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:08.294346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:08.294435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:08.294470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:08.420299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:08.420465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:08.420507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:08.420536] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:08.424066] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-25T20:17:08.424406] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-25T20:17:08.424554] [INFO ] [sig       ] AZN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:08.569811] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AZN.txt
[2025-12-25T20:17:08.569990] [INFO ] [sig       ] [328/3552] Completed AZN in 0.3s | 2.65 sym/s | Total: 2.1m | ETA: 20.3m
[2025-12-25T20:17:08.570034] [INFO ] [sig       ] [329/3552] Forecasting AZO...
[2025-12-25T20:17:08.570063] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-25T20:17:08.570093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-25T20:17:08.583539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-25T20:17:08.584039] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-25T20:17:08.585058] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-25T20:17:08.585128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:08.585163] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:08.585192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:08.585253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:08.645175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:08.646090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:08.646188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:08.646223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:08.775188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:08.775372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:08.775415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:08.775466] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:08.779324] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=23.52%)
[2025-12-25T20:17:08.779722] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-25T20:17:08.779873] [INFO ] [sig       ] AZO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:08.925023] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AZO.txt
[2025-12-25T20:17:08.925229] [INFO ] [sig       ] [329/3552] Completed AZO in 0.4s | 2.65 sym/s | Total: 2.1m | ETA: 20.3m
[2025-12-25T20:17:08.925272] [INFO ] [sig       ] [330/3552] Forecasting AZTA...
[2025-12-25T20:17:08.925346] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-25T20:17:08.925407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-25T20:17:08.938193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-25T20:17:08.938643] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-25T20:17:08.939608] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-25T20:17:08.939667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:08.939700] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:08.939727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:08.939786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:08.998100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:08.999092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:08.999191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:08.999226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:09.125222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:09.125387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:09.125428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:09.125457] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:09.129073] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=28.40%)
[2025-12-25T20:17:09.129420] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-25T20:17:09.129594] [INFO ] [sig       ] AZTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:09.275523] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AZTA.txt
[2025-12-25T20:17:09.275710] [INFO ] [sig       ] [330/3552] Completed AZTA in 0.4s | 2.65 sym/s | Total: 2.1m | ETA: 20.3m
[2025-12-25T20:17:09.275750] [INFO ] [sig       ] [331/3552] Forecasting AZZ...
[2025-12-25T20:17:09.275782] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-25T20:17:09.275813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-25T20:17:09.288547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-25T20:17:09.288965] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-25T20:17:09.289820] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-25T20:17:09.289875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:09.289908] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:09.289937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:09.289997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:09.348243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:09.349157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:09.349247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:09.349300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:09.474118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:09.474291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:09.474340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:09.474371] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:09.478174] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-25T20:17:09.478451] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-25T20:17:09.478596] [INFO ] [sig       ] AZZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:09.620721] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AZZ.txt
[2025-12-25T20:17:09.620921] [INFO ] [sig       ] [331/3552] Completed AZZ in 0.3s | 2.65 sym/s | Total: 2.1m | ETA: 20.3m
[2025-12-25T20:17:09.620964] [INFO ] [sig       ] [332/3552] Forecasting BA...
[2025-12-25T20:17:09.621002] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-25T20:17:09.621057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-25T20:17:09.634039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-25T20:17:09.634406] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-25T20:17:09.635270] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-25T20:17:09.635324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:09.635355] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:09.635382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:09.635439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:09.692219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:09.693094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:09.693179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:09.693213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:09.815940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:09.816093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:09.816132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:09.816162] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:09.819686] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-12-25T20:17:09.819972] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-25T20:17:09.820108] [INFO ] [sig       ] BA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:09.958062] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BA.txt
[2025-12-25T20:17:09.958247] [INFO ] [sig       ] [332/3552] Completed BA in 0.3s | 2.65 sym/s | Total: 2.1m | ETA: 20.2m
[2025-12-25T20:17:09.958290] [INFO ] [sig       ] [333/3552] Forecasting BABA...
[2025-12-25T20:17:09.958319] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-25T20:17:09.958349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-25T20:17:09.971507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-25T20:17:09.971988] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-25T20:17:09.972805] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-25T20:17:09.972858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:09.972957] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:09.973007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:09.973105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:10.031274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:10.032261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:10.032375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:10.032408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:10.157803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:10.157962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:10.158004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:10.158039] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:10.161676] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=37.03%)
[2025-12-25T20:17:10.161991] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-25T20:17:10.162132] [INFO ] [sig       ] BABA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:10.311223] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BABA.txt
[2025-12-25T20:17:10.311403] [INFO ] [sig       ] [333/3552] Completed BABA in 0.4s | 2.65 sym/s | Total: 2.1m | ETA: 20.2m
[2025-12-25T20:17:10.311444] [INFO ] [sig       ] [334/3552] Forecasting BABX...
[2025-12-25T20:17:10.311475] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-25T20:17:10.311503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-25T20:17:10.324396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-25T20:17:10.324847] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-25T20:17:10.325686] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-25T20:17:10.325740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:10.325771] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:10.325798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:10.325856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:10.383397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:10.384322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:10.384442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:10.384476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:10.507442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:10.507623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:10.507672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:10.507702] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:10.511162] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2025-12-25T20:17:10.511449] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-25T20:17:10.511619] [INFO ] [sig       ] BABX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:10.653964] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BABX.txt
[2025-12-25T20:17:10.654154] [INFO ] [sig       ] [334/3552] Completed BABX in 0.3s | 2.65 sym/s | Total: 2.1m | ETA: 20.2m
[2025-12-25T20:17:10.654197] [INFO ] [sig       ] [335/3552] Forecasting BAC...
[2025-12-25T20:17:10.654228] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-25T20:17:10.654258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-25T20:17:10.667022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-25T20:17:10.667421] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-25T20:17:10.668234] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-25T20:17:10.668298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:10.668331] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:10.668357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:10.668418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:10.724165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:10.724907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:10.724988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:10.725020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:10.847324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:10.847478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:10.847517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:10.847545] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:10.850952] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-12-25T20:17:10.851248] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-25T20:17:10.851379] [INFO ] [sig       ] BAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:10.990076] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BAC.txt
[2025-12-25T20:17:10.990199] [INFO ] [sig       ] [335/3552] Completed BAC in 0.3s | 2.65 sym/s | Total: 2.1m | ETA: 20.2m
[2025-12-25T20:17:10.990238] [INFO ] [sig       ] [336/3552] Forecasting BAH...
[2025-12-25T20:17:10.990267] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-25T20:17:10.990296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-25T20:17:11.002692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-25T20:17:11.003029] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-25T20:17:11.003865] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-25T20:17:11.003921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:11.003955] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:11.003982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:11.004042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:11.060795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:11.061401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:11.061480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:11.061511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:11.189422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:11.189586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:11.189626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:11.189695] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:11.193627] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-25T20:17:11.193916] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-25T20:17:11.194047] [INFO ] [sig       ] BAH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:11.335233] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BAH.txt
[2025-12-25T20:17:11.335371] [INFO ] [sig       ] [336/3552] Completed BAH in 0.3s | 2.65 sym/s | Total: 2.1m | ETA: 20.2m
[2025-12-25T20:17:11.335410] [INFO ] [sig       ] [337/3552] Forecasting BAK...
[2025-12-25T20:17:11.335440] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-25T20:17:11.335470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-25T20:17:11.348109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-25T20:17:11.348480] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-25T20:17:11.349338] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-25T20:17:11.349392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:11.349423] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:11.349449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:11.349506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:11.407773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:11.408633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:11.408719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:11.408753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:11.530601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:11.530757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:11.530798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:11.530829] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:11.534260] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2025-12-25T20:17:11.534539] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-25T20:17:11.534688] [INFO ] [sig       ] BAK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:11.677672] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BAK.txt
[2025-12-25T20:17:11.677832] [INFO ] [sig       ] [337/3552] Completed BAK in 0.3s | 2.66 sym/s | Total: 2.1m | ETA: 20.2m
[2025-12-25T20:17:11.677872] [INFO ] [sig       ] [338/3552] Forecasting BALL...
[2025-12-25T20:17:11.677902] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-25T20:17:11.677969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-25T20:17:11.690429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-25T20:17:11.690819] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-25T20:17:11.691627] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-25T20:17:11.691681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:11.691716] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:11.691744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:11.691806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:11.748190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:11.749131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:11.749218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:11.749251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:11.870454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:11.870627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:11.870671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:11.870702] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:11.874152] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=29.22%)
[2025-12-25T20:17:11.874431] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-25T20:17:11.874564] [INFO ] [sig       ] BALL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:12.017052] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BALL.txt
[2025-12-25T20:17:12.017197] [INFO ] [sig       ] [338/3552] Completed BALL in 0.3s | 2.66 sym/s | Total: 2.1m | ETA: 20.2m
[2025-12-25T20:17:12.017239] [INFO ] [sig       ] [339/3552] Forecasting BAM...
[2025-12-25T20:17:12.017268] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-25T20:17:12.017302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-25T20:17:12.030450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-25T20:17:12.030902] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-25T20:17:12.031726] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-25T20:17:12.031782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:12.031823] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:12.031850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:12.031911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:12.088709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:12.089473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:12.089558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:12.089608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:12.209643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:12.209792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:12.209831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:12.209859] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:12.213195] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=86.89%)
[2025-12-25T20:17:12.213467] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-25T20:17:12.213607] [INFO ] [sig       ] BAM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:12.351518] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BAM.txt
[2025-12-25T20:17:12.351662] [INFO ] [sig       ] [339/3552] Completed BAM in 0.3s | 2.66 sym/s | Total: 2.1m | ETA: 20.2m
[2025-12-25T20:17:12.351702] [INFO ] [sig       ] [340/3552] Forecasting BANC...
[2025-12-25T20:17:12.351736] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-25T20:17:12.351764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-25T20:17:12.364545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-25T20:17:12.364925] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-25T20:17:12.365748] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-25T20:17:12.365803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:12.365837] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:12.365866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:12.365927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:12.421539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:12.422190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:12.422270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:12.422301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:12.546164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:12.546308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:12.546348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:12.546377] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:12.549805] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=32.87%)
[2025-12-25T20:17:12.550109] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-25T20:17:12.550235] [INFO ] [sig       ] BANC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:12.693874] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BANC.txt
[2025-12-25T20:17:12.694004] [INFO ] [sig       ] [340/3552] Completed BANC in 0.3s | 2.66 sym/s | Total: 2.1m | ETA: 20.1m
[2025-12-25T20:17:12.694044] [INFO ] [sig       ] [341/3552] Forecasting BAND...
[2025-12-25T20:17:12.694073] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-25T20:17:12.694102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-25T20:17:12.707601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-25T20:17:12.707990] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-25T20:17:12.708828] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-25T20:17:12.708882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:12.708915] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:12.708945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:12.709004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:12.765612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:12.766275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:12.766358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:12.766392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:12.889353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:12.889500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:12.889538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:12.889566] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:12.892929] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=69.31%)
[2025-12-25T20:17:12.893201] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-25T20:17:12.893324] [INFO ] [sig       ] BAND: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:13.033396] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BAND.txt
[2025-12-25T20:17:13.033562] [INFO ] [sig       ] [341/3552] Completed BAND in 0.3s | 2.66 sym/s | Total: 2.1m | ETA: 20.1m
[2025-12-25T20:17:13.033625] [INFO ] [sig       ] [342/3552] Forecasting BANF...
[2025-12-25T20:17:13.033655] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-25T20:17:13.033717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-25T20:17:13.046685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-25T20:17:13.047029] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-25T20:17:13.047854] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-25T20:17:13.047907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:13.047939] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:13.047966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:13.048024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:13.103750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:13.104347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:13.104426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:13.104457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:13.222889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:13.223030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:13.223088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:13.223120] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:13.226494] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-12-25T20:17:13.226793] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-25T20:17:13.226944] [INFO ] [sig       ] BANF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:13.366002] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BANF.txt
[2025-12-25T20:17:13.366135] [INFO ] [sig       ] [342/3552] Completed BANF in 0.3s | 2.66 sym/s | Total: 2.1m | ETA: 20.1m
[2025-12-25T20:17:13.366174] [INFO ] [sig       ] [343/3552] Forecasting BANX...
[2025-12-25T20:17:13.366204] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-25T20:17:13.366233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-25T20:17:13.378789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-25T20:17:13.379160] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-25T20:17:13.379965] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-25T20:17:13.380020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:13.380053] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:13.380083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:13.380144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:13.439525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:13.440274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:13.440399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:13.440448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:13.554327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:13.554486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:13.554539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:13.554585] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:13.557926] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=25.34%)
[2025-12-25T20:17:13.558199] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-25T20:17:13.558327] [INFO ] [sig       ] BANX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:13.698406] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BANX.txt
[2025-12-25T20:17:13.698550] [INFO ] [sig       ] [343/3552] Completed BANX in 0.3s | 2.66 sym/s | Total: 2.1m | ETA: 20.1m
[2025-12-25T20:17:13.698608] [INFO ] [sig       ] [344/3552] Forecasting BAP...
[2025-12-25T20:17:13.698640] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-25T20:17:13.698670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-25T20:17:13.712886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-25T20:17:13.713251] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-25T20:17:13.714077] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-25T20:17:13.714131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:13.714164] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:13.714193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:13.714252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:13.770420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:13.771144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:13.771236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:13.771268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:13.887531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:13.887690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:13.887732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:13.887762] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:13.891318] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=30.22%)
[2025-12-25T20:17:13.891604] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-25T20:17:13.891733] [INFO ] [sig       ] BAP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:14.032845] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BAP.txt
[2025-12-25T20:17:14.032987] [INFO ] [sig       ] [344/3552] Completed BAP in 0.3s | 2.66 sym/s | Total: 2.2m | ETA: 20.1m
[2025-12-25T20:17:14.033028] [INFO ] [sig       ] [345/3552] Forecasting BATRA...
[2025-12-25T20:17:14.033057] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-25T20:17:14.033091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-25T20:17:14.044984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-25T20:17:14.045387] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-25T20:17:14.046179] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-25T20:17:14.046232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:14.046264] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:14.046290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:14.046348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:14.102372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:14.103122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:14.103210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:14.103244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:14.223691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:14.223854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:14.223894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:14.223922] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:14.227372] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=14.35%)
[2025-12-25T20:17:14.227687] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-25T20:17:14.227824] [INFO ] [sig       ] BATRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:14.369264] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BATRA.txt
[2025-12-25T20:17:14.369446] [INFO ] [sig       ] [345/3552] Completed BATRA in 0.3s | 2.66 sym/s | Total: 2.2m | ETA: 20.1m
[2025-12-25T20:17:14.369485] [INFO ] [sig       ] [346/3552] Forecasting BATRK...
[2025-12-25T20:17:14.369515] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-25T20:17:14.369545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-25T20:17:14.382423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-25T20:17:14.382867] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-25T20:17:14.383666] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-25T20:17:14.383718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:14.383761] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:14.383788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:14.383845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:14.441849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:14.442872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:14.442963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:14.442996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:14.566997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:14.567161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:14.567202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:14.567230] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:14.570634] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=9.45%)
[2025-12-25T20:17:14.570913] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-25T20:17:14.571044] [INFO ] [sig       ] BATRK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:14.711130] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BATRK.txt
[2025-12-25T20:17:14.711311] [INFO ] [sig       ] [346/3552] Completed BATRK in 0.3s | 2.66 sym/s | Total: 2.2m | ETA: 20.1m
[2025-12-25T20:17:14.711352] [INFO ] [sig       ] [347/3552] Forecasting BAX...
[2025-12-25T20:17:14.711383] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-25T20:17:14.711413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-25T20:17:14.724440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-25T20:17:14.724866] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-25T20:17:14.725670] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-25T20:17:14.725722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:14.725753] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:14.725779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:14.725837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:14.781794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:14.782666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:14.782752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:14.782784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:14.901214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:14.901378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:14.901416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:14.901444] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:14.904840] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=20.05%)
[2025-12-25T20:17:14.905118] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-25T20:17:14.905248] [INFO ] [sig       ] BAX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:15.043947] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BAX.txt
[2025-12-25T20:17:15.044094] [INFO ] [sig       ] [347/3552] Completed BAX in 0.3s | 2.66 sym/s | Total: 2.2m | ETA: 20.1m
[2025-12-25T20:17:15.044136] [INFO ] [sig       ] [348/3552] Forecasting BB...
[2025-12-25T20:17:15.044169] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-25T20:17:15.044199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-25T20:17:15.060773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-25T20:17:15.061126] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-25T20:17:15.061914] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-25T20:17:15.061966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:15.061997] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:15.062024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:15.062082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:15.118203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:15.118838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:15.118917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:15.118950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:15.240658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:15.240788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:15.240828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:15.240856] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:15.244211] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=75.58%)
[2025-12-25T20:17:15.244485] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-25T20:17:15.244629] [INFO ] [sig       ] BB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:15.389212] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BB.txt
[2025-12-25T20:17:15.389346] [INFO ] [sig       ] [348/3552] Completed BB in 0.3s | 2.66 sym/s | Total: 2.2m | ETA: 20.0m
[2025-12-25T20:17:15.389393] [INFO ] [sig       ] [349/3552] Forecasting BBAI...
[2025-12-25T20:17:15.389422] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-25T20:17:15.389451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-25T20:17:15.402499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-25T20:17:15.402843] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-25T20:17:15.403618] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-25T20:17:15.403670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:15.403701] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:15.403728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:15.403792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:15.461962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:15.462634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:15.462713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:15.462745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:15.584488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:15.584657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:15.584699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:15.584727] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:15.588048] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-12-25T20:17:15.588314] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-25T20:17:15.588441] [INFO ] [sig       ] BBAI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:15.730095] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BBAI.txt
[2025-12-25T20:17:15.730292] [INFO ] [sig       ] [349/3552] Completed BBAI in 0.3s | 2.66 sym/s | Total: 2.2m | ETA: 20.0m
[2025-12-25T20:17:15.730370] [INFO ] [sig       ] [350/3552] Forecasting BBCP...
[2025-12-25T20:17:15.730403] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-25T20:17:15.730433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-25T20:17:15.743847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-25T20:17:15.744291] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-25T20:17:15.745348] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-25T20:17:15.745429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:15.745462] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:15.745489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:15.745550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:15.801560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:15.802190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:15.802273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:15.802304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:15.928561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:15.928736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:15.928777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:15.928804] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:15.932198] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: DOWN (p=20.23%)
[2025-12-25T20:17:15.932467] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-25T20:17:15.932617] [INFO ] [sig       ] BBCP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:16.070748] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BBCP.txt
[2025-12-25T20:17:16.070895] [INFO ] [sig       ] [350/3552] Completed BBCP in 0.3s | 2.67 sym/s | Total: 2.2m | ETA: 20.0m
[2025-12-25T20:17:16.070934] [INFO ] [sig       ] [351/3552] Forecasting BBD...
[2025-12-25T20:17:16.070966] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-25T20:17:16.070996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-25T20:17:16.083465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-25T20:17:16.083880] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-25T20:17:16.084655] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-25T20:17:16.084707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:16.084738] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:16.084765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:16.084823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:16.141549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:16.142236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:16.142315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:16.142347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:16.265068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:16.265237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:16.265279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:16.265316] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:16.268822] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-25T20:17:16.269149] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-25T20:17:16.269301] [INFO ] [sig       ] BBD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:16.410032] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BBD.txt
[2025-12-25T20:17:16.410203] [INFO ] [sig       ] [351/3552] Completed BBD in 0.3s | 2.67 sym/s | Total: 2.2m | ETA: 20.0m
[2025-12-25T20:17:16.410244] [INFO ] [sig       ] [352/3552] Forecasting BBDO...
[2025-12-25T20:17:16.410273] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-25T20:17:16.410303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-25T20:17:16.422947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-25T20:17:16.423342] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-25T20:17:16.424133] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-25T20:17:16.424185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:16.424216] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:16.424242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:16.424298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:16.480890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:16.481802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:16.481894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:16.481927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:16.612475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:16.612702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:16.612776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:16.612806] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:16.616795] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-12-25T20:17:16.617148] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-25T20:17:16.617315] [INFO ] [sig       ] BBDO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:16.759087] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BBDO.txt
[2025-12-25T20:17:16.759257] [INFO ] [sig       ] [352/3552] Completed BBDO in 0.3s | 2.67 sym/s | Total: 2.2m | ETA: 20.0m
[2025-12-25T20:17:16.759301] [INFO ] [sig       ] [353/3552] Forecasting BBH...
[2025-12-25T20:17:16.759332] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-25T20:17:16.759397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-25T20:17:16.772215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-25T20:17:16.772615] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-25T20:17:16.773437] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-25T20:17:16.773490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:16.773521] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:16.773547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:16.773620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:16.830763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:16.831762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:16.831849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:16.831883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:16.938709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:16.938873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:16.938961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:16.939012] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:16.942551] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-12-25T20:17:16.942848] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-25T20:17:16.942977] [INFO ] [sig       ] BBH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:17.083081] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BBH.txt
[2025-12-25T20:17:17.083251] [INFO ] [sig       ] [353/3552] Completed BBH in 0.3s | 2.67 sym/s | Total: 2.2m | ETA: 20.0m
[2025-12-25T20:17:17.083302] [INFO ] [sig       ] [354/3552] Forecasting BBIO...
[2025-12-25T20:17:17.083340] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-25T20:17:17.083373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-25T20:17:17.096184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-25T20:17:17.096540] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-25T20:17:17.097337] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-25T20:17:17.097390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:17.097420] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:17.097446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:17.097503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:17.153189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:17.153815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:17.153894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:17.153926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:17.274244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:17.274374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:17.274412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:17.274440] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:17.277709] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-12-25T20:17:17.277976] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-25T20:17:17.278098] [INFO ] [sig       ] BBIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:17.415182] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BBIO.txt
[2025-12-25T20:17:17.415322] [INFO ] [sig       ] [354/3552] Completed BBIO in 0.3s | 2.67 sym/s | Total: 2.2m | ETA: 20.0m
[2025-12-25T20:17:17.415364] [INFO ] [sig       ] [355/3552] Forecasting BBLG...
[2025-12-25T20:17:17.415400] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-25T20:17:17.415429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-25T20:17:17.427712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-25T20:17:17.428073] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-25T20:17:17.428880] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-25T20:17:17.428933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:17.428964] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:17.428991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:17.429048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:17.486141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:17.487063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:17.487174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:17.487209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:17.606300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:17.606468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:17.606510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:17.606539] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:17.610068] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=70.83%)
[2025-12-25T20:17:17.610396] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-25T20:17:17.610537] [INFO ] [sig       ] BBLG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:17.756188] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BBLG.txt
[2025-12-25T20:17:17.756367] [INFO ] [sig       ] [355/3552] Completed BBLG in 0.3s | 2.67 sym/s | Total: 2.2m | ETA: 20.0m
[2025-12-25T20:17:17.756410] [INFO ] [sig       ] [356/3552] Forecasting BBN...
[2025-12-25T20:17:17.756442] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-25T20:17:17.756472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-25T20:17:17.769941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-25T20:17:17.770324] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-25T20:17:17.771109] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-25T20:17:17.771161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:17.771195] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:17.771222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:17.771279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:17.830161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:17.830998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:17.831082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:17.831115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:17.952533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:17.952706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:17.952746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:17.952774] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:17.956129] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-25T20:17:17.956411] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-25T20:17:17.956544] [INFO ] [sig       ] BBN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:18.098088] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BBN.txt
[2025-12-25T20:17:18.098225] [INFO ] [sig       ] [356/3552] Completed BBN in 0.3s | 2.67 sym/s | Total: 2.2m | ETA: 20.0m
[2025-12-25T20:17:18.098265] [INFO ] [sig       ] [357/3552] Forecasting BBSI...
[2025-12-25T20:17:18.098295] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-25T20:17:18.098352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-25T20:17:18.111382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-25T20:17:18.111747] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-25T20:17:18.112514] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-25T20:17:18.112567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:18.112623] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:18.112661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:18.112720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:18.169542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:18.170148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:18.170226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:18.170259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:18.291340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:18.291483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:18.291524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:18.291552] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:18.294874] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=50.20%)
[2025-12-25T20:17:18.295143] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-25T20:17:18.295274] [INFO ] [sig       ] BBSI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:18.431499] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BBSI.txt
[2025-12-25T20:17:18.431651] [INFO ] [sig       ] [357/3552] Completed BBSI in 0.3s | 2.67 sym/s | Total: 2.2m | ETA: 19.9m
[2025-12-25T20:17:18.431693] [INFO ] [sig       ] [358/3552] Forecasting BBUC...
[2025-12-25T20:17:18.431724] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-25T20:17:18.431754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-25T20:17:18.443190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-25T20:17:18.443531] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-25T20:17:18.444311] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-25T20:17:18.444363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:18.444394] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:18.444420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:18.444478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:18.501017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:18.501678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:18.501756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:18.501788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:18.622128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:18.622268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:18.622308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:18.622337] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:18.625661] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=51.26%)
[2025-12-25T20:17:18.625928] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-25T20:17:18.626053] [INFO ] [sig       ] BBUC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:18.763941] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BBUC.txt
[2025-12-25T20:17:18.764059] [INFO ] [sig       ] [358/3552] Completed BBUC in 0.3s | 2.67 sym/s | Total: 2.2m | ETA: 19.9m
[2025-12-25T20:17:18.764097] [INFO ] [sig       ] [359/3552] Forecasting BBVA...
[2025-12-25T20:17:18.764125] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-25T20:17:18.764155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-25T20:17:18.776147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-25T20:17:18.776479] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-25T20:17:18.777266] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-25T20:17:18.777318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:18.777349] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:18.777376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:18.777433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:18.833256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:18.833867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:18.833946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:18.833978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:18.955250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:18.955375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:18.955412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:18.955439] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:18.958841] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-12-25T20:17:18.959123] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-25T20:17:18.959250] [INFO ] [sig       ] BBVA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:19.100588] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BBVA.txt
[2025-12-25T20:17:19.100739] [INFO ] [sig       ] [359/3552] Completed BBVA in 0.3s | 2.67 sym/s | Total: 2.2m | ETA: 19.9m
[2025-12-25T20:17:19.100779] [INFO ] [sig       ] [360/3552] Forecasting BBWI...
[2025-12-25T20:17:19.100808] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-25T20:17:19.100843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-25T20:17:19.118622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-25T20:17:19.118947] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-25T20:17:19.119770] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-25T20:17:19.119822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:19.119853] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:19.119880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:19.119937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:19.175537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:19.176146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:19.176225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:19.176257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:19.296805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:19.296949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:19.296989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:19.297017] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:19.300368] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-12-25T20:17:19.300654] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-25T20:17:19.300776] [INFO ] [sig       ] BBWI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:19.438781] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BBWI.txt
[2025-12-25T20:17:19.438907] [INFO ] [sig       ] [360/3552] Completed BBWI in 0.3s | 2.67 sym/s | Total: 2.2m | ETA: 19.9m
[2025-12-25T20:17:19.438947] [INFO ] [sig       ] [361/3552] Forecasting BBY...
[2025-12-25T20:17:19.438976] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-25T20:17:19.439011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-25T20:17:19.450658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-25T20:17:19.450979] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-25T20:17:19.451762] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-25T20:17:19.451814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:19.451845] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:19.451872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:19.451929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:19.508192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:19.508820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:19.508900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:19.508932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:19.630790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:19.630935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:19.630975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:19.631003] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:19.634485] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=41.48%)
[2025-12-25T20:17:19.634769] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-25T20:17:19.634892] [INFO ] [sig       ] BBY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:19.772850] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BBY.txt
[2025-12-25T20:17:19.773019] [INFO ] [sig       ] [361/3552] Completed BBY in 0.3s | 2.67 sym/s | Total: 2.3m | ETA: 19.9m
[2025-12-25T20:17:19.773072] [INFO ] [sig       ] [362/3552] Forecasting BC...
[2025-12-25T20:17:19.773106] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-25T20:17:19.773181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-25T20:17:19.784661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-25T20:17:19.785003] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-25T20:17:19.785785] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-25T20:17:19.785836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:19.785867] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:19.785893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:19.785951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:19.841820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:19.842435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:19.842516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:19.842548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:19.963545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:19.963700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:19.963739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:19.963767] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:19.967073] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-12-25T20:17:19.967344] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-25T20:17:19.967470] [INFO ] [sig       ] BC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:20.105071] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BC.txt
[2025-12-25T20:17:20.105211] [INFO ] [sig       ] [362/3552] Completed BC in 0.3s | 2.67 sym/s | Total: 2.3m | ETA: 19.9m
[2025-12-25T20:17:20.105255] [INFO ] [sig       ] [363/3552] Forecasting BCAL...
[2025-12-25T20:17:20.105285] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-25T20:17:20.105314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-25T20:17:20.117178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-25T20:17:20.117512] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-25T20:17:20.118280] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-25T20:17:20.118332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:20.118364] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:20.118390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:20.118447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:20.174545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:20.175162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:20.175239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:20.175270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:20.292661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:20.292810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:20.292850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:20.292878] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:20.296204] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=82.32%)
[2025-12-25T20:17:20.296476] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-25T20:17:20.296649] [INFO ] [sig       ] BCAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:20.433978] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCAL.txt
[2025-12-25T20:17:20.434104] [INFO ] [sig       ] [363/3552] Completed BCAL in 0.3s | 2.68 sym/s | Total: 2.3m | ETA: 19.9m
[2025-12-25T20:17:20.434148] [INFO ] [sig       ] [364/3552] Forecasting BCAX...
[2025-12-25T20:17:20.434190] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-25T20:17:20.434229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-25T20:17:20.447150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-25T20:17:20.447493] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-25T20:17:20.448266] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-25T20:17:20.448318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:20.448348] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:20.448375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:20.448433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:20.504142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:20.504876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:20.504959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:20.504992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:20.627543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:20.627732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:20.627776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:20.627806] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:20.631313] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=31.53%)
[2025-12-25T20:17:20.631646] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-25T20:17:20.631787] [INFO ] [sig       ] BCAX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:20.773775] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BCAX.txt
[2025-12-25T20:17:20.773961] [INFO ] [sig       ] [364/3552] Completed BCAX in 0.3s | 2.68 sym/s | Total: 2.3m | ETA: 19.9m
[2025-12-25T20:17:20.774004] [INFO ] [sig       ] [365/3552] Forecasting BCBP...
[2025-12-25T20:17:20.774033] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-25T20:17:20.774062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-25T20:17:20.786966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-25T20:17:20.787332] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-25T20:17:20.788321] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-25T20:17:20.788374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:20.788406] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:20.788433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:20.788490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:20.844660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:20.845264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:20.845354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:20.845388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:20.962363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:20.962507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:20.962547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:20.962593] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:20.965891] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: UP (p=51.46%)
[2025-12-25T20:17:20.966156] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-25T20:17:20.966279] [INFO ] [sig       ] BCBP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:21.103329] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCBP.txt
[2025-12-25T20:17:21.103451] [INFO ] [sig       ] [365/3552] Completed BCBP in 0.3s | 2.68 sym/s | Total: 2.3m | ETA: 19.8m
[2025-12-25T20:17:21.103489] [INFO ] [sig       ] [366/3552] Forecasting BCC...
[2025-12-25T20:17:21.103546] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-25T20:17:21.103592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-25T20:17:21.115367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-25T20:17:21.115708] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-25T20:17:21.116466] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-25T20:17:21.116517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:21.116549] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:21.116601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:21.116662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:21.172838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:21.173496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:21.173591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:21.173626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:21.289253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:21.289408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:21.289448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:21.289477] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:21.292760] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=18.05%)
[2025-12-25T20:17:21.293030] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-25T20:17:21.293154] [INFO ] [sig       ] BCC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:21.431553] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BCC.txt
[2025-12-25T20:17:21.431690] [INFO ] [sig       ] [366/3552] Completed BCC in 0.3s | 2.68 sym/s | Total: 2.3m | ETA: 19.8m
[2025-12-25T20:17:21.431731] [INFO ] [sig       ] [367/3552] Forecasting BCDA...
[2025-12-25T20:17:21.431760] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-25T20:17:21.431812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-25T20:17:21.443584] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-25T20:17:21.443919] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-25T20:17:21.444742] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-25T20:17:21.444794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:21.444826] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:21.444853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:21.444911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:21.501234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:21.502007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:21.502090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:21.502123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:21.618931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:21.619113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:21.619165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:21.619194] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:21.622669] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=63.16%)
[2025-12-25T20:17:21.622945] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-25T20:17:21.623075] [INFO ] [sig       ] BCDA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:21.763944] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCDA.txt
[2025-12-25T20:17:21.764112] [INFO ] [sig       ] [367/3552] Completed BCDA in 0.3s | 2.68 sym/s | Total: 2.3m | ETA: 19.8m
[2025-12-25T20:17:21.764154] [INFO ] [sig       ] [368/3552] Forecasting BCE...
[2025-12-25T20:17:21.764183] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-25T20:17:21.764215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-25T20:17:21.776401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-25T20:17:21.776789] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-25T20:17:21.777589] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-25T20:17:21.777641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:21.777671] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:21.777698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:21.777755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:21.835375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:21.836278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:21.836361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:21.836393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:21.962767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:21.962929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:21.962969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:21.962997] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:21.966809] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: UP (p=59.36%)
[2025-12-25T20:17:21.967105] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-25T20:17:21.967235] [INFO ] [sig       ] BCE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:22.107505] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCE.txt
[2025-12-25T20:17:22.107681] [INFO ] [sig       ] [368/3552] Completed BCE in 0.3s | 2.68 sym/s | Total: 2.3m | ETA: 19.8m
[2025-12-25T20:17:22.107724] [INFO ] [sig       ] [369/3552] Forecasting BCH...
[2025-12-25T20:17:22.107754] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-25T20:17:22.107784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-25T20:17:22.120644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-25T20:17:22.121022] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-25T20:17:22.121803] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-25T20:17:22.121855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:22.121886] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:22.121912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:22.121970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:22.179379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:22.180243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:22.180327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:22.180361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:22.305297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:22.305686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:22.305728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:22.305756] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:22.309756] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-12-25T20:17:22.310044] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-25T20:17:22.310180] [INFO ] [sig       ] BCH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:22.450275] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCH.txt
[2025-12-25T20:17:22.450433] [INFO ] [sig       ] [369/3552] Completed BCH in 0.3s | 2.68 sym/s | Total: 2.3m | ETA: 19.8m
[2025-12-25T20:17:22.450476] [INFO ] [sig       ] [370/3552] Forecasting BCML...
[2025-12-25T20:17:22.450504] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-25T20:17:22.450563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-25T20:17:22.462082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-25T20:17:22.462471] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-25T20:17:22.463404] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-25T20:17:22.463469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:22.463501] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:22.463528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:22.463610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:22.519674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:22.520546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:22.520649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:22.520682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:22.627378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:22.627563] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:17:22.627623] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:22.627653] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:22.631016] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-25T20:17:22.631291] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-25T20:17:22.631418] [INFO ] [sig       ] BCML: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:22.772770] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCML.txt
[2025-12-25T20:17:22.772945] [INFO ] [sig       ] [370/3552] Completed BCML in 0.3s | 2.68 sym/s | Total: 2.3m | ETA: 19.8m
[2025-12-25T20:17:22.772986] [INFO ] [sig       ] [371/3552] Forecasting BCO...
[2025-12-25T20:17:22.773017] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-25T20:17:22.773075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-25T20:17:22.785280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-25T20:17:22.785691] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-25T20:17:22.786471] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-25T20:17:22.786524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:22.786556] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:22.786606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:22.786666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:22.846960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:22.847866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:22.847959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:22.847991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:22.974433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:22.974611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:22.974653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:22.974682] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:22.978408] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=17.32%)
[2025-12-25T20:17:22.978704] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-25T20:17:22.978831] [INFO ] [sig       ] BCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:23.127554] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BCO.txt
[2025-12-25T20:17:23.127747] [INFO ] [sig       ] [371/3552] Completed BCO in 0.4s | 2.68 sym/s | Total: 2.3m | ETA: 19.8m
[2025-12-25T20:17:23.127789] [INFO ] [sig       ] [372/3552] Forecasting BCPC...
[2025-12-25T20:17:23.127846] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-25T20:17:23.127880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-25T20:17:23.141732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-25T20:17:23.142131] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-25T20:17:23.142908] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-25T20:17:23.142960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:23.142993] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:23.143020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:23.143077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:23.201682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:23.202514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:23.202616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:23.202651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:23.325418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:23.325594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:23.325637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:23.325665] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:23.329010] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=14.49%)
[2025-12-25T20:17:23.329309] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-25T20:17:23.329434] [INFO ] [sig       ] BCPC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:23.471481] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BCPC.txt
[2025-12-25T20:17:23.471659] [INFO ] [sig       ] [372/3552] Completed BCPC in 0.3s | 2.68 sym/s | Total: 2.3m | ETA: 19.8m
[2025-12-25T20:17:23.471703] [INFO ] [sig       ] [373/3552] Forecasting BCRX...
[2025-12-25T20:17:23.471762] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-25T20:17:23.471794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-25T20:17:23.485389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-25T20:17:23.485811] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-25T20:17:23.486593] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-25T20:17:23.486645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:23.486676] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:23.486703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:23.486761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:23.544215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:23.545275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:23.545360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:23.545392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:23.667921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:23.668075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:23.668114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:23.668142] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:23.671911] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-12-25T20:17:23.672186] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-25T20:17:23.672314] [INFO ] [sig       ] BCRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:23.817503] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCRX.txt
[2025-12-25T20:17:23.817695] [INFO ] [sig       ] [373/3552] Completed BCRX in 0.3s | 2.68 sym/s | Total: 2.3m | ETA: 19.8m
[2025-12-25T20:17:23.817781] [INFO ] [sig       ] [374/3552] Forecasting BCS...
[2025-12-25T20:17:23.817840] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-25T20:17:23.817873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-25T20:17:23.831827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-25T20:17:23.832199] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-25T20:17:23.833009] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-25T20:17:23.833068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:23.833099] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:23.833125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:23.833182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:23.892079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:23.893002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:23.893097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:23.893132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:24.013785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:24.013943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:24.013983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:24.014013] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:24.017353] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=75.48%)
[2025-12-25T20:17:24.017639] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-25T20:17:24.017764] [INFO ] [sig       ] BCS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:24.158465] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCS.txt
[2025-12-25T20:17:24.158671] [INFO ] [sig       ] [374/3552] Completed BCS in 0.3s | 2.68 sym/s | Total: 2.3m | ETA: 19.7m
[2025-12-25T20:17:24.158721] [INFO ] [sig       ] [375/3552] Forecasting BCSF...
[2025-12-25T20:17:24.158758] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-25T20:17:24.158826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-25T20:17:24.171013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-25T20:17:24.171339] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-25T20:17:24.172110] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-25T20:17:24.172162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:24.172193] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:24.172220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:24.172277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:24.230756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:24.231647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:24.231733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:24.231765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:24.354172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:24.354340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:24.354380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:24.354407] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:24.357777] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-25T20:17:24.358045] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-25T20:17:24.358188] [INFO ] [sig       ] BCSF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:24.498485] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BCSF.txt
[2025-12-25T20:17:24.498836] [INFO ] [sig       ] [375/3552] Completed BCSF in 0.3s | 2.68 sym/s | Total: 2.3m | ETA: 19.7m
[2025-12-25T20:17:24.498886] [INFO ] [sig       ] [376/3552] Forecasting BCTX...
[2025-12-25T20:17:24.498922] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-25T20:17:24.498957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-25T20:17:24.511596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-25T20:17:24.511945] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-25T20:17:24.512924] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-25T20:17:24.512976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:24.513007] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:24.513034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:24.513095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:24.570879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:24.571663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:24.571744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:24.571776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:24.691445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:24.691584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:24.691622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:24.691650] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:24.694851] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-25T20:17:24.695116] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-25T20:17:24.695240] [INFO ] [sig       ] BCTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:24.837308] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCTX.txt
[2025-12-25T20:17:24.837452] [INFO ] [sig       ] [376/3552] Completed BCTX in 0.3s | 2.68 sym/s | Total: 2.3m | ETA: 19.7m
[2025-12-25T20:17:24.837498] [INFO ] [sig       ] [377/3552] Forecasting BCX...
[2025-12-25T20:17:24.837534] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-25T20:17:24.837608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-25T20:17:24.849967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-25T20:17:24.850280] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-25T20:17:24.851065] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-25T20:17:24.851116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:24.851147] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:24.851201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:24.851260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:24.907872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:24.908481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:24.908558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:24.908608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:25.031430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:25.031804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:25.031862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:25.031891] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:25.035444] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=51.92%)
[2025-12-25T20:17:25.035910] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-25T20:17:25.036038] [INFO ] [sig       ] BCX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:25.178765] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCX.txt
[2025-12-25T20:17:25.178916] [INFO ] [sig       ] [377/3552] Completed BCX in 0.3s | 2.68 sym/s | Total: 2.3m | ETA: 19.7m
[2025-12-25T20:17:25.178965] [INFO ] [sig       ] [378/3552] Forecasting BCYC...
[2025-12-25T20:17:25.179004] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-25T20:17:25.179097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-25T20:17:25.191809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-25T20:17:25.192163] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-25T20:17:25.193154] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-25T20:17:25.193206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:25.193236] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:25.193262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:25.193324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:25.250547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:25.251362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:25.251442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:25.251475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:25.372596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:25.372745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:25.372786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:25.372814] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:25.376133] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: DOWN (p=29.81%)
[2025-12-25T20:17:25.376400] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-25T20:17:25.376530] [INFO ] [sig       ] BCYC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:25.515197] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BCYC.txt
[2025-12-25T20:17:25.515323] [INFO ] [sig       ] [378/3552] Completed BCYC in 0.3s | 2.69 sym/s | Total: 2.3m | ETA: 19.7m
[2025-12-25T20:17:25.515367] [INFO ] [sig       ] [379/3552] Forecasting BDC...
[2025-12-25T20:17:25.515396] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-25T20:17:25.515426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-25T20:17:25.527342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-25T20:17:25.527703] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-25T20:17:25.528466] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-25T20:17:25.528517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:25.528547] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:25.528593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:25.528654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:25.584122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:25.584723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:25.584812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:25.584846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:25.702373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:25.702499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:25.702537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:25.702566] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:25.705784] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=28.97%)
[2025-12-25T20:17:25.706047] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-25T20:17:25.706167] [INFO ] [sig       ] BDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:25.843025] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BDC.txt
[2025-12-25T20:17:25.843140] [INFO ] [sig       ] [379/3552] Completed BDC in 0.3s | 2.69 sym/s | Total: 2.4m | ETA: 19.7m
[2025-12-25T20:17:25.843178] [INFO ] [sig       ] [380/3552] Forecasting BDJ...
[2025-12-25T20:17:25.843207] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-25T20:17:25.843237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-25T20:17:25.857844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-25T20:17:25.858231] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-25T20:17:25.859037] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-25T20:17:25.859113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:25.859144] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:25.859171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:25.859229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:25.915169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:25.915777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:25.915867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:25.915902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:26.034073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:26.034208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:26.034246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:26.034273] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:26.037648] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-25T20:17:26.037916] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-25T20:17:26.038040] [INFO ] [sig       ] BDJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:26.177723] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BDJ.txt
[2025-12-25T20:17:26.177834] [INFO ] [sig       ] [380/3552] Completed BDJ in 0.3s | 2.69 sym/s | Total: 2.4m | ETA: 19.7m
[2025-12-25T20:17:26.177873] [INFO ] [sig       ] [381/3552] Forecasting BDN...
[2025-12-25T20:17:26.177902] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-25T20:17:26.177932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-25T20:17:26.189779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-25T20:17:26.190096] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-25T20:17:26.190875] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-25T20:17:26.190927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:26.190958] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:26.190995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:26.191053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:26.247864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:26.248449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:26.248528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:26.248559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:26.368863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:26.368987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:26.369024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:26.369059] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:26.372304] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2025-12-25T20:17:26.372775] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-25T20:17:26.372898] [INFO ] [sig       ] BDN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:26.510874] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BDN.txt
[2025-12-25T20:17:26.511009] [INFO ] [sig       ] [381/3552] Completed BDN in 0.3s | 2.69 sym/s | Total: 2.4m | ETA: 19.7m
[2025-12-25T20:17:26.511049] [INFO ] [sig       ] [382/3552] Forecasting BDRX...
[2025-12-25T20:17:26.511078] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-25T20:17:26.511108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-25T20:17:26.522513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-25T20:17:26.522873] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-25T20:17:26.523636] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-25T20:17:26.523688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:26.523719] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:26.523747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:26.523803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:26.579359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:26.580209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:26.580291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:26.580323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:26.705658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:26.705814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:26.705855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:26.705885] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:26.709377] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-25T20:17:26.709675] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-25T20:17:26.709805] [INFO ] [sig       ] BDRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:26.864870] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BDRX.txt
[2025-12-25T20:17:26.865012] [INFO ] [sig       ] [382/3552] Completed BDRX in 0.4s | 2.69 sym/s | Total: 2.4m | ETA: 19.7m
[2025-12-25T20:17:26.865053] [INFO ] [sig       ] [383/3552] Forecasting BDSX...
[2025-12-25T20:17:26.865083] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-25T20:17:26.865113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-25T20:17:26.877292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-25T20:17:26.877705] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-25T20:17:26.878504] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-25T20:17:26.878557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:26.878619] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:26.878648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:26.878708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:26.943059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:26.943980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:26.944066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:26.944104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:27.070821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:27.070972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:27.071012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:27.071041] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:27.074605] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-12-25T20:17:27.074902] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-25T20:17:27.075037] [INFO ] [sig       ] BDSX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:27.229685] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BDSX.txt
[2025-12-25T20:17:27.229847] [INFO ] [sig       ] [383/3552] Completed BDSX in 0.4s | 2.69 sym/s | Total: 2.4m | ETA: 19.6m
[2025-12-25T20:17:27.229899] [INFO ] [sig       ] [384/3552] Forecasting BDTX...
[2025-12-25T20:17:27.229930] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-25T20:17:27.229962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-25T20:17:27.242560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-25T20:17:27.242950] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-25T20:17:27.243809] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-25T20:17:27.243864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:27.243898] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:27.243925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:27.243985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:27.302352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:27.303230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:27.303311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:27.303343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:27.428363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:27.428508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:27.428550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:27.428600] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:27.432187] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: UP (p=72.04%)
[2025-12-25T20:17:27.432456] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-25T20:17:27.432598] [INFO ] [sig       ] BDTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:27.572749] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BDTX.txt
[2025-12-25T20:17:27.572892] [INFO ] [sig       ] [384/3552] Completed BDTX in 0.3s | 2.69 sym/s | Total: 2.4m | ETA: 19.6m
[2025-12-25T20:17:27.572942] [INFO ] [sig       ] [385/3552] Forecasting BDX...
[2025-12-25T20:17:27.572973] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-25T20:17:27.573010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-25T20:17:27.584837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-25T20:17:27.585205] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-25T20:17:27.585978] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-25T20:17:27.586031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:27.586062] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:27.586090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:27.586147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:27.641353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:27.642057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:27.642140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:27.642172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:27.764631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:27.764769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:27.764808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:27.764836] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:27.768172] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=10.80%)
[2025-12-25T20:17:27.768445] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-25T20:17:27.768765] [INFO ] [sig       ] BDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:27.913469] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BDX.txt
[2025-12-25T20:17:27.913636] [INFO ] [sig       ] [385/3552] Completed BDX in 0.3s | 2.69 sym/s | Total: 2.4m | ETA: 19.6m
[2025-12-25T20:17:27.913704] [INFO ] [sig       ] [386/3552] Forecasting BE...
[2025-12-25T20:17:27.913736] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-25T20:17:27.913766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-25T20:17:27.927245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-25T20:17:27.927622] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-25T20:17:27.928385] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-25T20:17:27.928441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:27.928472] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:27.928498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:27.928554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:27.986073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:27.986763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:27.986845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:27.986876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:28.113847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:28.114006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:28.114045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:28.114073] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:28.118027] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2025-12-25T20:17:28.118297] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-25T20:17:28.118421] [INFO ] [sig       ] BE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:28.260661] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BE.txt
[2025-12-25T20:17:28.260815] [INFO ] [sig       ] [386/3552] Completed BE in 0.3s | 2.69 sym/s | Total: 2.4m | ETA: 19.6m
[2025-12-25T20:17:28.260856] [INFO ] [sig       ] [387/3552] Forecasting BEAM...
[2025-12-25T20:17:28.260885] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-25T20:17:28.260915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-25T20:17:28.273595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-25T20:17:28.273954] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-25T20:17:28.274740] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-25T20:17:28.274793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:28.274824] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:28.274851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:28.274909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:28.330054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:28.330757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:28.330863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:28.330896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:28.447186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:28.447344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:28.447386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:28.447423] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:28.450829] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-25T20:17:28.451102] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-25T20:17:28.451227] [INFO ] [sig       ] BEAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:28.591367] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BEAM.txt
[2025-12-25T20:17:28.591515] [INFO ] [sig       ] [387/3552] Completed BEAM in 0.3s | 2.69 sym/s | Total: 2.4m | ETA: 19.6m
[2025-12-25T20:17:28.591554] [INFO ] [sig       ] [388/3552] Forecasting BEEM...
[2025-12-25T20:17:28.591604] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-25T20:17:28.591636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-25T20:17:28.604241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-25T20:17:28.604816] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-25T20:17:28.605599] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-25T20:17:28.605651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:28.605683] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:28.605710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:28.605767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:28.663280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:28.664075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:28.664158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:28.664190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:28.782339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:28.782492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:28.782532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:28.782560] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:28.786332] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2025-12-25T20:17:28.786808] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-25T20:17:28.786939] [INFO ] [sig       ] BEEM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:28.925706] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BEEM.txt
[2025-12-25T20:17:28.925848] [INFO ] [sig       ] [388/3552] Completed BEEM in 0.3s | 2.69 sym/s | Total: 2.4m | ETA: 19.6m
[2025-12-25T20:17:28.925889] [INFO ] [sig       ] [389/3552] Forecasting BEEP...
[2025-12-25T20:17:28.925918] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-25T20:17:28.925948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-25T20:17:28.937427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-25T20:17:28.937822] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-25T20:17:28.938593] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-25T20:17:28.938645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:28.938676] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:28.938702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:28.938759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:28.996769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:28.997714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:28.997797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:28.997830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:29.114504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:29.114686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:29.114727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:29.114757] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:29.118316] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=31.20%)
[2025-12-25T20:17:29.118662] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-25T20:17:29.118800] [INFO ] [sig       ] BEEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:29.264950] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BEEP.txt
[2025-12-25T20:17:29.265085] [INFO ] [sig       ] [389/3552] Completed BEEP in 0.3s | 2.69 sym/s | Total: 2.4m | ETA: 19.6m
[2025-12-25T20:17:29.265124] [INFO ] [sig       ] [390/3552] Forecasting BEKE...
[2025-12-25T20:17:29.265154] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-25T20:17:29.265183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-25T20:17:29.278499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-25T20:17:29.279014] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-25T20:17:29.279811] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-25T20:17:29.279862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:29.279894] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:29.279919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:29.279976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:29.339624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:29.340395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:29.340475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:29.340506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:29.457941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:29.458095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:29.458134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:29.458163] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:29.462118] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2025-12-25T20:17:29.462390] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-25T20:17:29.462512] [INFO ] [sig       ] BEKE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:29.602763] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BEKE.txt
[2025-12-25T20:17:29.602918] [INFO ] [sig       ] [390/3552] Completed BEKE in 0.3s | 2.69 sym/s | Total: 2.4m | ETA: 19.6m
[2025-12-25T20:17:29.602959] [INFO ] [sig       ] [391/3552] Forecasting BELFA...
[2025-12-25T20:17:29.602988] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-25T20:17:29.603018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-25T20:17:29.615036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-25T20:17:29.615357] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-25T20:17:29.616135] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-25T20:17:29.616188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:29.616219] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:29.616246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:29.616304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:29.673246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:29.673863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:29.673940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:29.673973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:29.777693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:29.777844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:29.777884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:29.777911] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:29.781416] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-12-25T20:17:29.781716] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-25T20:17:29.781849] [INFO ] [sig       ] BELFA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:29.920789] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BELFA.txt
[2025-12-25T20:17:29.920916] [INFO ] [sig       ] [391/3552] Completed BELFA in 0.3s | 2.69 sym/s | Total: 2.4m | ETA: 19.6m
[2025-12-25T20:17:29.920955] [INFO ] [sig       ] [392/3552] Forecasting BELFB...
[2025-12-25T20:17:29.920985] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-25T20:17:29.921015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-25T20:17:29.933203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-25T20:17:29.933520] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-25T20:17:29.934298] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-25T20:17:29.934350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:29.934380] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:29.934407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:29.934476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:29.990808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:29.991478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:29.991565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:29.991618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:30.111130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:30.111262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:30.111299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:30.111327] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:30.114601] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-25T20:17:30.114877] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-25T20:17:30.114996] [INFO ] [sig       ] BELFB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:30.317779] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BELFB.txt
[2025-12-25T20:17:30.317919] [INFO ] [sig       ] [392/3552] Completed BELFB in 0.4s | 2.69 sym/s | Total: 2.4m | ETA: 19.6m
[2025-12-25T20:17:30.317959] [INFO ] [sig       ] [393/3552] Forecasting BEN...
[2025-12-25T20:17:30.317989] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-25T20:17:30.318019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-25T20:17:30.330647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-25T20:17:30.331162] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-25T20:17:30.331933] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-25T20:17:30.331986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:30.332019] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:30.332046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:30.332103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:30.389591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:30.390190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:30.390269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:30.390301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:30.508762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:30.508904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:30.508943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:30.508973] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:30.512592] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=17.06%)
[2025-12-25T20:17:30.513059] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-25T20:17:30.513182] [INFO ] [sig       ] BEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:30.653037] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BEN.txt
[2025-12-25T20:17:30.653157] [INFO ] [sig       ] [393/3552] Completed BEN in 0.3s | 2.69 sym/s | Total: 2.4m | ETA: 19.5m
[2025-12-25T20:17:30.653195] [INFO ] [sig       ] [394/3552] Forecasting BEP...
[2025-12-25T20:17:30.653226] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-25T20:17:30.653255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-25T20:17:30.666143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-25T20:17:30.666599] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-25T20:17:30.667455] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-25T20:17:30.667524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:30.667619] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:30.667652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:30.667712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:30.726163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:30.727136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:30.727225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:30.727258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:30.854397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:30.854585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:30.854630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:30.854658] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:30.858153] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: DOWN (p=38.43%)
[2025-12-25T20:17:30.858452] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-25T20:17:30.858603] [INFO ] [sig       ] BEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:31.021773] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BEP.txt
[2025-12-25T20:17:31.021946] [INFO ] [sig       ] [394/3552] Completed BEP in 0.4s | 2.69 sym/s | Total: 2.4m | ETA: 19.5m
[2025-12-25T20:17:31.021988] [INFO ] [sig       ] [395/3552] Forecasting BEPH...
[2025-12-25T20:17:31.022020] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-25T20:17:31.022049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-25T20:17:31.034554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-25T20:17:31.034930] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-25T20:17:31.035726] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-25T20:17:31.035779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:31.035810] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:31.035836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:31.035894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:31.091402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:31.092279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:31.092372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:31.092405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:31.209279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:31.209443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:31.209485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:31.209513] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:31.212905] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=10.72%)
[2025-12-25T20:17:31.213185] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-25T20:17:31.213319] [INFO ] [sig       ] BEPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:31.353604] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BEPH.txt
[2025-12-25T20:17:31.353944] [INFO ] [sig       ] [395/3552] Completed BEPH in 0.3s | 2.69 sym/s | Total: 2.4m | ETA: 19.5m
[2025-12-25T20:17:31.353983] [INFO ] [sig       ] [396/3552] Forecasting BEPI...
[2025-12-25T20:17:31.354012] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-25T20:17:31.354040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-25T20:17:31.367337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-25T20:17:31.367743] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-25T20:17:31.368556] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-25T20:17:31.368624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:31.368656] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:31.368683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:31.368900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:31.428274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:31.429158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:31.429248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:31.429281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:31.530723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:31.530884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:31.530923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:31.530951] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:31.534355] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=79.86%)
[2025-12-25T20:17:31.534648] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-25T20:17:31.534971] [INFO ] [sig       ] BEPI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:31.679073] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BEPI.txt
[2025-12-25T20:17:31.679212] [INFO ] [sig       ] [396/3552] Completed BEPI in 0.3s | 2.70 sym/s | Total: 2.4m | ETA: 19.5m
[2025-12-25T20:17:31.679259] [INFO ] [sig       ] [397/3552] Forecasting BFAM...
[2025-12-25T20:17:31.679291] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-25T20:17:31.679330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-25T20:17:31.691835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-25T20:17:31.692185] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-25T20:17:31.692984] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-25T20:17:31.693037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:31.693068] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:31.693094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:31.693151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:31.751651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:31.752480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:31.752597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:31.752641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:31.876909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:31.877068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:31.877109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:31.877172] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:31.880676] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-25T20:17:31.880962] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-25T20:17:31.881091] [INFO ] [sig       ] BFAM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:32.018983] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BFAM.txt
[2025-12-25T20:17:32.019154] [INFO ] [sig       ] [397/3552] Completed BFAM in 0.3s | 2.70 sym/s | Total: 2.5m | ETA: 19.5m
[2025-12-25T20:17:32.019195] [INFO ] [sig       ] [398/3552] Forecasting BFC...
[2025-12-25T20:17:32.019226] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-25T20:17:32.019256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-25T20:17:32.031081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-25T20:17:32.031418] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-25T20:17:32.032204] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-25T20:17:32.032258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:32.032290] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:32.032316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:32.032373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:32.089210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:32.090133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:32.090221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:32.090253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:32.210893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:32.211050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:32.211092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:32.211120] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:32.214637] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=32.14%)
[2025-12-25T20:17:32.214937] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-25T20:17:32.215071] [INFO ] [sig       ] BFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:32.362257] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BFC.txt
[2025-12-25T20:17:32.362421] [INFO ] [sig       ] [398/3552] Completed BFC in 0.3s | 2.70 sym/s | Total: 2.5m | ETA: 19.5m
[2025-12-25T20:17:32.362463] [INFO ] [sig       ] [399/3552] Forecasting BFH...
[2025-12-25T20:17:32.362492] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-25T20:17:32.362522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-25T20:17:32.396145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-25T20:17:32.396477] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-25T20:17:32.397242] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-25T20:17:32.397294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:32.397325] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:32.397352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:32.397409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:32.455349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:32.456184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:32.456292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:32.456329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:32.577703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:32.577856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:32.577897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:32.577926] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:32.581353] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=8.58%)
[2025-12-25T20:17:32.581671] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-25T20:17:32.581800] [INFO ] [sig       ] BFH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:32.728826] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BFH.txt
[2025-12-25T20:17:32.728980] [INFO ] [sig       ] [399/3552] Completed BFH in 0.4s | 2.70 sym/s | Total: 2.5m | ETA: 19.5m
[2025-12-25T20:17:32.729021] [INFO ] [sig       ] [400/3552] Forecasting BFIN...
[2025-12-25T20:17:32.729051] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-25T20:17:32.729096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-25T20:17:32.741196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-25T20:17:32.741542] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-25T20:17:32.742312] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-25T20:17:32.742365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:32.742396] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:32.742423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:32.742480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:32.798871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:32.799626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:32.799710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:32.799743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:32.918120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:32.918272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:32.918311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:32.918339] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:32.921690] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-25T20:17:32.921963] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-25T20:17:32.922089] [INFO ] [sig       ] BFIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:33.063898] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BFIN.txt
[2025-12-25T20:17:33.064045] [INFO ] [sig       ] [400/3552] Completed BFIN in 0.3s | 2.70 sym/s | Total: 2.5m | ETA: 19.5m
[2025-12-25T20:17:33.064085] [INFO ] [sig       ] [401/3552] Forecasting BFK...
[2025-12-25T20:17:33.064115] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-25T20:17:33.064145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-25T20:17:33.075855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-25T20:17:33.076217] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-25T20:17:33.077014] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-25T20:17:33.077067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:33.077100] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:33.077126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:33.077200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:33.134884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:33.135706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:33.135791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:33.135823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:33.254429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:33.254605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:33.254666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:33.254695] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:33.258046] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-12-25T20:17:33.258338] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-25T20:17:33.258465] [INFO ] [sig       ] BFK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:33.396893] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BFK.txt
[2025-12-25T20:17:33.397044] [INFO ] [sig       ] [401/3552] Completed BFK in 0.3s | 2.70 sym/s | Total: 2.5m | ETA: 19.5m
[2025-12-25T20:17:33.397084] [INFO ] [sig       ] [402/3552] Forecasting BFLY...
[2025-12-25T20:17:33.397114] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-25T20:17:33.397142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-25T20:17:33.408983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-25T20:17:33.409364] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-25T20:17:33.410150] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-25T20:17:33.410202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:33.410234] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:33.410260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:33.410317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:33.465998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:33.466841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:33.466924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:33.466957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:33.596801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:33.596981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:33.597030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:33.597063] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:33.601774] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2025-12-25T20:17:33.602230] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-25T20:17:33.602417] [INFO ] [sig       ] BFLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:33.765260] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BFLY.txt
[2025-12-25T20:17:33.765464] [INFO ] [sig       ] [402/3552] Completed BFLY in 0.4s | 2.70 sym/s | Total: 2.5m | ETA: 19.5m
[2025-12-25T20:17:33.765514] [INFO ] [sig       ] [403/3552] Forecasting BFS...
[2025-12-25T20:17:33.765543] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-25T20:17:33.765618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-25T20:17:33.778192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-25T20:17:33.778551] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-25T20:17:33.779405] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-25T20:17:33.779459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:33.779490] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:33.779518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:33.779598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:33.836935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:33.837832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:33.837917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:33.837951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:33.953562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:33.953739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:33.953780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:33.953809] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:33.957281] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=45.55%)
[2025-12-25T20:17:33.957590] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-25T20:17:33.957723] [INFO ] [sig       ] BFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:34.102272] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BFS.txt
[2025-12-25T20:17:34.102443] [INFO ] [sig       ] [403/3552] Completed BFS in 0.3s | 2.70 sym/s | Total: 2.5m | ETA: 19.4m
[2025-12-25T20:17:34.102485] [INFO ] [sig       ] [404/3552] Forecasting BFZ...
[2025-12-25T20:17:34.102554] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-25T20:17:34.102606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-25T20:17:34.117935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-25T20:17:34.118518] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-25T20:17:34.119623] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-25T20:17:34.119684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:34.119719] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:34.119757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:34.119834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:34.183864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:34.185074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:34.185243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:34.185282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:34.319158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:34.319392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:34.319437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:34.319465] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:34.323413] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=21.91%)
[2025-12-25T20:17:34.323752] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-25T20:17:34.323891] [INFO ] [sig       ] BFZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:34.478048] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BFZ.txt
[2025-12-25T20:17:34.478286] [INFO ] [sig       ] [404/3552] Completed BFZ in 0.4s | 2.70 sym/s | Total: 2.5m | ETA: 19.4m
[2025-12-25T20:17:34.478333] [INFO ] [sig       ] [405/3552] Forecasting BG...
[2025-12-25T20:17:34.478366] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-25T20:17:34.478435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-25T20:17:34.494634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-25T20:17:34.495408] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-25T20:17:34.496439] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-25T20:17:34.496499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:34.496591] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:34.496630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:34.496694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:34.560244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:34.561400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:34.561503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:34.561536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:34.685845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:34.686084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:34.686133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:34.686163] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:34.690381] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-12-25T20:17:34.690824] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-25T20:17:34.690987] [INFO ] [sig       ] BG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:34.861314] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BG.txt
[2025-12-25T20:17:34.861523] [INFO ] [sig       ] [405/3552] Completed BG in 0.4s | 2.70 sym/s | Total: 2.5m | ETA: 19.4m
[2025-12-25T20:17:34.861626] [INFO ] [sig       ] [406/3552] Forecasting BGB...
[2025-12-25T20:17:34.861666] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-25T20:17:34.861699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-25T20:17:34.876176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-25T20:17:34.876641] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-25T20:17:34.877450] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-25T20:17:34.877504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:34.877535] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:34.877562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:34.877640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:34.934716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:34.935630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:34.935722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:34.935757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:35.062196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:35.062368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:35.062410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:35.062439] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:35.066058] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=93.23%)
[2025-12-25T20:17:35.066400] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-25T20:17:35.066551] [INFO ] [sig       ] BGB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:35.211050] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BGB.txt
[2025-12-25T20:17:35.211194] [INFO ] [sig       ] [406/3552] Completed BGB in 0.3s | 2.70 sym/s | Total: 2.5m | ETA: 19.4m
[2025-12-25T20:17:35.211233] [INFO ] [sig       ] [407/3552] Forecasting BGC...
[2025-12-25T20:17:35.211263] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-25T20:17:35.211321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-25T20:17:35.223193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-25T20:17:35.223548] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-25T20:17:35.224325] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-25T20:17:35.224378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:35.224410] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:35.224437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:35.224494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:35.280313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:35.280995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:35.281090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:35.281125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:35.401619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:35.401781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:35.401822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:35.401851] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:35.405208] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-12-25T20:17:35.405486] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-25T20:17:35.405630] [INFO ] [sig       ] BGC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:35.547785] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BGC.txt
[2025-12-25T20:17:35.547944] [INFO ] [sig       ] [407/3552] Completed BGC in 0.3s | 2.70 sym/s | Total: 2.5m | ETA: 19.4m
[2025-12-25T20:17:35.547985] [INFO ] [sig       ] [408/3552] Forecasting BGH...
[2025-12-25T20:17:35.548038] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-25T20:17:35.548069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-25T20:17:35.560030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-25T20:17:35.560367] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-25T20:17:35.561156] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-25T20:17:35.561208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:35.561240] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:35.561267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:35.561325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:35.616686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:35.617305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:35.617382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:35.617414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:35.736511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:35.736698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:35.736741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:35.736770] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:35.740209] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-25T20:17:35.740511] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-25T20:17:35.740667] [INFO ] [sig       ] BGH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:35.882597] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BGH.txt
[2025-12-25T20:17:35.882742] [INFO ] [sig       ] [408/3552] Completed BGH in 0.3s | 2.70 sym/s | Total: 2.5m | ETA: 19.4m
[2025-12-25T20:17:35.882784] [INFO ] [sig       ] [409/3552] Forecasting BGLC...
[2025-12-25T20:17:35.882820] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-25T20:17:35.882851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-25T20:17:35.894908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-25T20:17:35.895236] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-25T20:17:35.896004] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-25T20:17:35.896055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:35.896086] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:35.896113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:35.896170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:35.952047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:35.952711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:35.952790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:35.952823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:36.067512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:36.067669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:36.067708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:36.067735] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:36.071067] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-25T20:17:36.071337] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-25T20:17:36.071461] [INFO ] [sig       ] BGLC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:36.213445] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BGLC.txt
[2025-12-25T20:17:36.213588] [INFO ] [sig       ] [409/3552] Completed BGLC in 0.3s | 2.70 sym/s | Total: 2.5m | ETA: 19.4m
[2025-12-25T20:17:36.213630] [INFO ] [sig       ] [410/3552] Forecasting BGRN...
[2025-12-25T20:17:36.213659] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-25T20:17:36.213697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-25T20:17:36.226392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-25T20:17:36.226733] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-25T20:17:36.227712] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-25T20:17:36.227764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:36.227795] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:36.227820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:36.227877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:36.285817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:36.286629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:36.286710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:36.286742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:36.408419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:36.408604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:36.408650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:36.408680] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:36.412154] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-12-25T20:17:36.412425] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-25T20:17:36.412548] [INFO ] [sig       ] BGRN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:36.557699] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BGRN.txt
[2025-12-25T20:17:36.557875] [INFO ] [sig       ] [410/3552] Completed BGRN in 0.3s | 2.70 sym/s | Total: 2.5m | ETA: 19.4m
[2025-12-25T20:17:36.557916] [INFO ] [sig       ] [411/3552] Forecasting BGS...
[2025-12-25T20:17:36.557946] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-25T20:17:36.558003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-25T20:17:36.571252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-25T20:17:36.571707] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-25T20:17:36.572950] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-25T20:17:36.573002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:36.573065] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:36.573094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:36.573151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:36.630334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:36.631227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:36.631337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:36.631371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:36.756206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:36.756376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:36.756418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:36.756445] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:36.760076] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-12-25T20:17:36.760387] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-25T20:17:36.760534] [INFO ] [sig       ] BGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:36.912075] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BGS.txt
[2025-12-25T20:17:36.912284] [INFO ] [sig       ] [411/3552] Completed BGS in 0.4s | 2.70 sym/s | Total: 2.5m | ETA: 19.4m
[2025-12-25T20:17:36.912331] [INFO ] [sig       ] [412/3552] Forecasting BGSF...
[2025-12-25T20:17:36.912365] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-25T20:17:36.912399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-25T20:17:36.925730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-25T20:17:36.926180] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-25T20:17:36.927023] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-25T20:17:36.927077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:36.927110] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:36.927136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:36.927194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:37.001715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:37.002932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:37.003055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:37.003106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:37.141293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:37.141462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:37.141509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:37.141554] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:37.145256] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=42.69%)
[2025-12-25T20:17:37.145631] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-25T20:17:37.145789] [INFO ] [sig       ] BGSF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:37.359613] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BGSF.txt
[2025-12-25T20:17:37.359868] [INFO ] [sig       ] [412/3552] Completed BGSF in 0.4s | 2.70 sym/s | Total: 2.5m | ETA: 19.4m
[2025-12-25T20:17:37.359938] [INFO ] [sig       ] [413/3552] Forecasting BGX...
[2025-12-25T20:17:37.359991] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-25T20:17:37.360043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-25T20:17:37.380090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-25T20:17:37.380708] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-25T20:17:37.382040] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-25T20:17:37.382114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:37.382170] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:37.382217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:37.382314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:37.459423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:37.460719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:37.460877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:37.460934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:37.612937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:37.613137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:37.613195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:37.613236] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:37.617319] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: DOWN (p=38.65%)
[2025-12-25T20:17:37.617744] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-25T20:17:37.617900] [INFO ] [sig       ] BGX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:37.815875] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BGX.txt
[2025-12-25T20:17:37.816096] [INFO ] [sig       ] [413/3552] Completed BGX in 0.5s | 2.70 sym/s | Total: 2.6m | ETA: 19.4m
[2025-12-25T20:17:37.816154] [INFO ] [sig       ] [414/3552] Forecasting BGY...
[2025-12-25T20:17:37.816196] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-25T20:17:37.816237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-25T20:17:37.830825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-25T20:17:37.831276] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-25T20:17:37.832150] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-25T20:17:37.832206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:37.832239] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:37.832267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:37.832326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:37.898465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:37.899531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:37.899691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:37.899749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:38.024094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:38.024264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:38.024305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:38.024389] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:38.027891] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=43.79%)
[2025-12-25T20:17:38.028176] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-25T20:17:38.028307] [INFO ] [sig       ] BGY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:38.175568] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BGY.txt
[2025-12-25T20:17:38.175747] [INFO ] [sig       ] [414/3552] Completed BGY in 0.4s | 2.70 sym/s | Total: 2.6m | ETA: 19.4m
[2025-12-25T20:17:38.175795] [INFO ] [sig       ] [415/3552] Forecasting BHC...
[2025-12-25T20:17:38.175830] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-25T20:17:38.175888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-25T20:17:38.187314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-25T20:17:38.187663] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-25T20:17:38.188426] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-25T20:17:38.188480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:38.188511] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:38.188538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:38.188615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:38.245880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:38.246479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:38.246558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:38.246611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:38.366116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:38.366249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:38.366287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:38.366315] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:38.369676] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-25T20:17:38.369966] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-25T20:17:38.370088] [INFO ] [sig       ] BHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:38.508936] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BHC.txt
[2025-12-25T20:17:38.509083] [INFO ] [sig       ] [415/3552] Completed BHC in 0.3s | 2.70 sym/s | Total: 2.6m | ETA: 19.4m
[2025-12-25T20:17:38.509125] [INFO ] [sig       ] [416/3552] Forecasting BHE...
[2025-12-25T20:17:38.509154] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-25T20:17:38.509186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-25T20:17:38.521907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-25T20:17:38.522231] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-25T20:17:38.523027] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-25T20:17:38.523080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:38.523112] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:38.523138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:38.523209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:38.579190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:38.579847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:38.579925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:38.579958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:38.698644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:38.698801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:38.698841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:38.698870] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:38.702284] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=48.02%)
[2025-12-25T20:17:38.702558] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-25T20:17:38.702711] [INFO ] [sig       ] BHE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:38.839832] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BHE.txt
[2025-12-25T20:17:38.839969] [INFO ] [sig       ] [416/3552] Completed BHE in 0.3s | 2.70 sym/s | Total: 2.6m | ETA: 19.4m
[2025-12-25T20:17:38.840009] [INFO ] [sig       ] [417/3552] Forecasting BHF...
[2025-12-25T20:17:38.840040] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-25T20:17:38.840071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-25T20:17:38.851838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-25T20:17:38.852188] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-25T20:17:38.852964] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-25T20:17:38.853017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:38.853056] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:38.853082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:38.853140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:38.908513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:38.909175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:38.909258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:38.909290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:39.031254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:39.031418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:39.031458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:39.031488] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:39.034838] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-25T20:17:39.035110] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-25T20:17:39.035235] [INFO ] [sig       ] BHF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:39.172803] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BHF.txt
[2025-12-25T20:17:39.172930] [INFO ] [sig       ] [417/3552] Completed BHF in 0.3s | 2.70 sym/s | Total: 2.6m | ETA: 19.3m
[2025-12-25T20:17:39.172971] [INFO ] [sig       ] [418/3552] Forecasting BHFAL...
[2025-12-25T20:17:39.173001] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-25T20:17:39.173032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-25T20:17:39.185066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-25T20:17:39.185433] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-25T20:17:39.186240] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-25T20:17:39.186307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:39.186342] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:39.186370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:39.186428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:39.242153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:39.242785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:39.242864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:39.242896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:39.361835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:39.361983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:39.362022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:39.362051] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:39.365364] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-25T20:17:39.365652] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-25T20:17:39.365780] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:39.507177] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BHFAL.txt
[2025-12-25T20:17:39.507395] [INFO ] [sig       ] [418/3552] Completed BHFAL in 0.3s | 2.70 sym/s | Total: 2.6m | ETA: 19.3m
[2025-12-25T20:17:39.507472] [INFO ] [sig       ] [419/3552] Forecasting BHFAM...
[2025-12-25T20:17:39.507521] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-25T20:17:39.507617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-25T20:17:39.521416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-25T20:17:39.521925] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-25T20:17:39.522964] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-25T20:17:39.523030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:39.523075] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:39.523115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:39.523199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:39.585060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:39.585982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:39.586073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:39.586108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:39.711180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:39.711337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:39.711376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:39.711404] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:39.714847] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=55.51%)
[2025-12-25T20:17:39.715122] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-25T20:17:39.715247] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:39.854403] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BHFAM.txt
[2025-12-25T20:17:39.854545] [INFO ] [sig       ] [419/3552] Completed BHFAM in 0.3s | 2.70 sym/s | Total: 2.6m | ETA: 19.3m
[2025-12-25T20:17:39.854603] [INFO ] [sig       ] [420/3552] Forecasting BHFAN...
[2025-12-25T20:17:39.854634] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-25T20:17:39.854663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-25T20:17:39.874869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-25T20:17:39.875640] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-25T20:17:39.877361] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-25T20:17:39.877431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:39.877481] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:39.877523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:39.877652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:39.947927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:39.949258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:39.949405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:39.949439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:40.083108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:40.083355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:40.083410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:40.083443] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:40.088328] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: DOWN (p=39.10%)
[2025-12-25T20:17:40.088735] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-25T20:17:40.088897] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:40.243978] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BHFAN.txt
[2025-12-25T20:17:40.244269] [INFO ] [sig       ] [420/3552] Completed BHFAN in 0.4s | 2.70 sym/s | Total: 2.6m | ETA: 19.3m
[2025-12-25T20:17:40.244327] [INFO ] [sig       ] [421/3552] Forecasting BHFAO...
[2025-12-25T20:17:40.244367] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-25T20:17:40.244409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-25T20:17:40.261345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-25T20:17:40.261953] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-25T20:17:40.262944] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-25T20:17:40.263002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:40.263036] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:40.263065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:40.263126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:40.320840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:40.322170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:40.322279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:40.322313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:40.449931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:40.450189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:40.450239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:40.450268] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:40.454429] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2025-12-25T20:17:40.454778] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-25T20:17:40.454927] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:40.600493] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BHFAO.txt
[2025-12-25T20:17:40.600696] [INFO ] [sig       ] [421/3552] Completed BHFAO in 0.4s | 2.70 sym/s | Total: 2.6m | ETA: 19.3m
[2025-12-25T20:17:40.600743] [INFO ] [sig       ] [422/3552] Forecasting BHFAP...
[2025-12-25T20:17:40.600773] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-25T20:17:40.601026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-25T20:17:40.624147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-25T20:17:40.624863] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-25T20:17:40.626141] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-25T20:17:40.626210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:40.626254] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:40.626293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:40.626377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:40.696309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:40.697431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:40.697537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:40.697591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:40.831185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:40.831350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:40.831391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:40.831418] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:40.835032] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-25T20:17:40.835311] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-25T20:17:40.835440] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:40.977167] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BHFAP.txt
[2025-12-25T20:17:40.977332] [INFO ] [sig       ] [422/3552] Completed BHFAP in 0.4s | 2.70 sym/s | Total: 2.6m | ETA: 19.3m
[2025-12-25T20:17:40.977373] [INFO ] [sig       ] [423/3552] Forecasting BHK...
[2025-12-25T20:17:40.977404] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-25T20:17:40.977434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-25T20:17:40.989412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-25T20:17:40.989834] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-25T20:17:40.990714] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-25T20:17:40.990768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:40.990801] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:40.990828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:40.990886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:41.049200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:41.050060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:41.050148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:41.050183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:41.171120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:41.171279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:41.171318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:41.171346] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:41.174737] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=21.19%)
[2025-12-25T20:17:41.175007] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-25T20:17:41.175129] [INFO ] [sig       ] BHK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:41.312427] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BHK.txt
[2025-12-25T20:17:41.312586] [INFO ] [sig       ] [423/3552] Completed BHK in 0.3s | 2.70 sym/s | Total: 2.6m | ETA: 19.3m
[2025-12-25T20:17:41.312629] [INFO ] [sig       ] [424/3552] Forecasting BHP...
[2025-12-25T20:17:41.312660] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-25T20:17:41.312689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-25T20:17:41.324309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-25T20:17:41.324703] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-25T20:17:41.325534] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-25T20:17:41.325614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:41.325652] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:41.325680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:41.325744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:41.383193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:41.383925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:41.384009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:41.384042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:41.507278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:41.507434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:41.507475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:41.507503] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:41.510888] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=37.92%)
[2025-12-25T20:17:41.511160] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-25T20:17:41.511281] [INFO ] [sig       ] BHP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:41.653541] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BHP.txt
[2025-12-25T20:17:41.653721] [INFO ] [sig       ] [424/3552] Completed BHP in 0.3s | 2.70 sym/s | Total: 2.6m | ETA: 19.3m
[2025-12-25T20:17:41.653765] [INFO ] [sig       ] [425/3552] Forecasting BHRB...
[2025-12-25T20:17:41.653795] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-25T20:17:41.653826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-25T20:17:41.666119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-25T20:17:41.666487] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-25T20:17:41.667383] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-25T20:17:41.667437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:41.667469] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:41.667496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:41.667555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:41.728536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:41.729532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:41.729640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:41.729675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:41.873278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:41.873462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:41.873503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:41.873531] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:41.877080] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: UP (p=99.86%)
[2025-12-25T20:17:41.877398] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-25T20:17:41.877537] [INFO ] [sig       ] BHRB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:42.025746] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BHRB.txt
[2025-12-25T20:17:42.025906] [INFO ] [sig       ] [425/3552] Completed BHRB in 0.4s | 2.70 sym/s | Total: 2.6m | ETA: 19.3m
[2025-12-25T20:17:42.025947] [INFO ] [sig       ] [426/3552] Forecasting BHVN...
[2025-12-25T20:17:42.025978] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-25T20:17:42.026035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-25T20:17:42.037960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-25T20:17:42.038320] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-25T20:17:42.039153] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-25T20:17:42.039206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:42.039241] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:42.039276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:42.039353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:42.095365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:42.096171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:42.096257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:42.096291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:42.211468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:42.211622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:42.211662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:42.211690] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:42.214988] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-12-25T20:17:42.215255] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-25T20:17:42.215377] [INFO ] [sig       ] BHVN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:42.356040] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BHVN.txt
[2025-12-25T20:17:42.356175] [INFO ] [sig       ] [426/3552] Completed BHVN in 0.3s | 2.70 sym/s | Total: 2.6m | ETA: 19.3m
[2025-12-25T20:17:42.356215] [INFO ] [sig       ] [427/3552] Forecasting BIAF...
[2025-12-25T20:17:42.356244] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-25T20:17:42.356273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-25T20:17:42.367472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-25T20:17:42.367814] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-25T20:17:42.368587] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-25T20:17:42.368641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:42.368672] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:42.368699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:42.368757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:42.424438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:42.425032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:42.425110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:42.425141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:42.533411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:42.533521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:42.533559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:42.533604] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:42.536774] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: DOWN (p=12.42%)
[2025-12-25T20:17:42.537038] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-25T20:17:42.537159] [INFO ] [sig       ] BIAF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:42.674888] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIAF.txt
[2025-12-25T20:17:42.675006] [INFO ] [sig       ] [427/3552] Completed BIAF in 0.3s | 2.70 sym/s | Total: 2.6m | ETA: 19.3m
[2025-12-25T20:17:42.675045] [INFO ] [sig       ] [428/3552] Forecasting BIB...
[2025-12-25T20:17:42.675075] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-25T20:17:42.675104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-25T20:17:42.686299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-25T20:17:42.686618] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-25T20:17:42.687369] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-25T20:17:42.687474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:42.687507] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:42.687534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:42.687611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:42.743188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:42.743791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:42.743869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:42.743901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:42.848623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:42.848716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:42.848751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:42.848779] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:42.852030] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-25T20:17:42.852299] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-25T20:17:42.852420] [INFO ] [sig       ] BIB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:42.995177] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIB.txt
[2025-12-25T20:17:42.995320] [INFO ] [sig       ] [428/3552] Completed BIB in 0.3s | 2.70 sym/s | Total: 2.6m | ETA: 19.2m
[2025-12-25T20:17:42.995384] [INFO ] [sig       ] [429/3552] Forecasting BIIB...
[2025-12-25T20:17:42.995418] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-25T20:17:42.995448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-25T20:17:43.007502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-25T20:17:43.007855] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-25T20:17:43.008640] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-25T20:17:43.008710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:43.008745] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:43.008771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:43.008827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:43.064143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:43.064757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:43.064861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:43.064895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:43.189365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:43.189497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:43.189535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:43.189562] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:43.192871] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=16.36%)
[2025-12-25T20:17:43.193147] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-25T20:17:43.193267] [INFO ] [sig       ] BIIB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:43.330592] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIIB.txt
[2025-12-25T20:17:43.330711] [INFO ] [sig       ] [429/3552] Completed BIIB in 0.3s | 2.71 sym/s | Total: 2.6m | ETA: 19.2m
[2025-12-25T20:17:43.330755] [INFO ] [sig       ] [430/3552] Forecasting BILI...
[2025-12-25T20:17:43.330792] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-25T20:17:43.330827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-25T20:17:43.343396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-25T20:17:43.343735] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-25T20:17:43.344487] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-25T20:17:43.344540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:43.344590] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:43.344619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:43.344677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:43.400244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:43.400891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:43.400975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:43.401007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:43.522886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:43.523039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:43.523080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:43.523107] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:43.526449] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=40.96%)
[2025-12-25T20:17:43.526737] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-25T20:17:43.526862] [INFO ] [sig       ] BILI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:43.668423] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BILI.txt
[2025-12-25T20:17:43.668564] [INFO ] [sig       ] [430/3552] Completed BILI in 0.3s | 2.71 sym/s | Total: 2.6m | ETA: 19.2m
[2025-12-25T20:17:43.668623] [INFO ] [sig       ] [431/3552] Forecasting BILL...
[2025-12-25T20:17:43.668654] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-25T20:17:43.668706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-25T20:17:43.680902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-25T20:17:43.681226] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-25T20:17:43.682010] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-25T20:17:43.682062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:43.682092] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:43.682118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:43.682174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:43.737935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:43.738537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:43.738645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:43.738680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:43.863312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:43.863450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:43.863521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:43.863551] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:43.866974] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=72.76%)
[2025-12-25T20:17:43.867242] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-25T20:17:43.867366] [INFO ] [sig       ] BILL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:44.005289] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BILL.txt
[2025-12-25T20:17:44.005423] [INFO ] [sig       ] [431/3552] Completed BILL in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.2m
[2025-12-25T20:17:44.005464] [INFO ] [sig       ] [432/3552] Forecasting BIO...
[2025-12-25T20:17:44.005496] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-25T20:17:44.005529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-25T20:17:44.018759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-25T20:17:44.019294] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-25T20:17:44.020087] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-25T20:17:44.020139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:44.020171] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:44.020198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:44.020255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:44.077414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:44.078027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:44.078106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:44.078138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:44.196150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:44.196292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:44.196330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:44.196358] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:44.199714] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=14.52%)
[2025-12-25T20:17:44.199994] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-25T20:17:44.200120] [INFO ] [sig       ] BIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:44.337243] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIO.txt
[2025-12-25T20:17:44.337361] [INFO ] [sig       ] [432/3552] Completed BIO in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.2m
[2025-12-25T20:17:44.337407] [INFO ] [sig       ] [433/3552] Forecasting BIOX...
[2025-12-25T20:17:44.337438] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-25T20:17:44.337468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-25T20:17:44.349493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-25T20:17:44.349861] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-25T20:17:44.350637] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-25T20:17:44.350689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:44.350720] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:44.350748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:44.350805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:44.407968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:44.408668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:44.408762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:44.408798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:44.531732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:44.531895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:44.531938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:44.531968] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:44.535440] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: DOWN (p=27.28%)
[2025-12-25T20:17:44.535734] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-25T20:17:44.535864] [INFO ] [sig       ] BIOX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:44.683121] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIOX.txt
[2025-12-25T20:17:44.683280] [INFO ] [sig       ] [433/3552] Completed BIOX in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.2m
[2025-12-25T20:17:44.683320] [INFO ] [sig       ] [434/3552] Forecasting BIP...
[2025-12-25T20:17:44.683351] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-25T20:17:44.683382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-25T20:17:44.695867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-25T20:17:44.696207] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-25T20:17:44.697037] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-25T20:17:44.697092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:44.697124] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:44.697152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:44.697211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:44.755136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:44.755797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:44.755890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:44.755924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:44.879642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:44.879802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:44.879849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:44.879882] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:44.883282] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-25T20:17:44.883557] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-25T20:17:44.883715] [INFO ] [sig       ] BIP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:45.022718] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIP.txt
[2025-12-25T20:17:45.022853] [INFO ] [sig       ] [434/3552] Completed BIP in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.2m
[2025-12-25T20:17:45.022893] [INFO ] [sig       ] [435/3552] Forecasting BIPH...
[2025-12-25T20:17:45.022922] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-25T20:17:45.022979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-25T20:17:45.034491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-25T20:17:45.034861] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-25T20:17:45.035666] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-25T20:17:45.035720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:45.035754] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:45.035781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:45.035840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:45.094062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:45.094730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:45.094808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:45.094840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:45.202774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:45.202932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:45.202972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:45.203000] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:45.206397] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=68.40%)
[2025-12-25T20:17:45.206695] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-25T20:17:45.206818] [INFO ] [sig       ] BIPH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:45.353973] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BIPH.txt
[2025-12-25T20:17:45.354302] [INFO ] [sig       ] [435/3552] Completed BIPH in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.2m
[2025-12-25T20:17:45.354340] [INFO ] [sig       ] [436/3552] Forecasting BIPI...
[2025-12-25T20:17:45.354369] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-25T20:17:45.354398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-25T20:17:45.366684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-25T20:17:45.367058] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-25T20:17:45.367917] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-25T20:17:45.367972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:45.368005] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:45.368034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:45.368094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:45.425793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:45.426459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:45.426541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:45.426592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:45.533565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:45.533745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:45.533800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:45.533830] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:45.537177] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=31.04%)
[2025-12-25T20:17:45.537458] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-25T20:17:45.537603] [INFO ] [sig       ] BIPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:45.681186] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIPI.txt
[2025-12-25T20:17:45.681366] [INFO ] [sig       ] [436/3552] Completed BIPI in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.2m
[2025-12-25T20:17:45.681413] [INFO ] [sig       ] [437/3552] Forecasting BIRD...
[2025-12-25T20:17:45.681449] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-25T20:17:45.681510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-25T20:17:45.693309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-25T20:17:45.693702] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-25T20:17:45.694487] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-25T20:17:45.694539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:45.694590] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:45.694620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:45.694678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:45.749997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:45.750751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:45.750833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:45.750866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:45.873492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:45.873670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:45.873715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:45.873744] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:45.877133] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=28.82%)
[2025-12-25T20:17:45.877424] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-25T20:17:45.877566] [INFO ] [sig       ] BIRD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:46.014909] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIRD.txt
[2025-12-25T20:17:46.015057] [INFO ] [sig       ] [437/3552] Completed BIRD in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.2m
[2025-12-25T20:17:46.015097] [INFO ] [sig       ] [438/3552] Forecasting BIRK...
[2025-12-25T20:17:46.015126] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-25T20:17:46.015155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-25T20:17:46.027425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-25T20:17:46.027827] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-25T20:17:46.028614] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-25T20:17:46.028666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:46.028699] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:46.028726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:46.028783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:46.087867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:46.088772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:46.088869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:46.088903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:46.212729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:46.212887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:46.212928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:46.212957] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:46.216328] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=90.87%)
[2025-12-25T20:17:46.216617] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-25T20:17:46.216765] [INFO ] [sig       ] BIRK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:46.363731] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BIRK.txt
[2025-12-25T20:17:46.363903] [INFO ] [sig       ] [438/3552] Completed BIRK in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.1m
[2025-12-25T20:17:46.363946] [INFO ] [sig       ] [439/3552] Forecasting BITF...
[2025-12-25T20:17:46.363976] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-25T20:17:46.364032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-25T20:17:46.376081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-25T20:17:46.376449] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-25T20:17:46.377248] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-25T20:17:46.377301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:46.377335] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:46.377362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:46.377422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:46.433964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:46.434964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:46.435054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:46.435088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:46.555306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:46.555445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:46.555487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:46.555515] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:46.558956] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2025-12-25T20:17:46.559258] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-25T20:17:46.559384] [INFO ] [sig       ] BITF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:46.697854] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BITF.txt
[2025-12-25T20:17:46.698035] [INFO ] [sig       ] [439/3552] Completed BITF in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.1m
[2025-12-25T20:17:46.698079] [INFO ] [sig       ] [440/3552] Forecasting BIVI...
[2025-12-25T20:17:46.698141] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-25T20:17:46.698174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-25T20:17:46.710206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-25T20:17:46.710602] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-25T20:17:46.711453] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-25T20:17:46.711510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:46.711555] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:46.711603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:46.711665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:46.768060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:46.768705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:46.768789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:46.768823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:46.889043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:46.889205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:46.889244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:46.889272] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:46.892644] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-12-25T20:17:46.892925] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-25T20:17:46.893053] [INFO ] [sig       ] BIVI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:47.035267] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIVI.txt
[2025-12-25T20:17:47.035423] [INFO ] [sig       ] [440/3552] Completed BIVI in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.1m
[2025-12-25T20:17:47.035464] [INFO ] [sig       ] [441/3552] Forecasting BJ...
[2025-12-25T20:17:47.035494] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-25T20:17:47.035532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-25T20:17:47.048355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-25T20:17:47.048745] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-25T20:17:47.049607] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-25T20:17:47.049662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:47.049695] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:47.049722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:47.049781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:47.109991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:47.110934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:47.111029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:47.111064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:47.237190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:47.237352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:47.237395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:47.237425] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:47.240971] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-25T20:17:47.241262] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-25T20:17:47.241481] [INFO ] [sig       ] BJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:47.385120] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BJ.txt
[2025-12-25T20:17:47.385294] [INFO ] [sig       ] [441/3552] Completed BJ in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.1m
[2025-12-25T20:17:47.385340] [INFO ] [sig       ] [442/3552] Forecasting BJRI...
[2025-12-25T20:17:47.385374] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-25T20:17:47.385436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-25T20:17:47.397993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-25T20:17:47.398368] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-25T20:17:47.399198] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-25T20:17:47.399253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:47.399285] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:47.399313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:47.399371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:47.455985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:47.456790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:47.456873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:47.456907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:47.578606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:47.578772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:47.578812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:47.578840] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:47.583044] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-25T20:17:47.583349] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-25T20:17:47.583489] [INFO ] [sig       ] BJRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:47.725237] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BJRI.txt
[2025-12-25T20:17:47.725401] [INFO ] [sig       ] [442/3552] Completed BJRI in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.1m
[2025-12-25T20:17:47.725443] [INFO ] [sig       ] [443/3552] Forecasting BK...
[2025-12-25T20:17:47.725473] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-25T20:17:47.725504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-25T20:17:47.737518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-25T20:17:47.737918] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-25T20:17:47.738694] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-25T20:17:47.738745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:47.738777] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:47.738804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:47.738862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:47.796965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:47.797875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:47.797962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:47.797997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:47.923279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:47.923437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:47.923476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:47.923505] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:47.926895] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=27.04%)
[2025-12-25T20:17:47.927189] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-25T20:17:47.927322] [INFO ] [sig       ] BK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:48.084819] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BK.txt
[2025-12-25T20:17:48.084986] [INFO ] [sig       ] [443/3552] Completed BK in 0.4s | 2.71 sym/s | Total: 2.7m | ETA: 19.1m
[2025-12-25T20:17:48.085027] [INFO ] [sig       ] [444/3552] Forecasting BKCH...
[2025-12-25T20:17:48.085064] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-25T20:17:48.085122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-25T20:17:48.097520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-25T20:17:48.097966] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-25T20:17:48.098842] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-25T20:17:48.098898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:48.098929] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:48.098958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:48.099017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:48.158366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:48.159262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:48.159348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:48.159382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:48.279466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:48.279644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:48.279685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:48.279712] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:48.283091] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=69.69%)
[2025-12-25T20:17:48.283363] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-25T20:17:48.283487] [INFO ] [sig       ] BKCH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:48.424454] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BKCH.txt
[2025-12-25T20:17:48.424641] [INFO ] [sig       ] [444/3552] Completed BKCH in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.1m
[2025-12-25T20:17:48.424685] [INFO ] [sig       ] [445/3552] Forecasting BKD...
[2025-12-25T20:17:48.424714] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-25T20:17:48.424747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-25T20:17:48.436523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-25T20:17:48.436926] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-25T20:17:48.437755] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-25T20:17:48.437808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:48.437839] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:48.437865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:48.437926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:48.493713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:48.494611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:48.494698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:48.494731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:48.614592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:48.614755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:48.614798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:48.614829] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:48.618275] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-25T20:17:48.618602] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-25T20:17:48.618739] [INFO ] [sig       ] BKD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:48.760318] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BKD.txt
[2025-12-25T20:17:48.760458] [INFO ] [sig       ] [445/3552] Completed BKD in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.1m
[2025-12-25T20:17:48.760498] [INFO ] [sig       ] [446/3552] Forecasting BKE...
[2025-12-25T20:17:48.760527] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-25T20:17:48.760558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-25T20:17:48.772187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-25T20:17:48.772540] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-25T20:17:48.773357] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-25T20:17:48.773411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:48.773445] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:48.773473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:48.773536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:48.830207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:48.830913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:48.830994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:48.831028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:48.955302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:48.955466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:48.955507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:48.955535] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:48.958910] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=72.09%)
[2025-12-25T20:17:48.959206] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-25T20:17:48.959336] [INFO ] [sig       ] BKE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:49.103726] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BKE.txt
[2025-12-25T20:17:49.103943] [INFO ] [sig       ] [446/3552] Completed BKE in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.1m
[2025-12-25T20:17:49.104033] [INFO ] [sig       ] [447/3552] Forecasting BKH...
[2025-12-25T20:17:49.104077] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-25T20:17:49.104113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-25T20:17:49.118635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-25T20:17:49.119134] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-25T20:17:49.120194] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-25T20:17:49.120250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:49.120284] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:49.120312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:49.120372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:49.181692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:49.182531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:49.182648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:49.182684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:49.300128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:49.300283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:49.300322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:49.300365] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:49.303796] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=28.84%)
[2025-12-25T20:17:49.304111] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-25T20:17:49.304248] [INFO ] [sig       ] BKH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:49.446216] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BKH.txt
[2025-12-25T20:17:49.446364] [INFO ] [sig       ] [447/3552] Completed BKH in 0.3s | 2.71 sym/s | Total: 2.7m | ETA: 19.1m
[2025-12-25T20:17:49.446406] [INFO ] [sig       ] [448/3552] Forecasting BKN...
[2025-12-25T20:17:49.446436] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-25T20:17:49.446466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-25T20:17:49.458422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-25T20:17:49.458796] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-25T20:17:49.459630] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-25T20:17:49.459683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:49.459715] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:49.459742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:49.459800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:49.519523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:49.520380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:49.520467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:49.520502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:49.640636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:49.640830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:49.640875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:49.640933] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:49.644878] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-25T20:17:49.645162] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-25T20:17:49.645294] [INFO ] [sig       ] BKN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:49.797841] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BKN.txt
[2025-12-25T20:17:49.798009] [INFO ] [sig       ] [448/3552] Completed BKN in 0.4s | 2.71 sym/s | Total: 2.8m | ETA: 19.1m
[2025-12-25T20:17:49.798051] [INFO ] [sig       ] [449/3552] Forecasting BKNG...
[2025-12-25T20:17:49.798081] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-25T20:17:49.798113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-25T20:17:49.812020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-25T20:17:49.812696] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-25T20:17:49.813698] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-25T20:17:49.813761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:49.813800] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:49.813837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:49.813914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:49.879409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:49.880303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:49.880391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:49.880424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:50.000566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:50.000744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:50.000784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:50.000813] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:50.004202] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2025-12-25T20:17:50.004529] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-25T20:17:50.004689] [INFO ] [sig       ] BKNG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:50.144009] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BKNG.txt
[2025-12-25T20:17:50.144154] [INFO ] [sig       ] [449/3552] Completed BKNG in 0.3s | 2.71 sym/s | Total: 2.8m | ETA: 19.0m
[2025-12-25T20:17:50.144195] [INFO ] [sig       ] [450/3552] Forecasting BKSY...
[2025-12-25T20:17:50.144226] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-25T20:17:50.144256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-25T20:17:50.156818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-25T20:17:50.157425] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-25T20:17:50.158315] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-25T20:17:50.158372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:50.158407] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:50.158436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:50.158497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:50.216867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:50.217787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:50.217873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:50.217906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:50.336617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:50.336756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:50.336795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:50.336823] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:50.340155] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=28.71%)
[2025-12-25T20:17:50.340423] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-25T20:17:50.340544] [INFO ] [sig       ] BKSY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:50.483131] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BKSY.txt
[2025-12-25T20:17:50.483299] [INFO ] [sig       ] [450/3552] Completed BKSY in 0.3s | 2.72 sym/s | Total: 2.8m | ETA: 19.0m
[2025-12-25T20:17:50.483347] [INFO ] [sig       ] [451/3552] Forecasting BL...
[2025-12-25T20:17:50.483377] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-25T20:17:50.483406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-25T20:17:50.495997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-25T20:17:50.496349] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-25T20:17:50.497218] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-25T20:17:50.497270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:50.497301] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:50.497328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:50.497395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:50.553078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:50.553783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:50.553864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:50.553896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:50.676716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:50.676880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:50.676919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:50.676948] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:50.680534] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: UP (p=56.87%)
[2025-12-25T20:17:50.680909] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-25T20:17:50.681057] [INFO ] [sig       ] BL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:50.820915] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BL.txt
[2025-12-25T20:17:50.821057] [INFO ] [sig       ] [451/3552] Completed BL in 0.3s | 2.72 sym/s | Total: 2.8m | ETA: 19.0m
[2025-12-25T20:17:50.821098] [INFO ] [sig       ] [452/3552] Forecasting BLBD...
[2025-12-25T20:17:50.821155] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-25T20:17:50.821211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-25T20:17:50.832760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-25T20:17:50.833107] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-25T20:17:50.833876] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-25T20:17:50.833927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:50.833959] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:50.833986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:50.834044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:50.890528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:50.891233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:50.891317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:50.891350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:51.013127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:51.013279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:51.013319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:51.013349] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:51.016689] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=27.37%)
[2025-12-25T20:17:51.016958] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-25T20:17:51.017085] [INFO ] [sig       ] BLBD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:51.157966] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLBD.txt
[2025-12-25T20:17:51.158129] [INFO ] [sig       ] [452/3552] Completed BLBD in 0.3s | 2.72 sym/s | Total: 2.8m | ETA: 19.0m
[2025-12-25T20:17:51.158168] [INFO ] [sig       ] [453/3552] Forecasting BLCN...
[2025-12-25T20:17:51.158198] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-25T20:17:51.158257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-25T20:17:51.171268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-25T20:17:51.171696] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-25T20:17:51.172598] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-25T20:17:51.172664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:51.172698] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:51.172724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:51.172781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:51.232118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:51.232956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:51.233048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:51.233081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:51.351656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:51.351823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:51.351865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:51.351893] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:51.355408] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=60.83%)
[2025-12-25T20:17:51.355713] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-25T20:17:51.355844] [INFO ] [sig       ] BLCN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:51.496360] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BLCN.txt
[2025-12-25T20:17:51.496514] [INFO ] [sig       ] [453/3552] Completed BLCN in 0.3s | 2.72 sym/s | Total: 2.8m | ETA: 19.0m
[2025-12-25T20:17:51.496555] [INFO ] [sig       ] [454/3552] Forecasting BLCO...
[2025-12-25T20:17:51.496603] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-25T20:17:51.496634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-25T20:17:51.509472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-25T20:17:51.509887] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-25T20:17:51.510675] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-25T20:17:51.510727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:51.510759] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:51.510786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:51.510844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:51.567623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:51.568346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:51.568429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:51.568463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:51.695001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:51.695163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:51.695203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:51.695233] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:51.698732] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-12-25T20:17:51.699014] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-25T20:17:51.699161] [INFO ] [sig       ] BLCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:51.848530] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLCO.txt
[2025-12-25T20:17:51.848707] [INFO ] [sig       ] [454/3552] Completed BLCO in 0.4s | 2.72 sym/s | Total: 2.8m | ETA: 19.0m
[2025-12-25T20:17:51.848758] [INFO ] [sig       ] [455/3552] Forecasting BLD...
[2025-12-25T20:17:51.848787] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-25T20:17:51.848817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-25T20:17:51.865223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-25T20:17:51.865734] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-25T20:17:51.866838] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-25T20:17:51.866907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:51.866956] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:51.866996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:51.867115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:51.931915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:51.932829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:51.932919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:51.932953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:52.052880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:52.053048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:52.053090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:52.053119] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:52.056623] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=70.81%)
[2025-12-25T20:17:52.056909] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-25T20:17:52.057039] [INFO ] [sig       ] BLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:52.196065] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BLD.txt
[2025-12-25T20:17:52.196200] [INFO ] [sig       ] [455/3552] Completed BLD in 0.3s | 2.72 sym/s | Total: 2.8m | ETA: 19.0m
[2025-12-25T20:17:52.196240] [INFO ] [sig       ] [456/3552] Forecasting BLDP...
[2025-12-25T20:17:52.196270] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-25T20:17:52.196300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-25T20:17:52.208487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-25T20:17:52.208818] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-25T20:17:52.209603] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-25T20:17:52.209657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:52.209688] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:52.209714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:52.209772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:52.266193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:52.267090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:52.267177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:52.267210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:52.387506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:52.387668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:52.387709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:52.387738] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:52.391101] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=26.63%)
[2025-12-25T20:17:52.391370] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-25T20:17:52.391492] [INFO ] [sig       ] BLDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:52.529653] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLDP.txt
[2025-12-25T20:17:52.529779] [INFO ] [sig       ] [456/3552] Completed BLDP in 0.3s | 2.72 sym/s | Total: 2.8m | ETA: 19.0m
[2025-12-25T20:17:52.529819] [INFO ] [sig       ] [457/3552] Forecasting BLE...
[2025-12-25T20:17:52.529849] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-25T20:17:52.529879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-25T20:17:52.541507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-25T20:17:52.541858] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-25T20:17:52.542631] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-25T20:17:52.542683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:52.542714] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:52.542740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:52.542799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:52.599430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:52.600045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:52.600123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:52.600155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:52.720841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:52.720987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:52.721026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:52.721054] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:52.724387] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=43.97%)
[2025-12-25T20:17:52.724674] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-25T20:17:52.724796] [INFO ] [sig       ] BLE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:52.868478] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLE.txt
[2025-12-25T20:17:52.868625] [INFO ] [sig       ] [457/3552] Completed BLE in 0.3s | 2.72 sym/s | Total: 2.8m | ETA: 19.0m
[2025-12-25T20:17:52.868666] [INFO ] [sig       ] [458/3552] Forecasting BLFS...
[2025-12-25T20:17:52.868695] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-25T20:17:52.868744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-25T20:17:52.880563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-25T20:17:52.880925] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-25T20:17:52.881703] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-25T20:17:52.881754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:52.881784] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:52.881810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:52.881867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:52.939012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:52.939640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:52.939719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:52.939751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:53.060754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:53.060910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:53.060950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:53.060978] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:53.064345] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=41.05%)
[2025-12-25T20:17:53.064685] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-25T20:17:53.064812] [INFO ] [sig       ] BLFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:53.210330] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLFS.txt
[2025-12-25T20:17:53.210468] [INFO ] [sig       ] [458/3552] Completed BLFS in 0.3s | 2.72 sym/s | Total: 2.8m | ETA: 19.0m
[2025-12-25T20:17:53.210509] [INFO ] [sig       ] [459/3552] Forecasting BLFY...
[2025-12-25T20:17:53.210538] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-25T20:17:53.210567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-25T20:17:53.221943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-25T20:17:53.222265] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-25T20:17:53.223041] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-25T20:17:53.223096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:53.223127] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:53.223154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:53.223211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:53.279117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:53.279740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:53.279820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:53.279854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:53.405641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:53.405793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:53.405833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:53.405861] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:53.409590] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: DOWN (p=47.72%)
[2025-12-25T20:17:53.409857] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-25T20:17:53.409981] [INFO ] [sig       ] BLFY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:53.550887] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLFY.txt
[2025-12-25T20:17:53.551013] [INFO ] [sig       ] [459/3552] Completed BLFY in 0.3s | 2.72 sym/s | Total: 2.8m | ETA: 19.0m
[2025-12-25T20:17:53.551057] [INFO ] [sig       ] [460/3552] Forecasting BLK...
[2025-12-25T20:17:53.551086] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-25T20:17:53.551115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-25T20:17:53.563724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-25T20:17:53.564110] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-25T20:17:53.564980] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-25T20:17:53.565034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:53.565070] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:53.565100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:53.565160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:53.624020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:53.624863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:53.624945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:53.624978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:53.747750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:53.747889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:53.747942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:53.747971] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:53.751332] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-25T20:17:53.751638] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-25T20:17:53.751773] [INFO ] [sig       ] BLK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:53.898681] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLK.txt
[2025-12-25T20:17:53.898820] [INFO ] [sig       ] [460/3552] Completed BLK in 0.3s | 2.72 sym/s | Total: 2.8m | ETA: 18.9m
[2025-12-25T20:17:53.898859] [INFO ] [sig       ] [461/3552] Forecasting BLKB...
[2025-12-25T20:17:53.898889] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-25T20:17:53.898918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-25T20:17:53.911229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-25T20:17:53.911551] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-25T20:17:53.912314] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-25T20:17:53.912365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:53.912396] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:53.912422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:53.912480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:53.969215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:53.969834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:53.969910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:53.969942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:54.086902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:54.087032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:54.087073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:54.087100] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:54.090377] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=81.18%)
[2025-12-25T20:17:54.090664] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-25T20:17:54.090811] [INFO ] [sig       ] BLKB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:54.234488] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BLKB.txt
[2025-12-25T20:17:54.234660] [INFO ] [sig       ] [461/3552] Completed BLKB in 0.3s | 2.72 sym/s | Total: 2.8m | ETA: 18.9m
[2025-12-25T20:17:54.234703] [INFO ] [sig       ] [462/3552] Forecasting BLMN...
[2025-12-25T20:17:54.234734] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-25T20:17:54.234789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-25T20:17:54.247732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-25T20:17:54.248155] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-25T20:17:54.249127] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-25T20:17:54.249192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:54.249229] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:54.249257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:54.249316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:54.308873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:54.309920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:54.310005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:54.310040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:54.433482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:54.433655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:54.433696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:54.433724] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:54.437038] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: DOWN (p=15.24%)
[2025-12-25T20:17:54.437309] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-25T20:17:54.437432] [INFO ] [sig       ] BLMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:54.583691] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLMN.txt
[2025-12-25T20:17:54.583868] [INFO ] [sig       ] [462/3552] Completed BLMN in 0.3s | 2.72 sym/s | Total: 2.8m | ETA: 18.9m
[2025-12-25T20:17:54.583910] [INFO ] [sig       ] [463/3552] Forecasting BLND...
[2025-12-25T20:17:54.583940] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-25T20:17:54.583969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-25T20:17:54.596505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-25T20:17:54.596896] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-25T20:17:54.597676] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-25T20:17:54.597728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:54.597759] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:54.597786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:54.597844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:54.656384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:54.657371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:54.657455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:54.657488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:54.779522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:54.779697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:54.779736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:54.779764] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:54.783493] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=17.44%)
[2025-12-25T20:17:54.783794] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-25T20:17:54.783925] [INFO ] [sig       ] BLND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:54.921951] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLND.txt
[2025-12-25T20:17:54.922081] [INFO ] [sig       ] [463/3552] Completed BLND in 0.3s | 2.72 sym/s | Total: 2.8m | ETA: 18.9m
[2025-12-25T20:17:54.922120] [INFO ] [sig       ] [464/3552] Forecasting BLRX...
[2025-12-25T20:17:54.922150] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-25T20:17:54.922179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-25T20:17:54.933925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-25T20:17:54.934483] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-25T20:17:54.935263] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-25T20:17:54.935315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:54.935357] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:54.935385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:54.935442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:54.995507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:54.996198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:54.996280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:54.996315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:55.114512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:55.114664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:55.114703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:55.114731] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:55.118027] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=87.91%)
[2025-12-25T20:17:55.118295] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-25T20:17:55.118420] [INFO ] [sig       ] BLRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:55.263403] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BLRX.txt
[2025-12-25T20:17:55.263603] [INFO ] [sig       ] [464/3552] Completed BLRX in 0.3s | 2.72 sym/s | Total: 2.8m | ETA: 18.9m
[2025-12-25T20:17:55.263649] [INFO ] [sig       ] [465/3552] Forecasting BLTE...
[2025-12-25T20:17:55.263706] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-25T20:17:55.263739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-25T20:17:55.275700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-25T20:17:55.276058] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-25T20:17:55.276840] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-25T20:17:55.276892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:55.276924] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:55.276951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:55.277009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:55.336823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:55.337713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:55.337800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:55.337835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:55.464471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:55.464630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:55.464670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:55.464698] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:55.468032] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: UP (p=86.87%)
[2025-12-25T20:17:55.468300] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-25T20:17:55.468423] [INFO ] [sig       ] BLTE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:55.627126] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BLTE.txt
[2025-12-25T20:17:55.627356] [INFO ] [sig       ] [465/3552] Completed BLTE in 0.4s | 2.72 sym/s | Total: 2.8m | ETA: 18.9m
[2025-12-25T20:17:55.627456] [INFO ] [sig       ] [466/3552] Forecasting BLX...
[2025-12-25T20:17:55.627507] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-25T20:17:55.627550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-25T20:17:55.640864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-25T20:17:55.641486] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-25T20:17:55.642509] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-25T20:17:55.642564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:55.642619] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:55.642647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:55.642707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:55.699902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:55.700765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:55.700856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:55.700889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:55.822873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:55.823029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:55.823070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:55.823098] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:55.826455] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-12-25T20:17:55.826751] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-25T20:17:55.826879] [INFO ] [sig       ] BLX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:55.967564] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLX.txt
[2025-12-25T20:17:55.967708] [INFO ] [sig       ] [466/3552] Completed BLX in 0.3s | 2.72 sym/s | Total: 2.9m | ETA: 18.9m
[2025-12-25T20:17:55.967747] [INFO ] [sig       ] [467/3552] Forecasting BLZE...
[2025-12-25T20:17:55.967777] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-25T20:17:55.967806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-25T20:17:55.979671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-25T20:17:55.980026] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-25T20:17:55.980800] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-25T20:17:55.980851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:55.980882] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:55.980908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:55.980964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:56.037249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:56.037924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:56.038004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:56.038036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:56.163655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:56.163857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:56.163899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:56.163927] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:56.167446] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=18.26%)
[2025-12-25T20:17:56.167736] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-25T20:17:56.167872] [INFO ] [sig       ] BLZE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:56.307465] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLZE.txt
[2025-12-25T20:17:56.307655] [INFO ] [sig       ] [467/3552] Completed BLZE in 0.3s | 2.72 sym/s | Total: 2.9m | ETA: 18.9m
[2025-12-25T20:17:56.307706] [INFO ] [sig       ] [468/3552] Forecasting BMA...
[2025-12-25T20:17:56.307737] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-25T20:17:56.307805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-25T20:17:56.320205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-25T20:17:56.320607] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-25T20:17:56.321429] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-25T20:17:56.321484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:56.321516] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:56.321544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:56.321621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:56.378586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:56.379516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:56.379636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:56.379687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:56.501268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:56.501423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:56.501466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:56.501496] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:56.504957] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=30.46%)
[2025-12-25T20:17:56.505245] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-25T20:17:56.505377] [INFO ] [sig       ] BMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:56.644109] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BMA.txt
[2025-12-25T20:17:56.644257] [INFO ] [sig       ] [468/3552] Completed BMA in 0.3s | 2.72 sym/s | Total: 2.9m | ETA: 18.9m
[2025-12-25T20:17:56.644341] [INFO ] [sig       ] [469/3552] Forecasting BMBL...
[2025-12-25T20:17:56.644375] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-25T20:17:56.644407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-25T20:17:56.656069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-25T20:17:56.656430] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-25T20:17:56.657297] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-25T20:17:56.657353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:56.657387] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:56.657415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:56.657473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:56.718875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:56.719763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:56.719846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:56.719879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:56.846414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:56.846565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:56.846624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:56.846654] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:56.850144] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-25T20:17:56.850428] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-25T20:17:56.850589] [INFO ] [sig       ] BMBL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:56.991528] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BMBL.txt
[2025-12-25T20:17:56.991690] [INFO ] [sig       ] [469/3552] Completed BMBL in 0.3s | 2.72 sym/s | Total: 2.9m | ETA: 18.9m
[2025-12-25T20:17:56.991731] [INFO ] [sig       ] [470/3552] Forecasting BME...
[2025-12-25T20:17:56.991760] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-25T20:17:56.991789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-25T20:17:57.004078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-25T20:17:57.004449] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-25T20:17:57.005282] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-25T20:17:57.005337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:57.005370] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:57.005398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:57.005457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:57.062674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:57.063348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:57.063442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:57.063476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:57.183377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:57.183528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:57.183583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:57.183615] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:57.186952] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-12-25T20:17:57.187229] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-25T20:17:57.187351] [INFO ] [sig       ] BME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:57.326438] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BME.txt
[2025-12-25T20:17:57.326629] [INFO ] [sig       ] [470/3552] Completed BME in 0.3s | 2.72 sym/s | Total: 2.9m | ETA: 18.9m
[2025-12-25T20:17:57.326675] [INFO ] [sig       ] [471/3552] Forecasting BMEZ...
[2025-12-25T20:17:57.326704] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-25T20:17:57.326792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-25T20:17:57.339124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-25T20:17:57.339491] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-25T20:17:57.340288] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-25T20:17:57.340341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:57.340374] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:57.340403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:57.340461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:57.398192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:57.398851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:57.398932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:57.398965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:57.522327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:57.522480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:57.522518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:57.522563] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:57.525918] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=71.10%)
[2025-12-25T20:17:57.526190] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-25T20:17:57.526317] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:57.667337] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BMEZ.txt
[2025-12-25T20:17:57.667476] [INFO ] [sig       ] [471/3552] Completed BMEZ in 0.3s | 2.72 sym/s | Total: 2.9m | ETA: 18.9m
[2025-12-25T20:17:57.667515] [INFO ] [sig       ] [472/3552] Forecasting BMI...
[2025-12-25T20:17:57.667545] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-25T20:17:57.667590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-25T20:17:57.680007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-25T20:17:57.680367] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-25T20:17:57.681220] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-25T20:17:57.681286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:57.681325] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:57.681381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:57.681442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:57.738004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:57.738675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:57.738757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:57.738790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:57.858181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:57.858335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:57.858376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:57.858406] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:57.861843] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=33.24%)
[2025-12-25T20:17:57.862118] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-25T20:17:57.862245] [INFO ] [sig       ] BMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:57.999952] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BMI.txt
[2025-12-25T20:17:58.000084] [INFO ] [sig       ] [472/3552] Completed BMI in 0.3s | 2.72 sym/s | Total: 2.9m | ETA: 18.8m
[2025-12-25T20:17:58.000123] [INFO ] [sig       ] [473/3552] Forecasting BMO...
[2025-12-25T20:17:58.000156] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-25T20:17:58.000186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-25T20:17:58.012089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-25T20:17:58.012435] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-25T20:17:58.013205] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-25T20:17:58.013257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:58.013288] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:58.013315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:58.013372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:58.069306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:58.070116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:58.070198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:58.070245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:58.193489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:58.193656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:58.193696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:58.193725] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:58.197068] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2025-12-25T20:17:58.197340] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-25T20:17:58.197463] [INFO ] [sig       ] BMO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:58.341026] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BMO.txt
[2025-12-25T20:17:58.341233] [INFO ] [sig       ] [473/3552] Completed BMO in 0.3s | 2.72 sym/s | Total: 2.9m | ETA: 18.8m
[2025-12-25T20:17:58.341291] [INFO ] [sig       ] [474/3552] Forecasting BMRA...
[2025-12-25T20:17:58.341330] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-25T20:17:58.341402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-25T20:17:58.353064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-25T20:17:58.353666] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-25T20:17:58.354673] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-25T20:17:58.354732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:58.354764] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:58.354792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:58.354850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:58.411503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:58.412348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:58.412430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:58.412462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:58.527514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:58.527692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:58.527737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:58.527767] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:58.531190] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=70.32%)
[2025-12-25T20:17:58.531462] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-25T20:17:58.531606] [INFO ] [sig       ] BMRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:58.669402] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BMRA.txt
[2025-12-25T20:17:58.669536] [INFO ] [sig       ] [474/3552] Completed BMRA in 0.3s | 2.73 sym/s | Total: 2.9m | ETA: 18.8m
[2025-12-25T20:17:58.669592] [INFO ] [sig       ] [475/3552] Forecasting BMRC...
[2025-12-25T20:17:58.669630] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-25T20:17:58.669669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-25T20:17:58.681436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-25T20:17:58.681799] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-25T20:17:58.682540] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-25T20:17:58.682609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:58.682642] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:58.682679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:58.682737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:58.740198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:58.741051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:58.741134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:58.741171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:58.859671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:58.859823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:58.859863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:58.859890] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:58.863732] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: UP (p=76.86%)
[2025-12-25T20:17:58.864005] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-25T20:17:58.864132] [INFO ] [sig       ] BMRC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:59.003933] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BMRC.txt
[2025-12-25T20:17:59.004066] [INFO ] [sig       ] [475/3552] Completed BMRC in 0.3s | 2.73 sym/s | Total: 2.9m | ETA: 18.8m
[2025-12-25T20:17:59.004106] [INFO ] [sig       ] [476/3552] Forecasting BMRN...
[2025-12-25T20:17:59.004135] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-25T20:17:59.004165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-25T20:17:59.016219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-25T20:17:59.016545] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-25T20:17:59.017329] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-25T20:17:59.017381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:59.017413] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:59.017438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:59.017495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:59.074557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:59.075205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:59.075480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:59.075512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:59.193759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:59.193902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:59.193942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:59.193970] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:59.197272] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2025-12-25T20:17:59.197536] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-25T20:17:59.197675] [INFO ] [sig       ] BMRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:17:59.339554] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BMRN.txt
[2025-12-25T20:17:59.339703] [INFO ] [sig       ] [476/3552] Completed BMRN in 0.3s | 2.73 sym/s | Total: 2.9m | ETA: 18.8m
[2025-12-25T20:17:59.339747] [INFO ] [sig       ] [477/3552] Forecasting BMY...
[2025-12-25T20:17:59.339780] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-25T20:17:59.339809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-25T20:17:59.351721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-25T20:17:59.352097] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-25T20:17:59.352908] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-25T20:17:59.352961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:59.352994] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:59.353021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:59.353079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:59.409396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:59.410259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:59.410353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:59.410389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:59.535306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:59.535444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:59.535484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:59.535512] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:59.538891] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-12-25T20:17:59.539185] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-25T20:17:59.539311] [INFO ] [sig       ] BMY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:17:59.697034] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BMY.txt
[2025-12-25T20:17:59.697199] [INFO ] [sig       ] [477/3552] Completed BMY in 0.4s | 2.73 sym/s | Total: 2.9m | ETA: 18.8m
[2025-12-25T20:17:59.697242] [INFO ] [sig       ] [478/3552] Forecasting BN...
[2025-12-25T20:17:59.697271] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-25T20:17:59.697300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-25T20:17:59.709455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-25T20:17:59.709907] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-25T20:17:59.710744] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-25T20:17:59.710797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:17:59.710829] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:17:59.710856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:17:59.710914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:17:59.773936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:17:59.774857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:17:59.774951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:17:59.774987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:17:59.900634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:17:59.900787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:17:59.900827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:17:59.900855] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:17:59.904224] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-12-25T20:17:59.904496] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-25T20:17:59.904641] [INFO ] [sig       ] BN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:00.052189] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BN.txt
[2025-12-25T20:18:00.052412] [INFO ] [sig       ] [478/3552] Completed BN in 0.4s | 2.73 sym/s | Total: 2.9m | ETA: 18.8m
[2025-12-25T20:18:00.052480] [INFO ] [sig       ] [479/3552] Forecasting BND...
[2025-12-25T20:18:00.052567] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-25T20:18:00.052640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-25T20:18:00.068808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-25T20:18:00.069355] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-25T20:18:00.070480] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-25T20:18:00.070544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:00.070605] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:00.070645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:00.070724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:00.148848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:00.149778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:00.149863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:00.149895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:00.271616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:00.271768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:00.271807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:00.271835] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:00.275151] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-12-25T20:18:00.275418] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-25T20:18:00.275543] [INFO ] [sig       ] BND: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:00.414376] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BND.txt
[2025-12-25T20:18:00.414500] [INFO ] [sig       ] [479/3552] Completed BND in 0.4s | 2.73 sym/s | Total: 2.9m | ETA: 18.8m
[2025-12-25T20:18:00.414538] [INFO ] [sig       ] [480/3552] Forecasting BNDX...
[2025-12-25T20:18:00.414585] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-25T20:18:00.414618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-25T20:18:00.426841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-25T20:18:00.427247] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-25T20:18:00.428099] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-25T20:18:00.428153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:00.428187] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:00.428214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:00.428273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:00.485596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:00.486457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:00.486542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:00.486593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:00.638558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:00.638693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:00.638735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:00.638763] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:00.642482] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-25T20:18:00.642805] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-25T20:18:00.642957] [INFO ] [sig       ] BNDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:00.795540] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNDX.txt
[2025-12-25T20:18:00.795772] [INFO ] [sig       ] [480/3552] Completed BNDX in 0.4s | 2.73 sym/s | Total: 2.9m | ETA: 18.8m
[2025-12-25T20:18:00.795820] [INFO ] [sig       ] [481/3552] Forecasting BNED...
[2025-12-25T20:18:00.795854] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-25T20:18:00.795888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-25T20:18:00.816649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-25T20:18:00.817100] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-25T20:18:00.818082] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-25T20:18:00.818141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:00.818176] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:00.818207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:00.818283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:00.890107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:00.891152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:00.891261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:00.891307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:01.013295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:01.013470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:01.013513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:01.013543] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:01.017014] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-12-25T20:18:01.017331] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-25T20:18:01.017464] [INFO ] [sig       ] BNED: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:01.158048] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNED.txt
[2025-12-25T20:18:01.158204] [INFO ] [sig       ] [481/3552] Completed BNED in 0.4s | 2.73 sym/s | Total: 2.9m | ETA: 18.8m
[2025-12-25T20:18:01.158250] [INFO ] [sig       ] [482/3552] Forecasting BNGO...
[2025-12-25T20:18:01.158283] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-25T20:18:01.158343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-25T20:18:01.171068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-25T20:18:01.171490] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-25T20:18:01.172435] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-25T20:18:01.172501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:01.172535] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:01.172563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:01.172651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:01.234256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:01.235194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:01.235287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:01.235320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:01.359447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:01.359644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:01.359687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:01.359717] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:01.363344] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=34.21%)
[2025-12-25T20:18:01.363731] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-25T20:18:01.363879] [INFO ] [sig       ] BNGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:01.510863] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNGO.txt
[2025-12-25T20:18:01.511032] [INFO ] [sig       ] [482/3552] Completed BNGO in 0.4s | 2.73 sym/s | Total: 2.9m | ETA: 18.8m
[2025-12-25T20:18:01.511074] [INFO ] [sig       ] [483/3552] Forecasting BNH...
[2025-12-25T20:18:01.511103] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-25T20:18:01.511162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-25T20:18:01.523766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-25T20:18:01.524164] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-25T20:18:01.524951] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-25T20:18:01.525004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:01.525038] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:01.525066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:01.525124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:01.583943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:01.584898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:01.584993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:01.585027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:01.705869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:01.706034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:01.706075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:01.706104] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:01.709862] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=29.12%)
[2025-12-25T20:18:01.710190] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-25T20:18:01.710341] [INFO ] [sig       ] BNH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:01.865185] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNH.txt
[2025-12-25T20:18:01.865356] [INFO ] [sig       ] [483/3552] Completed BNH in 0.4s | 2.73 sym/s | Total: 3.0m | ETA: 18.8m
[2025-12-25T20:18:01.865399] [INFO ] [sig       ] [484/3552] Forecasting BNJ...
[2025-12-25T20:18:01.865429] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-25T20:18:01.865459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-25T20:18:01.877543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-25T20:18:01.877956] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-25T20:18:01.878740] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-25T20:18:01.878793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:01.878824] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:01.878851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:01.878909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:01.936281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:01.937327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:01.937624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:01.937658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:02.054207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:02.054387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:02.054429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:02.054457] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:02.058189] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=36.17%)
[2025-12-25T20:18:02.058471] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-25T20:18:02.058623] [INFO ] [sig       ] BNJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:02.210597] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNJ.txt
[2025-12-25T20:18:02.210784] [INFO ] [sig       ] [484/3552] Completed BNJ in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.7m
[2025-12-25T20:18:02.210861] [INFO ] [sig       ] [485/3552] Forecasting BNL...
[2025-12-25T20:18:02.210894] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-25T20:18:02.210925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-25T20:18:02.226989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-25T20:18:02.227475] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-25T20:18:02.228477] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-25T20:18:02.228559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:02.228623] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:02.228660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:02.228744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:02.289771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:02.290690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:02.290784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:02.290818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:02.410944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:02.411106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:02.411146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:02.411173] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:02.414748] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-25T20:18:02.415033] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-25T20:18:02.415162] [INFO ] [sig       ] BNL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:02.559357] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNL.txt
[2025-12-25T20:18:02.559525] [INFO ] [sig       ] [485/3552] Completed BNL in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.7m
[2025-12-25T20:18:02.559613] [INFO ] [sig       ] [486/3552] Forecasting BNS...
[2025-12-25T20:18:02.559646] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-25T20:18:02.559706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-25T20:18:02.572887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-25T20:18:02.573339] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-25T20:18:02.574167] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-25T20:18:02.574220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:02.574252] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:02.574280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:02.574338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:02.633856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:02.634770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:02.634858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:02.634894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:02.764405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:02.764565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:02.764627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:02.764659] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:02.768171] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=78.50%)
[2025-12-25T20:18:02.768457] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-25T20:18:02.768606] [INFO ] [sig       ] BNS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:02.911935] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BNS.txt
[2025-12-25T20:18:02.912091] [INFO ] [sig       ] [486/3552] Completed BNS in 0.4s | 2.73 sym/s | Total: 3.0m | ETA: 18.7m
[2025-12-25T20:18:02.912133] [INFO ] [sig       ] [487/3552] Forecasting BNTC...
[2025-12-25T20:18:02.912163] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-25T20:18:02.912193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-25T20:18:02.924271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-25T20:18:02.924625] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-25T20:18:02.925377] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-25T20:18:02.925430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:02.925462] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:02.925489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:02.925546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:02.985323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:02.986476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:02.986592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:02.986631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:03.107815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:03.107969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:03.108009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:03.108037] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:03.111398] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-25T20:18:03.111686] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-25T20:18:03.111810] [INFO ] [sig       ] BNTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:03.258077] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNTC.txt
[2025-12-25T20:18:03.258216] [INFO ] [sig       ] [487/3552] Completed BNTC in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.7m
[2025-12-25T20:18:03.258257] [INFO ] [sig       ] [488/3552] Forecasting BNTX...
[2025-12-25T20:18:03.258287] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-25T20:18:03.258316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-25T20:18:03.271342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-25T20:18:03.271736] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-25T20:18:03.272499] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-25T20:18:03.272551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:03.272618] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:03.272649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:03.272708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:03.329196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:03.329886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:03.329966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:03.329999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:03.446777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:03.446911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:03.446949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:03.446977] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:03.450817] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=93.64%)
[2025-12-25T20:18:03.451085] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-25T20:18:03.451211] [INFO ] [sig       ] BNTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:03.591148] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BNTX.txt
[2025-12-25T20:18:03.591264] [INFO ] [sig       ] [488/3552] Completed BNTX in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.7m
[2025-12-25T20:18:03.591305] [INFO ] [sig       ] [489/3552] Forecasting BNY...
[2025-12-25T20:18:03.591335] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-25T20:18:03.591365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-25T20:18:03.603046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-25T20:18:03.603349] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-25T20:18:03.604108] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-25T20:18:03.604159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:03.604191] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:03.604245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:03.604304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:03.661081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:03.661683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:03.661760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:03.661792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:03.780953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:03.781083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:03.781122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:03.781150] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:03.784436] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=22.22%)
[2025-12-25T20:18:03.784722] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-25T20:18:03.784844] [INFO ] [sig       ] BNY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:03.925317] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNY.txt
[2025-12-25T20:18:03.925449] [INFO ] [sig       ] [489/3552] Completed BNY in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.7m
[2025-12-25T20:18:03.925489] [INFO ] [sig       ] [490/3552] Forecasting BOC...
[2025-12-25T20:18:03.925518] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-25T20:18:03.925548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-25T20:18:03.938483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-25T20:18:03.938977] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-25T20:18:03.939847] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-25T20:18:03.939903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:03.939936] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:03.939963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:03.940021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:03.997242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:03.997871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:03.997963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:03.997997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:04.117322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:04.117451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:04.117488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:04.117517] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:04.120805] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=20.25%)
[2025-12-25T20:18:04.121074] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-25T20:18:04.121199] [INFO ] [sig       ] BOC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:04.260265] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BOC.txt
[2025-12-25T20:18:04.260429] [INFO ] [sig       ] [490/3552] Completed BOC in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.7m
[2025-12-25T20:18:04.260469] [INFO ] [sig       ] [491/3552] Forecasting BOE...
[2025-12-25T20:18:04.260498] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-25T20:18:04.260559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-25T20:18:04.273932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-25T20:18:04.274312] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-25T20:18:04.275092] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-25T20:18:04.275144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:04.275175] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:04.275203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:04.275262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:04.331895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:04.332988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:04.333077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:04.333109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:04.454823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:04.454985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:04.455024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:04.455052] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:04.458423] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-12-25T20:18:04.458715] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-25T20:18:04.458838] [INFO ] [sig       ] BOE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:04.596586] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BOE.txt
[2025-12-25T20:18:04.596708] [INFO ] [sig       ] [491/3552] Completed BOE in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.7m
[2025-12-25T20:18:04.596753] [INFO ] [sig       ] [492/3552] Forecasting BOF...
[2025-12-25T20:18:04.596784] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-25T20:18:04.596821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-25T20:18:04.609157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-25T20:18:04.609472] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-25T20:18:04.610233] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-25T20:18:04.610289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:04.610323] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:04.610350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:04.610409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:04.666067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:04.666687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:04.666767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:04.666799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:04.788901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:04.789027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:04.789081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:04.789111] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:04.792325] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-12-25T20:18:04.792639] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-25T20:18:04.792767] [INFO ] [sig       ] BOF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:04.931307] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BOF.txt
[2025-12-25T20:18:04.931460] [INFO ] [sig       ] [492/3552] Completed BOF in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.7m
[2025-12-25T20:18:04.931501] [INFO ] [sig       ] [493/3552] Forecasting BOH...
[2025-12-25T20:18:04.931531] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-25T20:18:04.931561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-25T20:18:04.944072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-25T20:18:04.944493] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-25T20:18:04.945293] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-25T20:18:04.945349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:04.945380] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:04.945407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:04.945463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:05.000928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:05.001525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:05.001621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:05.001655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:05.121195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:05.121339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:05.121379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:05.121407] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:05.124733] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=53.42%)
[2025-12-25T20:18:05.125004] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-25T20:18:05.125126] [INFO ] [sig       ] BOH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:05.266730] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BOH.txt
[2025-12-25T20:18:05.266856] [INFO ] [sig       ] [493/3552] Completed BOH in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.7m
[2025-12-25T20:18:05.266896] [INFO ] [sig       ] [494/3552] Forecasting BOKF...
[2025-12-25T20:18:05.266945] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-25T20:18:05.266975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-25T20:18:05.279791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-25T20:18:05.280159] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-25T20:18:05.280977] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-25T20:18:05.281029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:05.281061] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:05.281088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:05.281145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:05.337659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:05.338448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:05.338561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:05.338612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:05.459720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:05.459896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:05.459936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:05.459963] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:05.463366] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=49.30%)
[2025-12-25T20:18:05.463676] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-25T20:18:05.463823] [INFO ] [sig       ] BOKF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:05.600815] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BOKF.txt
[2025-12-25T20:18:05.600964] [INFO ] [sig       ] [494/3552] Completed BOKF in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.7m
[2025-12-25T20:18:05.601004] [INFO ] [sig       ] [495/3552] Forecasting BOLD...
[2025-12-25T20:18:05.601032] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-25T20:18:05.601087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-25T20:18:05.612775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-25T20:18:05.613110] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-25T20:18:05.613901] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-25T20:18:05.613954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:05.613986] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:05.614011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:05.614068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:05.672057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:05.672969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:05.673056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:05.673090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:05.798234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:05.798388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:05.798428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:05.798473] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:05.801929] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=15.46%)
[2025-12-25T20:18:05.802204] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-25T20:18:05.802329] [INFO ] [sig       ] BOLD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:05.942349] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BOLD.txt
[2025-12-25T20:18:05.942487] [INFO ] [sig       ] [495/3552] Completed BOLD in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.6m
[2025-12-25T20:18:05.942527] [INFO ] [sig       ] [496/3552] Forecasting BOND...
[2025-12-25T20:18:05.942557] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-25T20:18:05.942602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-25T20:18:05.954652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-25T20:18:05.955011] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-25T20:18:05.955784] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-25T20:18:05.955836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:05.955867] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:05.955895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:05.955952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:06.013406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:06.014136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:06.014218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:06.014251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:06.137057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:06.137209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:06.137251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:06.137280] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:06.140747] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-25T20:18:06.141023] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-25T20:18:06.141154] [INFO ] [sig       ] BOND: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:06.282123] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BOND.txt
[2025-12-25T20:18:06.282263] [INFO ] [sig       ] [496/3552] Completed BOND in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.6m
[2025-12-25T20:18:06.282304] [INFO ] [sig       ] [497/3552] Forecasting BOOM...
[2025-12-25T20:18:06.282334] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-25T20:18:06.282365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-25T20:18:06.295942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-25T20:18:06.296388] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-25T20:18:06.297220] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-25T20:18:06.297274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:06.297306] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:06.297333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:06.297394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:06.355550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:06.356465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:06.356600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:06.356640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:06.474997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:06.475158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:06.475198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:06.475226] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:06.478628] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-25T20:18:06.478921] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-25T20:18:06.479049] [INFO ] [sig       ] BOOM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:06.617432] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BOOM.txt
[2025-12-25T20:18:06.617566] [INFO ] [sig       ] [497/3552] Completed BOOM in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.6m
[2025-12-25T20:18:06.617623] [INFO ] [sig       ] [498/3552] Forecasting BOTZ...
[2025-12-25T20:18:06.617653] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-25T20:18:06.617682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-25T20:18:06.629498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-25T20:18:06.629834] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-25T20:18:06.630598] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-25T20:18:06.630650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:06.630682] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:06.630709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:06.630767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:06.687244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:06.687866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:06.687945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:06.687976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:06.807847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:06.807998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:06.808037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:06.808066] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:06.811767] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-25T20:18:06.812039] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-25T20:18:06.812162] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:06.955226] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BOTZ.txt
[2025-12-25T20:18:06.955375] [INFO ] [sig       ] [498/3552] Completed BOTZ in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.6m
[2025-12-25T20:18:06.955414] [INFO ] [sig       ] [499/3552] Forecasting BOX...
[2025-12-25T20:18:06.955443] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-25T20:18:06.955473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-25T20:18:06.968242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-25T20:18:06.968666] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-25T20:18:06.969506] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-25T20:18:06.969560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:06.969620] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:06.969662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:06.969725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:07.027518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:07.028226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:07.028311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:07.028346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:07.149377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:07.149531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:07.149588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:07.149620] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:07.153010] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-12-25T20:18:07.153278] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-25T20:18:07.153404] [INFO ] [sig       ] BOX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:07.292037] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BOX.txt
[2025-12-25T20:18:07.292181] [INFO ] [sig       ] [499/3552] Completed BOX in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.6m
[2025-12-25T20:18:07.292222] [INFO ] [sig       ] [500/3552] Forecasting BP...
[2025-12-25T20:18:07.292255] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-25T20:18:07.292284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-25T20:18:07.306677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-25T20:18:07.307095] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-25T20:18:07.307907] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-25T20:18:07.307959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:07.307991] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:07.308016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:07.308074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:07.368844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:07.369805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:07.369893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:07.369926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:07.494353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:07.494513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:07.494551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:07.494597] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:07.497997] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-25T20:18:07.498270] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-25T20:18:07.498398] [INFO ] [sig       ] BP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:07.635921] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BP.txt
[2025-12-25T20:18:07.636090] [INFO ] [sig       ] [500/3552] Completed BP in 0.3s | 2.73 sym/s | Total: 3.0m | ETA: 18.6m
[2025-12-25T20:18:07.636130] [INFO ] [sig       ] [501/3552] Forecasting BPOP...
[2025-12-25T20:18:07.636159] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-25T20:18:07.636222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-25T20:18:07.648764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-25T20:18:07.649174] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-25T20:18:07.650009] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-25T20:18:07.650062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:07.650094] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:07.650121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:07.650179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:07.718492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:07.719419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:07.719504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:07.719537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:07.839897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:07.840051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:07.840091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:07.840119] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:07.843456] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=33.12%)
[2025-12-25T20:18:07.843745] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-25T20:18:07.843868] [INFO ] [sig       ] BPOP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:07.985876] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BPOP.txt
[2025-12-25T20:18:07.986028] [INFO ] [sig       ] [501/3552] Completed BPOP in 0.3s | 2.73 sym/s | Total: 3.1m | ETA: 18.6m
[2025-12-25T20:18:07.986069] [INFO ] [sig       ] [502/3552] Forecasting BPRN...
[2025-12-25T20:18:07.986098] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-25T20:18:07.986129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-25T20:18:07.995808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-25T20:18:07.996062] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-25T20:18:07.996830] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-25T20:18:07.996881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:07.996912] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:07.996939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:07.996997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:08.052679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:08.053449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:08.053532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:08.053564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:08.151641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:08.151802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:08.151841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:08.151869] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:08.155404] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-25T20:18:08.155889] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-25T20:18:08.156015] [INFO ] [sig       ] BPRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:08.296955] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BPRN.txt
[2025-12-25T20:18:08.297102] [INFO ] [sig       ] [502/3552] Completed BPRN in 0.3s | 2.74 sym/s | Total: 3.1m | ETA: 18.6m
[2025-12-25T20:18:08.297171] [INFO ] [sig       ] [503/3552] Forecasting BPYPM...
[2025-12-25T20:18:08.297202] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-25T20:18:08.297239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-25T20:18:08.309006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-25T20:18:08.309356] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-25T20:18:08.310134] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-25T20:18:08.310186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:08.310218] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:08.310245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:08.310303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:08.366840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:08.367718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:08.367805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:08.367844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:08.472752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:08.472911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:08.472951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:08.472979] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:08.476376] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: UP (p=86.40%)
[2025-12-25T20:18:08.476689] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-25T20:18:08.476820] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:08.616365] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BPYPM.txt
[2025-12-25T20:18:08.616505] [INFO ] [sig       ] [503/3552] Completed BPYPM in 0.3s | 2.74 sym/s | Total: 3.1m | ETA: 18.6m
[2025-12-25T20:18:08.616544] [INFO ] [sig       ] [504/3552] Forecasting BPYPO...
[2025-12-25T20:18:08.616595] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-25T20:18:08.616629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-25T20:18:08.628204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-25T20:18:08.628522] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-25T20:18:08.629307] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-25T20:18:08.629358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:08.629389] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:08.629416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:08.629473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:08.685758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:08.686337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:08.686417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:08.686448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:08.785071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:08.785184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:08.785219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:08.785246] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:08.788789] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=15.23%)
[2025-12-25T20:18:08.789052] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-25T20:18:08.789194] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:08.931316] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BPYPO.txt
[2025-12-25T20:18:08.931451] [INFO ] [sig       ] [504/3552] Completed BPYPO in 0.3s | 2.74 sym/s | Total: 3.1m | ETA: 18.6m
[2025-12-25T20:18:08.931490] [INFO ] [sig       ] [505/3552] Forecasting BPYPP...
[2025-12-25T20:18:08.931519] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-25T20:18:08.931550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-25T20:18:08.944413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-25T20:18:08.945037] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-25T20:18:08.945827] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-25T20:18:08.945879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:08.945909] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:08.945937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:08.945994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:09.006737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:09.007374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:09.007457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:09.007489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:09.111120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:09.111240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:09.111277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:09.111306] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:09.114505] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: UP (p=55.81%)
[2025-12-25T20:18:09.114790] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-25T20:18:09.114916] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:09.259449] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BPYPP.txt
[2025-12-25T20:18:09.259827] [INFO ] [sig       ] [505/3552] Completed BPYPP in 0.3s | 2.74 sym/s | Total: 3.1m | ETA: 18.6m
[2025-12-25T20:18:09.259870] [INFO ] [sig       ] [506/3552] Forecasting BRAG...
[2025-12-25T20:18:09.259913] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-25T20:18:09.259944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-25T20:18:09.273227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-25T20:18:09.273636] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-25T20:18:09.274422] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-25T20:18:09.274477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:09.274544] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:09.274599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:09.274699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:09.332311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:09.333198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:09.333286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:09.333320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:09.456723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:09.456885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:09.456924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:09.456968] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:09.460316] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=26.35%)
[2025-12-25T20:18:09.460608] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-25T20:18:09.460733] [INFO ] [sig       ] BRAG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:09.600364] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BRAG.txt
[2025-12-25T20:18:09.600535] [INFO ] [sig       ] [506/3552] Completed BRAG in 0.3s | 2.74 sym/s | Total: 3.1m | ETA: 18.5m
[2025-12-25T20:18:09.600600] [INFO ] [sig       ] [507/3552] Forecasting BRC...
[2025-12-25T20:18:09.600632] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-25T20:18:09.600661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-25T20:18:09.615072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-25T20:18:09.615449] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-25T20:18:09.616225] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-25T20:18:09.616277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:09.616308] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:09.616335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:09.616393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:09.672455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:09.673363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:09.673449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:09.673482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:09.796557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:09.796741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:09.796784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:09.796813] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:09.800212] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-12-25T20:18:09.800492] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-25T20:18:09.800637] [INFO ] [sig       ] BRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:09.939635] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BRC.txt
[2025-12-25T20:18:09.939801] [INFO ] [sig       ] [507/3552] Completed BRC in 0.3s | 2.74 sym/s | Total: 3.1m | ETA: 18.5m
[2025-12-25T20:18:09.939842] [INFO ] [sig       ] [508/3552] Forecasting BRCC...
[2025-12-25T20:18:09.939873] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-25T20:18:09.939913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-25T20:18:09.952535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-25T20:18:09.952938] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-25T20:18:09.953728] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-25T20:18:09.953780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:09.953813] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:09.953840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:09.953899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:10.009614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:10.010278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:10.010360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:10.010394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:10.132883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:10.133034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:10.133073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:10.133101] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:10.136427] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-12-25T20:18:10.136717] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-25T20:18:10.136842] [INFO ] [sig       ] BRCC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:10.274359] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BRCC.txt
[2025-12-25T20:18:10.274507] [INFO ] [sig       ] [508/3552] Completed BRCC in 0.3s | 2.74 sym/s | Total: 3.1m | ETA: 18.5m
[2025-12-25T20:18:10.274557] [INFO ] [sig       ] [509/3552] Forecasting BRO...
[2025-12-25T20:18:10.274609] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-25T20:18:10.274641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-25T20:18:10.286766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-25T20:18:10.287088] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-25T20:18:10.287909] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-25T20:18:10.287962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:10.287993] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:10.288019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:10.288076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:10.345785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:10.346666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:10.346758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:10.346790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:10.475908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:10.476058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:10.476099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:10.476161] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:10.481113] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-12-25T20:18:10.481399] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-25T20:18:10.481540] [INFO ] [sig       ] BRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:10.625500] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BRO.txt
[2025-12-25T20:18:10.625653] [INFO ] [sig       ] [509/3552] Completed BRO in 0.4s | 2.74 sym/s | Total: 3.1m | ETA: 18.5m
[2025-12-25T20:18:10.625695] [INFO ] [sig       ] [510/3552] Forecasting BROS...
[2025-12-25T20:18:10.625724] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-25T20:18:10.625754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-25T20:18:10.637735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-25T20:18:10.638088] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-25T20:18:10.638936] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-25T20:18:10.638989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:10.639020] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:10.639047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:10.639138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:10.696534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:10.697219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:10.697310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:10.697343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:10.817768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:10.817931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:10.817971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:10.818000] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:10.821512] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2025-12-25T20:18:10.821814] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-25T20:18:10.821945] [INFO ] [sig       ] BROS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:10.965655] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BROS.txt
[2025-12-25T20:18:10.965818] [INFO ] [sig       ] [510/3552] Completed BROS in 0.3s | 2.74 sym/s | Total: 3.1m | ETA: 18.5m
[2025-12-25T20:18:10.965878] [INFO ] [sig       ] [511/3552] Forecasting BRSP...
[2025-12-25T20:18:10.965909] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-25T20:18:10.965938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-25T20:18:10.977710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-25T20:18:10.978101] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-25T20:18:10.978900] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-25T20:18:10.978952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:10.978983] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:10.979010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:10.979094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:11.038051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:11.038943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:11.039032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:11.039084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:11.165292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:11.165453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:11.165493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:11.165522] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:11.168999] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-25T20:18:11.169302] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-25T20:18:11.169435] [INFO ] [sig       ] BRSP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:11.310442] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BRSP.txt
[2025-12-25T20:18:11.310644] [INFO ] [sig       ] [511/3552] Completed BRSP in 0.3s | 2.74 sym/s | Total: 3.1m | ETA: 18.5m
[2025-12-25T20:18:11.310692] [INFO ] [sig       ] [512/3552] Forecasting BRX...
[2025-12-25T20:18:11.310723] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-25T20:18:11.310754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-25T20:18:11.323237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-25T20:18:11.323645] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-25T20:18:11.324446] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-25T20:18:11.324514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:11.324548] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:11.324599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:11.324662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:11.387032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:11.387912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:11.388000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:11.388034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:11.514743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:11.514908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:11.514961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:11.514998] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:11.518900] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=59.93%)
[2025-12-25T20:18:11.519237] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-25T20:18:11.519379] [INFO ] [sig       ] BRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:11.664522] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BRX.txt
[2025-12-25T20:18:11.664677] [INFO ] [sig       ] [512/3552] Completed BRX in 0.4s | 2.74 sym/s | Total: 3.1m | ETA: 18.5m
[2025-12-25T20:18:11.664718] [INFO ] [sig       ] [513/3552] Forecasting BRZE...
[2025-12-25T20:18:11.664747] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-25T20:18:11.664801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-25T20:18:11.676708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-25T20:18:11.677039] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-25T20:18:11.677847] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-25T20:18:11.677921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:11.677955] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:11.677984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:11.678044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:11.736200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:11.737039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:11.737121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:11.737154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:11.861298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:11.861458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:11.861499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:11.861527] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:11.865295] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2025-12-25T20:18:11.865590] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-25T20:18:11.865717] [INFO ] [sig       ] BRZE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:12.006204] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BRZE.txt
[2025-12-25T20:18:12.006379] [INFO ] [sig       ] [513/3552] Completed BRZE in 0.3s | 2.74 sym/s | Total: 3.1m | ETA: 18.5m
[2025-12-25T20:18:12.006425] [INFO ] [sig       ] [514/3552] Forecasting BSAC...
[2025-12-25T20:18:12.006468] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-25T20:18:12.006513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-25T20:18:12.018965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-25T20:18:12.019380] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-25T20:18:12.020222] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-25T20:18:12.020276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:12.020310] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:12.020337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:12.020396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:12.077867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:12.078723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:12.078805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:12.078838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:12.201076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:12.201234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:12.201275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:12.201304] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:12.204752] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=37.61%)
[2025-12-25T20:18:12.205039] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-25T20:18:12.205171] [INFO ] [sig       ] BSAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:12.345513] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BSAC.txt
[2025-12-25T20:18:12.345696] [INFO ] [sig       ] [514/3552] Completed BSAC in 0.3s | 2.74 sym/s | Total: 3.1m | ETA: 18.5m
[2025-12-25T20:18:12.345743] [INFO ] [sig       ] [515/3552] Forecasting BSCQ...
[2025-12-25T20:18:12.345772] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-25T20:18:12.345802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-25T20:18:12.357782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-25T20:18:12.358099] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-25T20:18:12.358889] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-25T20:18:12.358942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:12.358973] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:12.359000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:12.359058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:12.415294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:12.415894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:12.415971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:12.416003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:12.531864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:12.531992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:12.532029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:12.532057] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:12.535707] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: DOWN (p=46.79%)
[2025-12-25T20:18:12.535995] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-25T20:18:12.536116] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:12.675834] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BSCQ.txt
[2025-12-25T20:18:12.675968] [INFO ] [sig       ] [515/3552] Completed BSCQ in 0.3s | 2.74 sym/s | Total: 3.1m | ETA: 18.5m
[2025-12-25T20:18:12.676008] [INFO ] [sig       ] [516/3552] Forecasting BSCS...
[2025-12-25T20:18:12.676038] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-25T20:18:12.676067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-25T20:18:12.688068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-25T20:18:12.688415] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-25T20:18:12.689276] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-25T20:18:12.689334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:12.689366] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:12.689395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:12.689455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:12.746319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:12.746950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:12.747054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:12.747088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:12.871194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:12.871348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:12.871390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:12.871420] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:12.874852] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=62.73%)
[2025-12-25T20:18:12.875132] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-25T20:18:12.875260] [INFO ] [sig       ] BSCS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:13.014728] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSCS.txt
[2025-12-25T20:18:13.014864] [INFO ] [sig       ] [516/3552] Completed BSCS in 0.3s | 2.74 sym/s | Total: 3.1m | ETA: 18.5m
[2025-12-25T20:18:13.014903] [INFO ] [sig       ] [517/3552] Forecasting BSCX...
[2025-12-25T20:18:13.014933] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-25T20:18:13.014971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-25T20:18:13.027035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-25T20:18:13.027381] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-25T20:18:13.028192] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-25T20:18:13.028247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:13.028281] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:13.028309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:13.028368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:13.086302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:13.087114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:13.087199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:13.087234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:13.212155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:13.212308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:13.212350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:13.212379] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:13.215852] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-25T20:18:13.216161] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-25T20:18:13.216292] [INFO ] [sig       ] BSCX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:13.362303] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSCX.txt
[2025-12-25T20:18:13.362479] [INFO ] [sig       ] [517/3552] Completed BSCX in 0.3s | 2.74 sym/s | Total: 3.1m | ETA: 18.5m
[2025-12-25T20:18:13.362522] [INFO ] [sig       ] [518/3552] Forecasting BSCY...
[2025-12-25T20:18:13.362553] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-25T20:18:13.362627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-25T20:18:13.374547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-25T20:18:13.374972] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-25T20:18:13.375789] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-25T20:18:13.375844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:13.375877] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:13.375905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:13.375965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:13.434104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:13.434986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:13.435095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:13.435131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:13.554222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:13.554379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:13.554420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:13.554448] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:13.557845] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=44.87%)
[2025-12-25T20:18:13.558116] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-25T20:18:13.558239] [INFO ] [sig       ] BSCY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:13.698183] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BSCY.txt
[2025-12-25T20:18:13.698359] [INFO ] [sig       ] [518/3552] Completed BSCY in 0.3s | 2.74 sym/s | Total: 3.1m | ETA: 18.4m
[2025-12-25T20:18:13.698401] [INFO ] [sig       ] [519/3552] Forecasting BSJQ...
[2025-12-25T20:18:13.698433] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-25T20:18:13.698462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-25T20:18:13.711680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-25T20:18:13.712085] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-25T20:18:13.712901] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-25T20:18:13.712954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:13.712986] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:13.713013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:13.713071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:13.771191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:13.772066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:13.772149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:13.772181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:13.891477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:13.891678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:13.891720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:13.891749] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:13.895066] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=61.29%)
[2025-12-25T20:18:13.895335] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-25T20:18:13.895459] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:14.034731] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSJQ.txt
[2025-12-25T20:18:14.034949] [INFO ] [sig       ] [519/3552] Completed BSJQ in 0.3s | 2.74 sym/s | Total: 3.2m | ETA: 18.4m
[2025-12-25T20:18:14.034990] [INFO ] [sig       ] [520/3552] Forecasting BSJS...
[2025-12-25T20:18:14.035021] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-25T20:18:14.035088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-25T20:18:14.047112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-25T20:18:14.047504] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-25T20:18:14.048278] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-25T20:18:14.048330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:14.048362] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:14.048389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:14.048447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:14.104773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:14.105534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:14.105633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:14.105667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:14.224043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:14.224199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:14.224239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:14.224268] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:14.227661] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: UP (p=58.00%)
[2025-12-25T20:18:14.227941] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-25T20:18:14.228071] [INFO ] [sig       ] BSJS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:14.366555] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSJS.txt
[2025-12-25T20:18:14.366694] [INFO ] [sig       ] [520/3552] Completed BSJS in 0.3s | 2.74 sym/s | Total: 3.2m | ETA: 18.4m
[2025-12-25T20:18:14.366733] [INFO ] [sig       ] [521/3552] Forecasting BSL...
[2025-12-25T20:18:14.366763] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-25T20:18:14.366793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-25T20:18:14.378903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-25T20:18:14.379302] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-25T20:18:14.380083] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-25T20:18:14.380134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:14.380165] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:14.380193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:14.380251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:14.436497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:14.437344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:14.437426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:14.437459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:14.559374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:14.559547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:14.559606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:14.559637] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:14.563092] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=39.06%)
[2025-12-25T20:18:14.563389] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-25T20:18:14.563530] [INFO ] [sig       ] BSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:14.704640] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BSL.txt
[2025-12-25T20:18:14.704808] [INFO ] [sig       ] [521/3552] Completed BSL in 0.3s | 2.74 sym/s | Total: 3.2m | ETA: 18.4m
[2025-12-25T20:18:14.704849] [INFO ] [sig       ] [522/3552] Forecasting BSLK...
[2025-12-25T20:18:14.704881] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-25T20:18:14.704947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-25T20:18:14.716472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-25T20:18:14.716844] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-25T20:18:14.717614] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-25T20:18:14.717666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:14.717698] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:14.717725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:14.717787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:14.773997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:14.774682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:14.774762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:14.774794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:14.885752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:14.885905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:14.885945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:14.885974] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:14.889319] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: UP (p=70.06%)
[2025-12-25T20:18:14.889603] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-25T20:18:14.889729] [INFO ] [sig       ] BSLK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:15.029489] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSLK.txt
[2025-12-25T20:18:15.029678] [INFO ] [sig       ] [522/3552] Completed BSLK in 0.3s | 2.74 sym/s | Total: 3.2m | ETA: 18.4m
[2025-12-25T20:18:15.029720] [INFO ] [sig       ] [523/3552] Forecasting BSM...
[2025-12-25T20:18:15.029752] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-25T20:18:15.029782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-25T20:18:15.041999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-25T20:18:15.042387] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-25T20:18:15.043153] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-25T20:18:15.043205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:15.043274] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:15.043303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:15.043361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:15.099967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:15.100813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:15.100914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:15.100947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:15.222466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:15.222638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:15.222679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:15.222707] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:15.226059] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=85.75%)
[2025-12-25T20:18:15.226328] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-25T20:18:15.226450] [INFO ] [sig       ] BSM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:15.423482] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSM.txt
[2025-12-25T20:18:15.423658] [INFO ] [sig       ] [523/3552] Completed BSM in 0.4s | 2.74 sym/s | Total: 3.2m | ETA: 18.4m
[2025-12-25T20:18:15.423892] [INFO ] [sig       ] [524/3552] Forecasting BSMQ...
[2025-12-25T20:18:15.423922] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-25T20:18:15.423952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-25T20:18:15.436162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-25T20:18:15.436460] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-25T20:18:15.437232] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-25T20:18:15.437284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:15.437314] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:15.437341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:15.437398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:15.496740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:15.497642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:15.497734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:15.497767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:15.623323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:15.623490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:15.623531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:15.623561] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:15.627151] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=56.01%)
[2025-12-25T20:18:15.627452] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-25T20:18:15.627611] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:15.770510] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSMQ.txt
[2025-12-25T20:18:15.770671] [INFO ] [sig       ] [524/3552] Completed BSMQ in 0.3s | 2.74 sym/s | Total: 3.2m | ETA: 18.4m
[2025-12-25T20:18:15.770712] [INFO ] [sig       ] [525/3552] Forecasting BSMS...
[2025-12-25T20:18:15.770743] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-25T20:18:15.770774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-25T20:18:15.782299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-25T20:18:15.782637] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-25T20:18:15.783374] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-25T20:18:15.783426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:15.783459] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:15.783486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:15.783543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:15.840729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:15.841470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:15.841550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:15.841601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:15.956271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:15.956450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:15.956489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:15.956517] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:15.959881] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-25T20:18:15.960150] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-25T20:18:15.960272] [INFO ] [sig       ] BSMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:16.098566] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BSMS.txt
[2025-12-25T20:18:16.098718] [INFO ] [sig       ] [525/3552] Completed BSMS in 0.3s | 2.74 sym/s | Total: 3.2m | ETA: 18.4m
[2025-12-25T20:18:16.098758] [INFO ] [sig       ] [526/3552] Forecasting BSSX...
[2025-12-25T20:18:16.098788] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-25T20:18:16.098819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-25T20:18:16.111268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-25T20:18:16.111674] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-25T20:18:16.112461] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-25T20:18:16.112513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:16.112544] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:16.112587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:16.112651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:16.168007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:16.168890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:16.168975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:16.169007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:16.278805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:16.278970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:16.279012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:16.279097] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:16.282680] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-25T20:18:16.283009] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-25T20:18:16.283149] [INFO ] [sig       ] BSSX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:16.425259] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSSX.txt
[2025-12-25T20:18:16.425461] [INFO ] [sig       ] [526/3552] Completed BSSX in 0.3s | 2.74 sym/s | Total: 3.2m | ETA: 18.4m
[2025-12-25T20:18:16.425537] [INFO ] [sig       ] [527/3552] Forecasting BSTZ...
[2025-12-25T20:18:16.425626] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-25T20:18:16.425669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-25T20:18:16.438119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-25T20:18:16.438517] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-25T20:18:16.439400] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-25T20:18:16.439455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:16.439488] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:16.439514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:16.439590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:16.498112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:16.499001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:16.499105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:16.499142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:16.617860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:16.618020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:16.618061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:16.618090] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:16.621645] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=62.26%)
[2025-12-25T20:18:16.621986] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-25T20:18:16.622127] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:16.765641] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSTZ.txt
[2025-12-25T20:18:16.765815] [INFO ] [sig       ] [527/3552] Completed BSTZ in 0.3s | 2.74 sym/s | Total: 3.2m | ETA: 18.4m
[2025-12-25T20:18:16.765864] [INFO ] [sig       ] [528/3552] Forecasting BSVN...
[2025-12-25T20:18:16.765894] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-25T20:18:16.765928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-25T20:18:16.777138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-25T20:18:16.777480] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-25T20:18:16.778246] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-25T20:18:16.778298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:16.778330] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:16.778357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:16.778415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:16.836693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:16.837408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:16.837494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:16.837528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:16.949730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:16.949885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:16.949927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:16.949958] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:16.953844] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=84.27%)
[2025-12-25T20:18:16.954204] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-25T20:18:16.954358] [INFO ] [sig       ] BSVN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:17.096596] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSVN.txt
[2025-12-25T20:18:17.096779] [INFO ] [sig       ] [528/3552] Completed BSVN in 0.3s | 2.75 sym/s | Total: 3.2m | ETA: 18.4m
[2025-12-25T20:18:17.096826] [INFO ] [sig       ] [529/3552] Forecasting BSVO...
[2025-12-25T20:18:17.096857] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-25T20:18:17.096927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-25T20:18:17.109849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-25T20:18:17.110228] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-25T20:18:17.111052] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-25T20:18:17.111106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:17.111140] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:17.111168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:17.111228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:17.172233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:17.172931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:17.173021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:17.173071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:17.309567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:17.309759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:17.309816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:17.309849] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:17.313496] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-12-25T20:18:17.313841] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-25T20:18:17.313993] [INFO ] [sig       ] BSVO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:17.467891] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BSVO.txt
[2025-12-25T20:18:17.468069] [INFO ] [sig       ] [529/3552] Completed BSVO in 0.4s | 2.75 sym/s | Total: 3.2m | ETA: 18.4m
[2025-12-25T20:18:17.468110] [INFO ] [sig       ] [530/3552] Forecasting BSX...
[2025-12-25T20:18:17.468150] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-25T20:18:17.468195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-25T20:18:17.481566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-25T20:18:17.482201] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-25T20:18:17.483093] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-25T20:18:17.483148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:17.483180] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:17.483208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:17.483267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:17.546371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:17.547290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:17.547383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:17.547417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:17.678870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:17.679036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:17.679100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:17.679147] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:17.683364] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-25T20:18:17.683677] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-25T20:18:17.683816] [INFO ] [sig       ] BSX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:17.838315] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BSX.txt
[2025-12-25T20:18:17.838478] [INFO ] [sig       ] [530/3552] Completed BSX in 0.4s | 2.75 sym/s | Total: 3.2m | ETA: 18.3m
[2025-12-25T20:18:17.838521] [INFO ] [sig       ] [531/3552] Forecasting BSY...
[2025-12-25T20:18:17.838558] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-25T20:18:17.838628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-25T20:18:17.852547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-25T20:18:17.852972] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-25T20:18:17.853780] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-25T20:18:17.853835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:17.853869] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:17.853896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:17.853955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:17.916705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:17.917564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:17.917669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:17.917703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:18.052098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:18.052267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:18.052307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:18.052335] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:18.055846] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=84.72%)
[2025-12-25T20:18:18.056150] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-25T20:18:18.056291] [INFO ] [sig       ] BSY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:18.194256] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSY.txt
[2025-12-25T20:18:18.194373] [INFO ] [sig       ] [531/3552] Completed BSY in 0.4s | 2.75 sym/s | Total: 3.2m | ETA: 18.3m
[2025-12-25T20:18:18.194411] [INFO ] [sig       ] [532/3552] Forecasting BTA...
[2025-12-25T20:18:18.194441] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-25T20:18:18.194470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-25T20:18:18.207365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-25T20:18:18.207823] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-25T20:18:18.208667] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-25T20:18:18.208720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:18.208752] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:18.208779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:18.208838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:18.278201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:18.279185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:18.279296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:18.279330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:18.390024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:18.390190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:18.390230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:18.390257] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:18.393680] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-12-25T20:18:18.393960] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-25T20:18:18.394086] [INFO ] [sig       ] BTA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:18.532122] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BTA.txt
[2025-12-25T20:18:18.532303] [INFO ] [sig       ] [532/3552] Completed BTA in 0.3s | 2.75 sym/s | Total: 3.2m | ETA: 18.3m
[2025-12-25T20:18:18.532346] [INFO ] [sig       ] [533/3552] Forecasting BTAI...
[2025-12-25T20:18:18.532376] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-25T20:18:18.532438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-25T20:18:18.545128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-25T20:18:18.545546] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-25T20:18:18.546421] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-25T20:18:18.546475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:18.546508] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:18.546538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:18.546637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:18.604716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:18.605637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:18.605782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:18.605829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:18.725120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:18.725285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:18.725327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:18.725355] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:18.728788] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2025-12-25T20:18:18.729109] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-25T20:18:18.729241] [INFO ] [sig       ] BTAI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:18.872694] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BTAI.txt
[2025-12-25T20:18:18.872874] [INFO ] [sig       ] [533/3552] Completed BTAI in 0.3s | 2.75 sym/s | Total: 3.2m | ETA: 18.3m
[2025-12-25T20:18:18.872924] [INFO ] [sig       ] [534/3552] Forecasting BTCS...
[2025-12-25T20:18:18.872954] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-25T20:18:18.873011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-25T20:18:18.885234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-25T20:18:18.885561] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-25T20:18:18.886360] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-25T20:18:18.886411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:18.886442] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:18.886480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:18.886539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:18.943354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:18.943982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:18.944062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:18.944093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:19.057123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:19.057234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:19.057269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:19.057297] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:19.060528] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: UP (p=90.37%)
[2025-12-25T20:18:19.060817] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-25T20:18:19.060940] [INFO ] [sig       ] BTCS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:19.197905] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BTCS.txt
[2025-12-25T20:18:19.198014] [INFO ] [sig       ] [534/3552] Completed BTCS in 0.3s | 2.75 sym/s | Total: 3.2m | ETA: 18.3m
[2025-12-25T20:18:19.198053] [INFO ] [sig       ] [535/3552] Forecasting BTE...
[2025-12-25T20:18:19.198082] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-25T20:18:19.198111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-25T20:18:19.209893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-25T20:18:19.210198] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-25T20:18:19.210965] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-25T20:18:19.211017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:19.211047] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:19.211074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:19.211131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:19.269411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:19.270011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:19.270090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:19.270121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:19.384490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:19.384628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:19.384669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:19.384700] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:19.387949] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: UP (p=86.01%)
[2025-12-25T20:18:19.388215] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-25T20:18:19.388339] [INFO ] [sig       ] BTE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:19.528215] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BTE.txt
[2025-12-25T20:18:19.528378] [INFO ] [sig       ] [535/3552] Completed BTE in 0.3s | 2.75 sym/s | Total: 3.2m | ETA: 18.3m
[2025-12-25T20:18:19.528419] [INFO ] [sig       ] [536/3552] Forecasting BTF...
[2025-12-25T20:18:19.528453] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-25T20:18:19.528484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-25T20:18:19.541762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-25T20:18:19.542078] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-25T20:18:19.542857] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-25T20:18:19.542909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:19.542940] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:19.542968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:19.543025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:19.599424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:19.600039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:19.600115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:19.600147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:19.718345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:19.718498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:19.718539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:19.718584] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:19.722329] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2025-12-25T20:18:19.722618] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-25T20:18:19.722748] [INFO ] [sig       ] BTF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:19.860867] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BTF.txt
[2025-12-25T20:18:19.861022] [INFO ] [sig       ] [536/3552] Completed BTF in 0.3s | 2.75 sym/s | Total: 3.3m | ETA: 18.3m
[2025-12-25T20:18:19.861061] [INFO ] [sig       ] [537/3552] Forecasting BTI...
[2025-12-25T20:18:19.861091] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-25T20:18:19.861131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-25T20:18:19.874062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-25T20:18:19.874501] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-25T20:18:19.875422] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-25T20:18:19.875481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:19.875514] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:19.875542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:19.875625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:19.932728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:19.933792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:19.933888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:19.933922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:20.056625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:20.056796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:20.056838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:20.056868] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:20.060394] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-12-25T20:18:20.060708] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-25T20:18:20.060842] [INFO ] [sig       ] BTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:20.199708] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BTI.txt
[2025-12-25T20:18:20.199897] [INFO ] [sig       ] [537/3552] Completed BTI in 0.3s | 2.75 sym/s | Total: 3.3m | ETA: 18.3m
[2025-12-25T20:18:20.199940] [INFO ] [sig       ] [538/3552] Forecasting BTM...
[2025-12-25T20:18:20.199970] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-25T20:18:20.200042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-25T20:18:20.213094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-25T20:18:20.213462] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-25T20:18:20.214249] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-25T20:18:20.214301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:20.214332] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:20.214359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:20.214416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:20.270228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:20.270830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:20.270907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:20.270939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:20.386857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:20.387012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:20.387054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:20.387081] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:20.390463] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=51.21%)
[2025-12-25T20:18:20.390749] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-25T20:18:20.390871] [INFO ] [sig       ] BTM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:20.534112] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BTM.txt
[2025-12-25T20:18:20.534289] [INFO ] [sig       ] [538/3552] Completed BTM in 0.3s | 2.75 sym/s | Total: 3.3m | ETA: 18.3m
[2025-12-25T20:18:20.534332] [INFO ] [sig       ] [539/3552] Forecasting BTMD...
[2025-12-25T20:18:20.534363] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-25T20:18:20.534401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-25T20:18:20.548303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-25T20:18:20.548715] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-25T20:18:20.549549] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-25T20:18:20.549626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:20.549660] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:20.549687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:20.549749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:20.605675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:20.606288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:20.606365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:20.606396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:20.727099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:20.727254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:20.727295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:20.727324] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:20.730679] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: DOWN (p=34.09%)
[2025-12-25T20:18:20.730974] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-25T20:18:20.731098] [INFO ] [sig       ] BTMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:20.870254] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BTMD.txt
[2025-12-25T20:18:20.870389] [INFO ] [sig       ] [539/3552] Completed BTMD in 0.3s | 2.75 sym/s | Total: 3.3m | ETA: 18.3m
[2025-12-25T20:18:20.870429] [INFO ] [sig       ] [540/3552] Forecasting BTSG...
[2025-12-25T20:18:20.870462] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-25T20:18:20.870492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-25T20:18:20.883435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-25T20:18:20.883832] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-25T20:18:20.884621] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-25T20:18:20.884673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:20.884731] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:20.884759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:20.884817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:20.941555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:20.942351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:20.942434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:20.942466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:21.061884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:21.062045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:21.062085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:21.062113] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:21.065712] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2025-12-25T20:18:21.066026] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-25T20:18:21.066161] [INFO ] [sig       ] BTSG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:21.205944] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BTSG.txt
[2025-12-25T20:18:21.206099] [INFO ] [sig       ] [540/3552] Completed BTSG in 0.3s | 2.75 sym/s | Total: 3.3m | ETA: 18.3m
[2025-12-25T20:18:21.206139] [INFO ] [sig       ] [541/3552] Forecasting BTZ...
[2025-12-25T20:18:21.206169] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-25T20:18:21.206199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-25T20:18:21.218628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-25T20:18:21.218989] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-25T20:18:21.219809] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-25T20:18:21.219862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:21.219894] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:21.219921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:21.219979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:21.276097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:21.276796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:21.276878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:21.276910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:21.396339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:21.396489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:21.396530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:21.396559] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:21.400043] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=32.75%)
[2025-12-25T20:18:21.400316] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-25T20:18:21.400441] [INFO ] [sig       ] BTZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:21.553343] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BTZ.txt
[2025-12-25T20:18:21.553519] [INFO ] [sig       ] [541/3552] Completed BTZ in 0.3s | 2.75 sym/s | Total: 3.3m | ETA: 18.3m
[2025-12-25T20:18:21.553561] [INFO ] [sig       ] [542/3552] Forecasting BUD...
[2025-12-25T20:18:21.553611] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-25T20:18:21.553642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-25T20:18:21.566132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-25T20:18:21.566535] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-25T20:18:21.567336] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-25T20:18:21.567387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:21.567419] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:21.567445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:21.567501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:21.624434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:21.625483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:21.625609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:21.625658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:21.756765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:21.757142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:21.757194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:21.757232] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:21.761821] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=41.67%)
[2025-12-25T20:18:21.762185] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-25T20:18:21.762353] [INFO ] [sig       ] BUD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:21.906354] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BUD.txt
[2025-12-25T20:18:21.906525] [INFO ] [sig       ] [542/3552] Completed BUD in 0.4s | 2.75 sym/s | Total: 3.3m | ETA: 18.2m
[2025-12-25T20:18:21.906567] [INFO ] [sig       ] [543/3552] Forecasting BUFC...
[2025-12-25T20:18:21.906618] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-25T20:18:21.906650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-25T20:18:21.916809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-25T20:18:21.917134] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-25T20:18:21.918029] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-25T20:18:21.918080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:21.918112] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:21.918138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:21.918195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:21.973827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:21.974718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:21.974808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:21.974839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:22.068857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:22.069036] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:18:22.069107] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:22.069170] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:22.072672] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=60.98%)
[2025-12-25T20:18:22.072974] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-25T20:18:22.073112] [INFO ] [sig       ] BUFC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:22.219348] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BUFC.txt
[2025-12-25T20:18:22.219534] [INFO ] [sig       ] [543/3552] Completed BUFC in 0.3s | 2.75 sym/s | Total: 3.3m | ETA: 18.2m
[2025-12-25T20:18:22.219594] [INFO ] [sig       ] [544/3552] Forecasting BUG...
[2025-12-25T20:18:22.219656] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-25T20:18:22.219696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-25T20:18:22.232551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-25T20:18:22.232968] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-25T20:18:22.233793] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-25T20:18:22.233848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:22.233880] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:22.233907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:22.233964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:22.295621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:22.296485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:22.296590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:22.296626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:22.422236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:22.422398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:22.422450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:22.422489] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:22.426019] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-25T20:18:22.426304] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-25T20:18:22.426434] [INFO ] [sig       ] BUG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:22.579372] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BUG.txt
[2025-12-25T20:18:22.579592] [INFO ] [sig       ] [544/3552] Completed BUG in 0.4s | 2.75 sym/s | Total: 3.3m | ETA: 18.2m
[2025-12-25T20:18:22.579642] [INFO ] [sig       ] [545/3552] Forecasting BUI...
[2025-12-25T20:18:22.579713] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-25T20:18:22.579769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-25T20:18:22.593714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-25T20:18:22.594115] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-25T20:18:22.594965] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-25T20:18:22.595027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:22.595065] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:22.595091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:22.595151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:22.656301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:22.657193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:22.657280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:22.657314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:22.785271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:22.785432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:22.785474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:22.785504] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:22.789261] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-25T20:18:22.789556] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-25T20:18:22.789709] [INFO ] [sig       ] BUI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:22.940514] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BUI.txt
[2025-12-25T20:18:22.940691] [INFO ] [sig       ] [545/3552] Completed BUI in 0.4s | 2.75 sym/s | Total: 3.3m | ETA: 18.2m
[2025-12-25T20:18:22.940735] [INFO ] [sig       ] [546/3552] Forecasting BURL...
[2025-12-25T20:18:22.940765] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-25T20:18:22.940797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-25T20:18:22.953422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-25T20:18:22.953817] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-25T20:18:22.954657] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-25T20:18:22.954710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:22.954744] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:22.954773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:22.954833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:23.017800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:23.018821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:23.018949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:23.018996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:23.150616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:23.150792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:23.150838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:23.150867] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:23.154389] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-25T20:18:23.154689] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-25T20:18:23.154826] [INFO ] [sig       ] BURL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:23.299935] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BURL.txt
[2025-12-25T20:18:23.300092] [INFO ] [sig       ] [546/3552] Completed BURL in 0.4s | 2.75 sym/s | Total: 3.3m | ETA: 18.2m
[2025-12-25T20:18:23.300132] [INFO ] [sig       ] [547/3552] Forecasting BUSE...
[2025-12-25T20:18:23.300162] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-25T20:18:23.300191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-25T20:18:23.312097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-25T20:18:23.312477] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-25T20:18:23.313270] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-25T20:18:23.313321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:23.313364] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:23.313391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:23.313449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:23.370266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:23.370928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:23.371011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:23.371043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:23.492089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:23.492242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:23.492281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:23.492310] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:23.495666] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-12-25T20:18:23.495936] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-25T20:18:23.496057] [INFO ] [sig       ] BUSE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:23.636471] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BUSE.txt
[2025-12-25T20:18:23.636640] [INFO ] [sig       ] [547/3552] Completed BUSE in 0.3s | 2.75 sym/s | Total: 3.3m | ETA: 18.2m
[2025-12-25T20:18:23.636684] [INFO ] [sig       ] [548/3552] Forecasting BUXX...
[2025-12-25T20:18:23.636713] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-25T20:18:23.636747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-25T20:18:23.648888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-25T20:18:23.649267] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-25T20:18:23.650052] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-25T20:18:23.650104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:23.650136] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:23.650163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:23.650220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:23.706712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:23.707555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:23.707658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:23.707690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:23.828875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:23.829034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:23.829096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:23.829127] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:23.832638] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=86.03%)
[2025-12-25T20:18:23.832956] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-25T20:18:23.833093] [INFO ] [sig       ] BUXX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:23.978384] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BUXX.txt
[2025-12-25T20:18:23.978593] [INFO ] [sig       ] [548/3552] Completed BUXX in 0.3s | 2.75 sym/s | Total: 3.3m | ETA: 18.2m
[2025-12-25T20:18:23.978642] [INFO ] [sig       ] [549/3552] Forecasting BVFL...
[2025-12-25T20:18:23.978673] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-25T20:18:23.978732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-25T20:18:23.990989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-25T20:18:23.991395] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-25T20:18:23.992188] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-25T20:18:23.992241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:23.992272] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:23.992298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:23.992355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:24.049019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:24.049948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:24.050065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:24.050101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:24.167149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:24.167306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:24.167345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:24.167373] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:24.170919] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=55.74%)
[2025-12-25T20:18:24.171260] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-25T20:18:24.171403] [INFO ] [sig       ] BVFL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:24.330054] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BVFL.txt
[2025-12-25T20:18:24.330221] [INFO ] [sig       ] [549/3552] Completed BVFL in 0.4s | 2.75 sym/s | Total: 3.3m | ETA: 18.2m
[2025-12-25T20:18:24.330262] [INFO ] [sig       ] [550/3552] Forecasting BVN...
[2025-12-25T20:18:24.330293] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-25T20:18:24.330353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-25T20:18:24.343030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-25T20:18:24.343436] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-25T20:18:24.344257] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-25T20:18:24.344310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:24.344343] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:24.344370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:24.344428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:24.403281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:24.404186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:24.404303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:24.404339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:24.530001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:24.530161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:24.530204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:24.530232] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:24.533707] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-25T20:18:24.534030] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-25T20:18:24.534168] [INFO ] [sig       ] BVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:24.673187] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BVN.txt
[2025-12-25T20:18:24.673357] [INFO ] [sig       ] [550/3552] Completed BVN in 0.3s | 2.75 sym/s | Total: 3.3m | ETA: 18.2m
[2025-12-25T20:18:24.673403] [INFO ] [sig       ] [551/3552] Forecasting BVS...
[2025-12-25T20:18:24.673436] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-25T20:18:24.673494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-25T20:18:24.685710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-25T20:18:24.686104] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-25T20:18:24.686896] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-25T20:18:24.686949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:24.686980] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:24.687007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:24.687064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:24.742850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:24.743726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:24.743809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:24.743841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:24.868346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:24.868499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:24.868543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:24.868588] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:24.872060] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=20.65%)
[2025-12-25T20:18:24.872339] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-25T20:18:24.872464] [INFO ] [sig       ] BVS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:25.014603] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BVS.txt
[2025-12-25T20:18:25.014771] [INFO ] [sig       ] [551/3552] Completed BVS in 0.3s | 2.75 sym/s | Total: 3.3m | ETA: 18.2m
[2025-12-25T20:18:25.014810] [INFO ] [sig       ] [552/3552] Forecasting BWA...
[2025-12-25T20:18:25.014841] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-25T20:18:25.014871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-25T20:18:25.026930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-25T20:18:25.027307] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-25T20:18:25.028076] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-25T20:18:25.028129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:25.028160] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:25.028186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:25.028243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:25.085287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:25.086138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:25.086223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:25.086256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:25.206648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:25.206808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:25.206851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:25.206878] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:25.213543] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=13.21%)
[2025-12-25T20:18:25.213906] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-25T20:18:25.214071] [INFO ] [sig       ] BWA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:25.354826] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BWA.txt
[2025-12-25T20:18:25.354988] [INFO ] [sig       ] [552/3552] Completed BWA in 0.3s | 2.75 sym/s | Total: 3.3m | ETA: 18.2m
[2025-12-25T20:18:25.355029] [INFO ] [sig       ] [553/3552] Forecasting BWAY...
[2025-12-25T20:18:25.355068] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-25T20:18:25.355098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-25T20:18:25.367754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-25T20:18:25.368123] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-25T20:18:25.368909] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-25T20:18:25.368962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:25.368994] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:25.369020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:25.369104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:25.425360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:25.426244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:25.426328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:25.426360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:25.560082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:25.560236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:25.560276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:25.560305] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:25.563713] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=9.66%)
[2025-12-25T20:18:25.563989] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-25T20:18:25.564117] [INFO ] [sig       ] BWAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:25.702639] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BWAY.txt
[2025-12-25T20:18:25.702821] [INFO ] [sig       ] [553/3552] Completed BWAY in 0.3s | 2.75 sym/s | Total: 3.3m | ETA: 18.2m
[2025-12-25T20:18:25.702865] [INFO ] [sig       ] [554/3552] Forecasting BWB...
[2025-12-25T20:18:25.702895] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-25T20:18:25.702954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-25T20:18:25.714829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-25T20:18:25.715189] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-25T20:18:25.715970] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-25T20:18:25.716023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:25.716055] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:25.716082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:25.716139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:25.773814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:25.774637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:25.774722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:25.774757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:25.900129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:25.900284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:25.900325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:25.900372] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:25.903759] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: UP (p=58.25%)
[2025-12-25T20:18:25.904028] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-25T20:18:25.904151] [INFO ] [sig       ] BWB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:26.040960] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BWB.txt
[2025-12-25T20:18:26.041073] [INFO ] [sig       ] [554/3552] Completed BWB in 0.3s | 2.75 sym/s | Total: 3.4m | ETA: 18.2m
[2025-12-25T20:18:26.041112] [INFO ] [sig       ] [555/3552] Forecasting BWEN...
[2025-12-25T20:18:26.041142] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-25T20:18:26.041173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-25T20:18:26.053136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-25T20:18:26.053441] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-25T20:18:26.054212] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-25T20:18:26.054265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:26.054296] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:26.054323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:26.054380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:26.112108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:26.112769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:26.112851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:26.112883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:26.248507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:26.248672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:26.248714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:26.248745] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:26.252268] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: UP (p=90.67%)
[2025-12-25T20:18:26.252554] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-25T20:18:26.252703] [INFO ] [sig       ] BWEN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:26.392611] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BWEN.txt
[2025-12-25T20:18:26.392758] [INFO ] [sig       ] [555/3552] Completed BWEN in 0.4s | 2.75 sym/s | Total: 3.4m | ETA: 18.1m
[2025-12-25T20:18:26.392797] [INFO ] [sig       ] [556/3552] Forecasting BWFG...
[2025-12-25T20:18:26.392826] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-25T20:18:26.392855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-25T20:18:26.404532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-25T20:18:26.404945] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-25T20:18:26.405791] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-25T20:18:26.405843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:26.405876] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:26.405902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:26.405959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:26.463288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:26.464049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:26.464151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:26.464185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:26.581532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:26.581723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:26.581772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:26.581805] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:26.585349] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2025-12-25T20:18:26.585654] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-25T20:18:26.585791] [INFO ] [sig       ] BWFG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:26.726152] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BWFG.txt
[2025-12-25T20:18:26.726331] [INFO ] [sig       ] [556/3552] Completed BWFG in 0.3s | 2.75 sym/s | Total: 3.4m | ETA: 18.1m
[2025-12-25T20:18:26.726389] [INFO ] [sig       ] [557/3552] Forecasting BWG...
[2025-12-25T20:18:26.726445] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-25T20:18:26.726484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-25T20:18:26.739838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-25T20:18:26.740460] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-25T20:18:26.741496] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-25T20:18:26.741550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:26.741647] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:26.741678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:26.741738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:26.804226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:26.805178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:26.805273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:26.805307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:26.931235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:26.931404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:26.931454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:26.931491] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:26.934897] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2025-12-25T20:18:26.935173] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-25T20:18:26.935327] [INFO ] [sig       ] BWG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:27.074464] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BWG.txt
[2025-12-25T20:18:27.074640] [INFO ] [sig       ] [557/3552] Completed BWG in 0.3s | 2.75 sym/s | Total: 3.4m | ETA: 18.1m
[2025-12-25T20:18:27.074696] [INFO ] [sig       ] [558/3552] Forecasting BWIN...
[2025-12-25T20:18:27.074732] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-25T20:18:27.074792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-25T20:18:27.086754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-25T20:18:27.087126] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-25T20:18:27.087906] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-25T20:18:27.087959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:27.087990] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:27.088028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:27.088087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:27.143942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:27.144625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:27.144705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:27.144737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:27.261026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:27.261164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:27.261208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:27.261237] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:27.264594] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=17.76%)
[2025-12-25T20:18:27.264867] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-25T20:18:27.264995] [INFO ] [sig       ] BWIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:27.402756] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BWIN.txt
[2025-12-25T20:18:27.402892] [INFO ] [sig       ] [558/3552] Completed BWIN in 0.3s | 2.75 sym/s | Total: 3.4m | ETA: 18.1m
[2025-12-25T20:18:27.402957] [INFO ] [sig       ] [559/3552] Forecasting BWMN...
[2025-12-25T20:18:27.402988] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-25T20:18:27.403019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-25T20:18:27.414563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-25T20:18:27.414878] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-25T20:18:27.415642] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-25T20:18:27.415694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:27.415726] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:27.415752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:27.415809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:27.471756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:27.472329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:27.472409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:27.472440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:27.593418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:27.593545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:27.593600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:27.593630] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:27.596859] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-25T20:18:27.597123] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-25T20:18:27.597244] [INFO ] [sig       ] BWMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:27.734652] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BWMN.txt
[2025-12-25T20:18:27.734767] [INFO ] [sig       ] [559/3552] Completed BWMN in 0.3s | 2.75 sym/s | Total: 3.4m | ETA: 18.1m
[2025-12-25T20:18:27.734828] [INFO ] [sig       ] [560/3552] Forecasting BXC...
[2025-12-25T20:18:27.734865] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-25T20:18:27.734897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-25T20:18:27.746614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-25T20:18:27.746909] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-25T20:18:27.747690] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-25T20:18:27.747741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:27.747773] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:27.747800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:27.747857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:27.804281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:27.804894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:27.804974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:27.805007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:27.927995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:27.928146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:27.928197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:27.928255] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:27.931665] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=79.23%)
[2025-12-25T20:18:27.931945] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-25T20:18:27.932067] [INFO ] [sig       ] BXC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:28.069817] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BXC.txt
[2025-12-25T20:18:28.069941] [INFO ] [sig       ] [560/3552] Completed BXC in 0.3s | 2.75 sym/s | Total: 3.4m | ETA: 18.1m
[2025-12-25T20:18:28.069980] [INFO ] [sig       ] [561/3552] Forecasting BXMX...
[2025-12-25T20:18:28.070010] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-25T20:18:28.070040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-25T20:18:28.082160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-25T20:18:28.082469] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-25T20:18:28.083251] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-25T20:18:28.083303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:28.083336] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:28.083363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:28.083420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:28.140353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:28.140973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:28.141052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:28.141083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:28.260511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:28.260620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:28.260656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:28.260683] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:28.263733] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=12.34%)
[2025-12-25T20:18:28.263994] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-25T20:18:28.264114] [INFO ] [sig       ] BXMX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:28.416064] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BXMX.txt
[2025-12-25T20:18:28.416288] [INFO ] [sig       ] [561/3552] Completed BXMX in 0.3s | 2.75 sym/s | Total: 3.4m | ETA: 18.1m
[2025-12-25T20:18:28.416373] [INFO ] [sig       ] [562/3552] Forecasting BXP...
[2025-12-25T20:18:28.416410] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-25T20:18:28.416464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-25T20:18:28.431462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-25T20:18:28.431939] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-25T20:18:28.432871] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-25T20:18:28.432927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:28.432960] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:28.432988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:28.433048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:28.496800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:28.497886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:28.497984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:28.498018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:28.635747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:28.635929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:28.635974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:28.636005] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:28.639862] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-25T20:18:28.640405] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-25T20:18:28.640565] [INFO ] [sig       ] BXP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:28.793565] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BXP.txt
[2025-12-25T20:18:28.793735] [INFO ] [sig       ] [562/3552] Completed BXP in 0.4s | 2.75 sym/s | Total: 3.4m | ETA: 18.1m
[2025-12-25T20:18:28.793776] [INFO ] [sig       ] [563/3552] Forecasting BXSL...
[2025-12-25T20:18:28.793807] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-25T20:18:28.793844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-25T20:18:28.807373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-25T20:18:28.807832] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-25T20:18:28.808697] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-25T20:18:28.808755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:28.808788] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:28.808817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:28.808877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:28.872224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:28.873202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:28.873296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:28.873330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:28.996678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:28.996863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:28.996916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:28.996947] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:29.000643] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=54.13%)
[2025-12-25T20:18:29.000954] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-25T20:18:29.001103] [INFO ] [sig       ] BXSL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:29.149917] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BXSL.txt
[2025-12-25T20:18:29.150090] [INFO ] [sig       ] [563/3552] Completed BXSL in 0.4s | 2.75 sym/s | Total: 3.4m | ETA: 18.1m
[2025-12-25T20:18:29.150134] [INFO ] [sig       ] [564/3552] Forecasting BYD...
[2025-12-25T20:18:29.150166] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-25T20:18:29.150197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-25T20:18:29.163145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-25T20:18:29.163537] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-25T20:18:29.164364] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-25T20:18:29.164426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:29.164472] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:29.164512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:29.164594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:29.224868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:29.225779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:29.225881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:29.225919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:29.363199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:29.363371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:29.363412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:29.363442] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:29.368069] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=56.19%)
[2025-12-25T20:18:29.368377] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-25T20:18:29.368509] [INFO ] [sig       ] BYD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:29.524882] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BYD.txt
[2025-12-25T20:18:29.525047] [INFO ] [sig       ] [564/3552] Completed BYD in 0.4s | 2.75 sym/s | Total: 3.4m | ETA: 18.1m
[2025-12-25T20:18:29.525090] [INFO ] [sig       ] [565/3552] Forecasting BYM...
[2025-12-25T20:18:29.525122] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-25T20:18:29.525152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-25T20:18:29.538678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-25T20:18:29.539095] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-25T20:18:29.539961] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-25T20:18:29.540016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:29.540048] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:29.540075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:29.540134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:29.601883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:29.602633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:29.602714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:29.602746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:29.730639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:29.730803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:29.730845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:29.730877] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:29.734672] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=55.32%)
[2025-12-25T20:18:29.735004] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-25T20:18:29.735147] [INFO ] [sig       ] BYM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:29.879698] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BYM.txt
[2025-12-25T20:18:29.879843] [INFO ] [sig       ] [565/3552] Completed BYM in 0.4s | 2.75 sym/s | Total: 3.4m | ETA: 18.1m
[2025-12-25T20:18:29.879884] [INFO ] [sig       ] [566/3552] Forecasting BYRN...
[2025-12-25T20:18:29.879914] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-25T20:18:29.879943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-25T20:18:29.892283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-25T20:18:29.892660] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-25T20:18:29.893407] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-25T20:18:29.893457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:29.893488] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:29.893514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:29.893596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:29.950563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:29.951463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:29.951555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:29.951608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:30.071762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:30.071924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:30.071963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:30.071990] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:30.075323] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=56.58%)
[2025-12-25T20:18:30.075618] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-25T20:18:30.075750] [INFO ] [sig       ] BYRN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:30.215078] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BYRN.txt
[2025-12-25T20:18:30.215256] [INFO ] [sig       ] [566/3552] Completed BYRN in 0.3s | 2.75 sym/s | Total: 3.4m | ETA: 18.1m
[2025-12-25T20:18:30.215297] [INFO ] [sig       ] [567/3552] Forecasting BYSI...
[2025-12-25T20:18:30.215328] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-25T20:18:30.215358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-25T20:18:30.227300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-25T20:18:30.227721] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-25T20:18:30.228486] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-25T20:18:30.228538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:30.228593] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:30.228625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:30.228684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:30.284987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:30.285862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:30.286010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:30.286045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:30.395425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:30.395600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:30.395645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:30.395674] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:30.399114] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=49.11%)
[2025-12-25T20:18:30.399404] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-25T20:18:30.399541] [INFO ] [sig       ] BYSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:30.541642] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BYSI.txt
[2025-12-25T20:18:30.541813] [INFO ] [sig       ] [567/3552] Completed BYSI in 0.3s | 2.76 sym/s | Total: 3.4m | ETA: 18.1m
[2025-12-25T20:18:30.541854] [INFO ] [sig       ] [568/3552] Forecasting BZ...
[2025-12-25T20:18:30.541884] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-25T20:18:30.541917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-25T20:18:30.554418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-25T20:18:30.554840] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-25T20:18:30.555721] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-25T20:18:30.555775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:30.555807] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:30.555834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:30.555893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:30.613655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:30.614542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:30.614648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:30.614683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:30.745410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:30.745599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:30.745642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:30.745671] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:30.749231] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=25.57%)
[2025-12-25T20:18:30.749515] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-25T20:18:30.749657] [INFO ] [sig       ] BZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:30.886507] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BZ.txt
[2025-12-25T20:18:30.886634] [INFO ] [sig       ] [568/3552] Completed BZ in 0.3s | 2.76 sym/s | Total: 3.4m | ETA: 18.0m
[2025-12-25T20:18:30.886675] [INFO ] [sig       ] [569/3552] Forecasting BZH...
[2025-12-25T20:18:30.886705] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-25T20:18:30.886734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-25T20:18:30.898902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-25T20:18:30.899233] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-25T20:18:30.899996] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-25T20:18:30.900047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:30.900078] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:30.900104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:30.900161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:30.956961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:30.957789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:30.957867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:30.957899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:31.075585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:31.075749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:31.075788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:31.075815] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:31.079199] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=77.97%)
[2025-12-25T20:18:31.079485] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-25T20:18:31.079635] [INFO ] [sig       ] BZH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:31.221758] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BZH.txt
[2025-12-25T20:18:31.221933] [INFO ] [sig       ] [569/3552] Completed BZH in 0.3s | 2.76 sym/s | Total: 3.4m | ETA: 18.0m
[2025-12-25T20:18:31.221973] [INFO ] [sig       ] [570/3552] Forecasting BZUN...
[2025-12-25T20:18:31.222002] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-25T20:18:31.222033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-25T20:18:31.236089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-25T20:18:31.236520] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-25T20:18:31.237378] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-25T20:18:31.237433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:31.237466] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:31.237499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:31.237569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:31.322212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:31.323380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:31.323502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:31.323551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:31.474973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:31.475166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:31.475230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:31.475282] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:31.480662] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=40.65%)
[2025-12-25T20:18:31.481134] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-25T20:18:31.481333] [INFO ] [sig       ] BZUN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:31.690052] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BZUN.txt
[2025-12-25T20:18:31.690305] [INFO ] [sig       ] [570/3552] Completed BZUN in 0.5s | 2.75 sym/s | Total: 3.4m | ETA: 18.0m
[2025-12-25T20:18:31.690379] [INFO ] [sig       ] [571/3552] Forecasting C...
[2025-12-25T20:18:31.690429] [INFO ] [sig       ] Generating forecast for: C
[2025-12-25T20:18:31.690474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-25T20:18:31.709684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-25T20:18:31.710235] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-25T20:18:31.711479] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-25T20:18:31.711596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:31.711656] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:31.711704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:31.711799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:31.784689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:31.786001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:31.786136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:31.786193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:31.960172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:31.960372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:31.960435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:31.960475] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:31.965717] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=16.25%)
[2025-12-25T20:18:31.966226] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-25T20:18:31.966441] [INFO ] [sig       ] C: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:32.128331] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/C.txt
[2025-12-25T20:18:32.128524] [INFO ] [sig       ] [571/3552] Completed C in 0.4s | 2.75 sym/s | Total: 3.5m | ETA: 18.0m
[2025-12-25T20:18:32.128591] [INFO ] [sig       ] [572/3552] Forecasting CAAP...
[2025-12-25T20:18:32.128661] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-25T20:18:32.128696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-25T20:18:32.143026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-25T20:18:32.143531] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-25T20:18:32.144660] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-25T20:18:32.144726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:32.144770] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:32.144809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:32.144890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:32.225890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:32.227079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:32.227200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:32.227244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:32.356971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:32.357138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:32.357180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:32.357209] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:32.360768] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2025-12-25T20:18:32.361077] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-25T20:18:32.361217] [INFO ] [sig       ] CAAP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:32.502915] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CAAP.txt
[2025-12-25T20:18:32.503086] [INFO ] [sig       ] [572/3552] Completed CAAP in 0.4s | 2.75 sym/s | Total: 3.5m | ETA: 18.0m
[2025-12-25T20:18:32.503129] [INFO ] [sig       ] [573/3552] Forecasting CAAS...
[2025-12-25T20:18:32.503158] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-25T20:18:32.503188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-25T20:18:32.515256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-25T20:18:32.515667] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-25T20:18:32.516428] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-25T20:18:32.516480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:32.516512] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:32.516539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:32.516625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:32.573226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:32.573856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:32.573936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:32.573968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:32.682552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:32.682705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:32.682745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:32.682775] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:32.686094] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: DOWN (p=44.19%)
[2025-12-25T20:18:32.686364] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-25T20:18:32.686493] [INFO ] [sig       ] CAAS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:32.825361] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CAAS.txt
[2025-12-25T20:18:32.825507] [INFO ] [sig       ] [573/3552] Completed CAAS in 0.3s | 2.75 sym/s | Total: 3.5m | ETA: 18.0m
[2025-12-25T20:18:32.825551] [INFO ] [sig       ] [574/3552] Forecasting CABA...
[2025-12-25T20:18:32.825603] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-25T20:18:32.825661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-25T20:18:32.837874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-25T20:18:32.838213] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-25T20:18:32.838990] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-25T20:18:32.839042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:32.839143] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:32.839171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:32.839229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:32.896997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:32.897738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:32.897824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:32.897859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:33.017208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:33.017371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:33.017413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:33.017443] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:33.020973] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=63.49%)
[2025-12-25T20:18:33.021269] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-25T20:18:33.021403] [INFO ] [sig       ] CABA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:33.163100] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CABA.txt
[2025-12-25T20:18:33.163446] [INFO ] [sig       ] [574/3552] Completed CABA in 0.3s | 2.75 sym/s | Total: 3.5m | ETA: 18.0m
[2025-12-25T20:18:33.163497] [INFO ] [sig       ] [575/3552] Forecasting CABO...
[2025-12-25T20:18:33.163529] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-25T20:18:33.163559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-25T20:18:33.176090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-25T20:18:33.176436] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-25T20:18:33.177246] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-25T20:18:33.177300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:33.177333] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:33.177360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:33.177419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:33.235967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:33.236641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:33.236722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:33.236756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:33.356522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:33.356685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:33.356729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:33.356757] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:33.360103] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=86.78%)
[2025-12-25T20:18:33.360374] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-25T20:18:33.360496] [INFO ] [sig       ] CABO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:33.500739] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CABO.txt
[2025-12-25T20:18:33.500864] [INFO ] [sig       ] [575/3552] Completed CABO in 0.3s | 2.75 sym/s | Total: 3.5m | ETA: 18.0m
[2025-12-25T20:18:33.500903] [INFO ] [sig       ] [576/3552] Forecasting CAC...
[2025-12-25T20:18:33.500960] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-25T20:18:33.500999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-25T20:18:33.512946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-25T20:18:33.513286] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-25T20:18:33.514111] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-25T20:18:33.514168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:33.514200] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:33.514228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:33.514285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:33.570779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:33.571481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:33.571562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:33.571613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:33.691263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:33.691424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:33.691464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:33.691491] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:33.694875] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=47.05%)
[2025-12-25T20:18:33.695183] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-25T20:18:33.695331] [INFO ] [sig       ] CAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:33.835231] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CAC.txt
[2025-12-25T20:18:33.835396] [INFO ] [sig       ] [576/3552] Completed CAC in 0.3s | 2.76 sym/s | Total: 3.5m | ETA: 18.0m
[2025-12-25T20:18:33.835437] [INFO ] [sig       ] [577/3552] Forecasting CACC...
[2025-12-25T20:18:33.835498] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-25T20:18:33.835533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-25T20:18:33.847417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-25T20:18:33.847830] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-25T20:18:33.848612] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-25T20:18:33.848664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:33.848695] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:33.848721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:33.848778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:33.905522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:33.906406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:33.906493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:33.906525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:34.024846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:34.025005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:34.025044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:34.025108] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:34.028458] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-12-25T20:18:34.028753] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-25T20:18:34.028878] [INFO ] [sig       ] CACC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:34.168310] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CACC.txt
[2025-12-25T20:18:34.168494] [INFO ] [sig       ] [577/3552] Completed CACC in 0.3s | 2.76 sym/s | Total: 3.5m | ETA: 18.0m
[2025-12-25T20:18:34.168542] [INFO ] [sig       ] [578/3552] Forecasting CACI...
[2025-12-25T20:18:34.168596] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-25T20:18:34.168656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-25T20:18:34.181181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-25T20:18:34.181615] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-25T20:18:34.182416] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-25T20:18:34.182471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:34.182517] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:34.182552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:34.182632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:34.242781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:34.243722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:34.243820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:34.243855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:34.362045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:34.362220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:34.362287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:34.362318] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:34.365909] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=0.15%)
[2025-12-25T20:18:34.366210] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-25T20:18:34.366351] [INFO ] [sig       ] CACI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:34.512076] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CACI.txt
[2025-12-25T20:18:34.512259] [INFO ] [sig       ] [578/3552] Completed CACI in 0.3s | 2.76 sym/s | Total: 3.5m | ETA: 18.0m
[2025-12-25T20:18:34.512305] [INFO ] [sig       ] [579/3552] Forecasting CADE...
[2025-12-25T20:18:34.512336] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-25T20:18:34.512368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-25T20:18:34.525932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-25T20:18:34.526318] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-25T20:18:34.527136] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-25T20:18:34.527191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:34.527223] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:34.527252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:34.527312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:34.586170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:34.587062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:34.587150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:34.587184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:34.708519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:34.708684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:34.708725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:34.708754] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:34.712099] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=35.96%)
[2025-12-25T20:18:34.712365] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-25T20:18:34.712491] [INFO ] [sig       ] CADE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:34.850039] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CADE.txt
[2025-12-25T20:18:34.850169] [INFO ] [sig       ] [579/3552] Completed CADE in 0.3s | 2.76 sym/s | Total: 3.5m | ETA: 18.0m
[2025-12-25T20:18:34.850208] [INFO ] [sig       ] [580/3552] Forecasting CADL...
[2025-12-25T20:18:34.850237] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-25T20:18:34.850267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-25T20:18:34.861960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-25T20:18:34.862284] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-25T20:18:34.863049] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-25T20:18:34.863100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:34.863132] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:34.863158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:34.863215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:34.919625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:34.920243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:34.920332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:34.920364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:35.041458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:35.041618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:35.041660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:35.041688] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:35.045061] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=17.26%)
[2025-12-25T20:18:35.045332] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-25T20:18:35.045457] [INFO ] [sig       ] CADL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:35.184125] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CADL.txt
[2025-12-25T20:18:35.184254] [INFO ] [sig       ] [580/3552] Completed CADL in 0.3s | 2.76 sym/s | Total: 3.5m | ETA: 18.0m
[2025-12-25T20:18:35.184294] [INFO ] [sig       ] [581/3552] Forecasting CAE...
[2025-12-25T20:18:35.184324] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-25T20:18:35.184353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-25T20:18:35.195985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-25T20:18:35.196328] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-25T20:18:35.197100] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-25T20:18:35.197151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:35.197183] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:35.197210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:35.197268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:35.252937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:35.253531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:35.253626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:35.253660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:35.371487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:35.371643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:35.371683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:35.371711] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:35.375036] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-25T20:18:35.375310] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-25T20:18:35.375432] [INFO ] [sig       ] CAE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:35.513521] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CAE.txt
[2025-12-25T20:18:35.513656] [INFO ] [sig       ] [581/3552] Completed CAE in 0.3s | 2.76 sym/s | Total: 3.5m | ETA: 18.0m
[2025-12-25T20:18:35.513697] [INFO ] [sig       ] [582/3552] Forecasting CAF...
[2025-12-25T20:18:35.513727] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-25T20:18:35.513756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-25T20:18:35.526310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-25T20:18:35.526657] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-25T20:18:35.527425] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-25T20:18:35.527476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:35.527519] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:35.527547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:35.527633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:35.583520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:35.584126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:35.584202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:35.584234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:35.694769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:35.694917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:35.694958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:35.694989] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:35.698366] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-12-25T20:18:35.698662] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-25T20:18:35.698788] [INFO ] [sig       ] CAF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:35.836368] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CAF.txt
[2025-12-25T20:18:35.836486] [INFO ] [sig       ] [582/3552] Completed CAF in 0.3s | 2.76 sym/s | Total: 3.5m | ETA: 18.0m
[2025-12-25T20:18:35.836524] [INFO ] [sig       ] [583/3552] Forecasting CAG...
[2025-12-25T20:18:35.836554] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-25T20:18:35.836601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-25T20:18:35.849756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-25T20:18:35.850127] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-25T20:18:35.850941] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-25T20:18:35.850996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:35.851027] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:35.851052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:35.851109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:35.907623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:35.908511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:35.908618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:35.908653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:36.028193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:36.028363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:36.028403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:36.028430] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:36.031955] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=25.47%)
[2025-12-25T20:18:36.032235] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-25T20:18:36.032363] [INFO ] [sig       ] CAG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:36.171458] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CAG.txt
[2025-12-25T20:18:36.171646] [INFO ] [sig       ] [583/3552] Completed CAG in 0.3s | 2.76 sym/s | Total: 3.5m | ETA: 17.9m
[2025-12-25T20:18:36.171716] [INFO ] [sig       ] [584/3552] Forecasting CAH...
[2025-12-25T20:18:36.171748] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-25T20:18:36.171778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-25T20:18:36.187315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-25T20:18:36.187779] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-25T20:18:36.188567] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-25T20:18:36.188635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:36.188667] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:36.188695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:36.188752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:36.245907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:36.246964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:36.247112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:36.247154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:36.379742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:36.379908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:36.379950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:36.379980] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:36.383795] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=12.57%)
[2025-12-25T20:18:36.384143] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-25T20:18:36.384291] [INFO ] [sig       ] CAH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:36.529601] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CAH.txt
[2025-12-25T20:18:36.529798] [INFO ] [sig       ] [584/3552] Completed CAH in 0.4s | 2.76 sym/s | Total: 3.5m | ETA: 17.9m
[2025-12-25T20:18:36.529845] [INFO ] [sig       ] [585/3552] Forecasting CAKE...
[2025-12-25T20:18:36.529915] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-25T20:18:36.529954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-25T20:18:36.543301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-25T20:18:36.543722] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-25T20:18:36.544515] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-25T20:18:36.544568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:36.544629] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:36.544657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:36.544715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:36.605075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:36.606167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:36.606274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:36.606312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:36.737534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:36.737713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:36.737759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:36.737789] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:36.741436] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=72.71%)
[2025-12-25T20:18:36.741741] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-25T20:18:36.741877] [INFO ] [sig       ] CAKE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:36.889542] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CAKE.txt
[2025-12-25T20:18:36.889709] [INFO ] [sig       ] [585/3552] Completed CAKE in 0.4s | 2.76 sym/s | Total: 3.5m | ETA: 17.9m
[2025-12-25T20:18:36.889753] [INFO ] [sig       ] [586/3552] Forecasting CAL...
[2025-12-25T20:18:36.889783] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-25T20:18:36.889820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-25T20:18:36.902798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-25T20:18:36.903177] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-25T20:18:36.904010] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-25T20:18:36.904063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:36.904096] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:36.904123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:36.904182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:36.968512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:36.969602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:36.969694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:36.969727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:37.097086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:37.097243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:37.097283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:37.097312] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:37.101139] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=72.67%)
[2025-12-25T20:18:37.101458] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-25T20:18:37.101627] [INFO ] [sig       ] CAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:37.238336] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CAL.txt
[2025-12-25T20:18:37.238515] [INFO ] [sig       ] [586/3552] Completed CAL in 0.3s | 2.76 sym/s | Total: 3.5m | ETA: 17.9m
[2025-12-25T20:18:37.238561] [INFO ] [sig       ] [587/3552] Forecasting CALC...
[2025-12-25T20:18:37.238612] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-25T20:18:37.238645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-25T20:18:37.250982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-25T20:18:37.251342] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-25T20:18:37.252160] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-25T20:18:37.252212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:37.252243] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:37.252270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:37.252327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:37.308133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:37.308936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:37.309018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:37.309052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:37.429649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:37.429810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:37.429850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:37.429878] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:37.433263] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=44.79%)
[2025-12-25T20:18:37.433541] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-25T20:18:37.433693] [INFO ] [sig       ] CALC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:37.570805] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CALC.txt
[2025-12-25T20:18:37.570984] [INFO ] [sig       ] [587/3552] Completed CALC in 0.3s | 2.76 sym/s | Total: 3.5m | ETA: 17.9m
[2025-12-25T20:18:37.571027] [INFO ] [sig       ] [588/3552] Forecasting CALM...
[2025-12-25T20:18:37.571060] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-25T20:18:37.571091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-25T20:18:37.583074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-25T20:18:37.583438] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-25T20:18:37.584219] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-25T20:18:37.584271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:37.584303] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:37.584329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:37.584386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:37.639766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:37.640492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:37.640590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:37.640626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:37.766191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:37.766385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:37.766451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:37.766480] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:37.770126] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=10.45%)
[2025-12-25T20:18:37.770423] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-25T20:18:37.770585] [INFO ] [sig       ] CALM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:37.908167] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CALM.txt
[2025-12-25T20:18:37.908363] [INFO ] [sig       ] [588/3552] Completed CALM in 0.3s | 2.76 sym/s | Total: 3.6m | ETA: 17.9m
[2025-12-25T20:18:37.908406] [INFO ] [sig       ] [589/3552] Forecasting CALX...
[2025-12-25T20:18:37.908438] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-25T20:18:37.908469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-25T20:18:37.922813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-25T20:18:37.923360] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-25T20:18:37.924570] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-25T20:18:37.924664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:37.924718] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:37.924769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:37.924865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:37.995152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:37.996161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:37.996250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:37.996284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:38.120052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:38.120231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:38.120272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:38.120321] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:38.123724] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=56.16%)
[2025-12-25T20:18:38.124008] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-25T20:18:38.124136] [INFO ] [sig       ] CALX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:38.264314] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CALX.txt
[2025-12-25T20:18:38.264488] [INFO ] [sig       ] [589/3552] Completed CALX in 0.4s | 2.76 sym/s | Total: 3.6m | ETA: 17.9m
[2025-12-25T20:18:38.264529] [INFO ] [sig       ] [590/3552] Forecasting CAPL...
[2025-12-25T20:18:38.264606] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-25T20:18:38.264658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-25T20:18:38.276193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-25T20:18:38.276590] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-25T20:18:38.277383] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-25T20:18:38.277435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:38.277467] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:38.277493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:38.277550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:38.333613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:38.334609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:38.334691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:38.334722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:38.458497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:38.458776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:38.458821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:38.458852] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:38.462813] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2025-12-25T20:18:38.463085] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-25T20:18:38.463209] [INFO ] [sig       ] CAPL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:38.603407] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CAPL.txt
[2025-12-25T20:18:38.603588] [INFO ] [sig       ] [590/3552] Completed CAPL in 0.3s | 2.76 sym/s | Total: 3.6m | ETA: 17.9m
[2025-12-25T20:18:38.603630] [INFO ] [sig       ] [591/3552] Forecasting CARE...
[2025-12-25T20:18:38.603692] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-25T20:18:38.603735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-25T20:18:38.615882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-25T20:18:38.616220] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-25T20:18:38.616990] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-25T20:18:38.617041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:38.617108] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:38.617137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:38.617195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:38.673408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:38.674113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:38.674193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:38.674225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:38.791931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:38.792074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:38.792117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:38.792146] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:38.795495] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=82.26%)
[2025-12-25T20:18:38.795780] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-25T20:18:38.795901] [INFO ] [sig       ] CARE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:38.935971] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CARE.txt
[2025-12-25T20:18:38.936112] [INFO ] [sig       ] [591/3552] Completed CARE in 0.3s | 2.76 sym/s | Total: 3.6m | ETA: 17.9m
[2025-12-25T20:18:38.936151] [INFO ] [sig       ] [592/3552] Forecasting CARG...
[2025-12-25T20:18:38.936181] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-25T20:18:38.936210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-25T20:18:38.949473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-25T20:18:38.949858] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-25T20:18:38.950664] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-25T20:18:38.950718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:38.950750] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:38.950778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:38.950837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:39.008356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:39.009261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:39.009347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:39.009378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:39.135088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:39.135242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:39.135283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:39.135311] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:39.138663] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=79.68%)
[2025-12-25T20:18:39.138932] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-25T20:18:39.139054] [INFO ] [sig       ] CARG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:39.277650] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CARG.txt
[2025-12-25T20:18:39.277820] [INFO ] [sig       ] [592/3552] Completed CARG in 0.3s | 2.76 sym/s | Total: 3.6m | ETA: 17.9m
[2025-12-25T20:18:39.277864] [INFO ] [sig       ] [593/3552] Forecasting CARS...
[2025-12-25T20:18:39.277897] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-25T20:18:39.277955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-25T20:18:39.290154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-25T20:18:39.290562] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-25T20:18:39.291411] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-25T20:18:39.291466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:39.291499] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:39.291527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:39.291636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:39.348373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:39.349313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:39.349396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:39.349427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:39.471907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:39.472075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:39.472119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:39.472151] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:39.475678] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2025-12-25T20:18:39.475999] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-25T20:18:39.476141] [INFO ] [sig       ] CARS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:39.619604] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CARS.txt
[2025-12-25T20:18:39.619808] [INFO ] [sig       ] [593/3552] Completed CARS in 0.3s | 2.76 sym/s | Total: 3.6m | ETA: 17.9m
[2025-12-25T20:18:39.619853] [INFO ] [sig       ] [594/3552] Forecasting CASH...
[2025-12-25T20:18:39.619883] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-25T20:18:39.619913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-25T20:18:39.634611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-25T20:18:39.635038] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-25T20:18:39.636074] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-25T20:18:39.636152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:39.636194] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:39.636232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:39.636308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:39.697956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:39.698845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:39.698927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:39.698961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:39.823202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:39.823366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:39.823406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:39.823474] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:39.827139] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-12-25T20:18:39.827483] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-25T20:18:39.827654] [INFO ] [sig       ] CASH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:39.978380] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CASH.txt
[2025-12-25T20:18:39.978564] [INFO ] [sig       ] [594/3552] Completed CASH in 0.4s | 2.76 sym/s | Total: 3.6m | ETA: 17.9m
[2025-12-25T20:18:39.978652] [INFO ] [sig       ] [595/3552] Forecasting CASS...
[2025-12-25T20:18:39.978687] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-25T20:18:39.978718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-25T20:18:39.991484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-25T20:18:39.991886] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-25T20:18:39.992915] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-25T20:18:39.992986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:39.993024] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:39.993053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:39.993112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:40.054074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:40.054937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:40.055024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:40.055057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:40.179465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:40.179641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:40.179685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:40.179716] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:40.183216] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: UP (p=85.83%)
[2025-12-25T20:18:40.183509] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-25T20:18:40.183680] [INFO ] [sig       ] CASS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:40.327199] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CASS.txt
[2025-12-25T20:18:40.327360] [INFO ] [sig       ] [595/3552] Completed CASS in 0.3s | 2.76 sym/s | Total: 3.6m | ETA: 17.9m
[2025-12-25T20:18:40.327601] [INFO ] [sig       ] [596/3552] Forecasting CASY...
[2025-12-25T20:18:40.327640] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-25T20:18:40.327677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-25T20:18:40.340741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-25T20:18:40.341102] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-25T20:18:40.341933] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-25T20:18:40.341987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:40.342019] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:40.342046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:40.342105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:40.400046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:40.400786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:40.400872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:40.400906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:40.530988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:40.531191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:40.531240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:40.531272] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:40.534789] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-12-25T20:18:40.535072] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-25T20:18:40.535208] [INFO ] [sig       ] CASY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:40.675914] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CASY.txt
[2025-12-25T20:18:40.676077] [INFO ] [sig       ] [596/3552] Completed CASY in 0.3s | 2.76 sym/s | Total: 3.6m | ETA: 17.8m
[2025-12-25T20:18:40.676122] [INFO ] [sig       ] [597/3552] Forecasting CATH...
[2025-12-25T20:18:40.676161] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-25T20:18:40.676196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-25T20:18:40.688216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-25T20:18:40.688542] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-25T20:18:40.689345] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-25T20:18:40.689398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:40.689429] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:40.689455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:40.689511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:40.746316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:40.746929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:40.747007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:40.747039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:40.870233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:40.870391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:40.870433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:40.870461] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:40.873954] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: DOWN (p=11.94%)
[2025-12-25T20:18:40.874246] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-25T20:18:40.874375] [INFO ] [sig       ] CATH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:41.014527] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CATH.txt
[2025-12-25T20:18:41.014675] [INFO ] [sig       ] [597/3552] Completed CATH in 0.3s | 2.76 sym/s | Total: 3.6m | ETA: 17.8m
[2025-12-25T20:18:41.014728] [INFO ] [sig       ] [598/3552] Forecasting CATO...
[2025-12-25T20:18:41.014769] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-25T20:18:41.014806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-25T20:18:41.027214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-25T20:18:41.027559] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-25T20:18:41.028378] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-25T20:18:41.028433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:41.028465] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:41.028491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:41.028549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:41.086662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:41.087360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:41.087446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:41.087480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:41.206496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:41.206662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:41.206703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:41.206731] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:41.210064] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=8.06%)
[2025-12-25T20:18:41.210339] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-25T20:18:41.210464] [INFO ] [sig       ] CATO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:41.347996] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CATO.txt
[2025-12-25T20:18:41.348142] [INFO ] [sig       ] [598/3552] Completed CATO in 0.3s | 2.76 sym/s | Total: 3.6m | ETA: 17.8m
[2025-12-25T20:18:41.348186] [INFO ] [sig       ] [599/3552] Forecasting CATY...
[2025-12-25T20:18:41.348222] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-25T20:18:41.348257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-25T20:18:41.361533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-25T20:18:41.361909] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-25T20:18:41.362727] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-25T20:18:41.362791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:41.362828] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:41.362856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:41.362914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:41.425242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:41.426309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:41.426611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:41.426647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:41.554708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:41.554864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:41.554907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:41.554936] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:41.559089] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-25T20:18:41.559371] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-25T20:18:41.559521] [INFO ] [sig       ] CATY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:41.709030] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CATY.txt
[2025-12-25T20:18:41.709202] [INFO ] [sig       ] [599/3552] Completed CATY in 0.4s | 2.76 sym/s | Total: 3.6m | ETA: 17.8m
[2025-12-25T20:18:41.709244] [INFO ] [sig       ] [600/3552] Forecasting CAVA...
[2025-12-25T20:18:41.709300] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-25T20:18:41.709334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-25T20:18:41.722041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-25T20:18:41.722389] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-25T20:18:41.723204] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-25T20:18:41.723257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:41.723290] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:41.723317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:41.723373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:41.786412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:41.787087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:41.787171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:41.787204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:41.922038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:41.922213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:41.922255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:41.922284] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:41.925909] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-12-25T20:18:41.926271] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-25T20:18:41.926435] [INFO ] [sig       ] CAVA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:42.074937] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CAVA.txt
[2025-12-25T20:18:42.075070] [INFO ] [sig       ] [600/3552] Completed CAVA in 0.4s | 2.76 sym/s | Total: 3.6m | ETA: 17.8m
[2025-12-25T20:18:42.075112] [INFO ] [sig       ] [601/3552] Forecasting CB...
[2025-12-25T20:18:42.075143] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-25T20:18:42.075173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-25T20:18:42.088385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-25T20:18:42.088744] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-25T20:18:42.089601] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-25T20:18:42.089659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:42.089703] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:42.089744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:42.089805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:42.152490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:42.153247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:42.153354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:42.153389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:42.284677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:42.284836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:42.284897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:42.284932] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:42.288524] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=25.28%)
[2025-12-25T20:18:42.288832] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-25T20:18:42.288967] [INFO ] [sig       ] CB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:42.428180] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CB.txt
[2025-12-25T20:18:42.428334] [INFO ] [sig       ] [601/3552] Completed CB in 0.4s | 2.76 sym/s | Total: 3.6m | ETA: 17.8m
[2025-12-25T20:18:42.428373] [INFO ] [sig       ] [602/3552] Forecasting CBAN...
[2025-12-25T20:18:42.428404] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-25T20:18:42.428456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-25T20:18:42.440475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-25T20:18:42.440831] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-25T20:18:42.441654] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-25T20:18:42.441704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:42.441736] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:42.441761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:42.441818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:42.498419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:42.499520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:42.499657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:42.499693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:42.618637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:42.618816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:42.618857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:42.618890] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:42.622438] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=56.73%)
[2025-12-25T20:18:42.622764] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-25T20:18:42.622896] [INFO ] [sig       ] CBAN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:42.763182] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CBAN.txt
[2025-12-25T20:18:42.763395] [INFO ] [sig       ] [602/3552] Completed CBAN in 0.3s | 2.76 sym/s | Total: 3.6m | ETA: 17.8m
[2025-12-25T20:18:42.763441] [INFO ] [sig       ] [603/3552] Forecasting CBL...
[2025-12-25T20:18:42.763471] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-25T20:18:42.763500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-25T20:18:42.775351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-25T20:18:42.775756] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-25T20:18:42.776547] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-25T20:18:42.776617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:42.776649] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:42.776676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:42.776734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:42.833560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:42.834435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:42.834525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:42.834558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:42.956348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:42.956501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:42.956541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:42.956585] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:42.959941] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-12-25T20:18:42.960214] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-25T20:18:42.960338] [INFO ] [sig       ] CBL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:43.100505] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CBL.txt
[2025-12-25T20:18:43.100701] [INFO ] [sig       ] [603/3552] Completed CBL in 0.3s | 2.76 sym/s | Total: 3.6m | ETA: 17.8m
[2025-12-25T20:18:43.100748] [INFO ] [sig       ] [604/3552] Forecasting CBNK...
[2025-12-25T20:18:43.100779] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-25T20:18:43.100810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-25T20:18:43.112984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-25T20:18:43.113343] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-25T20:18:43.114150] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-25T20:18:43.114204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:43.114238] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:43.114265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:43.114333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:43.174539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:43.175412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:43.175496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:43.175528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:43.293796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:43.293950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:43.293990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:43.294020] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:43.297472] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-12-25T20:18:43.297771] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-25T20:18:43.297901] [INFO ] [sig       ] CBNK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:43.437300] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CBNK.txt
[2025-12-25T20:18:43.437464] [INFO ] [sig       ] [604/3552] Completed CBNK in 0.3s | 2.76 sym/s | Total: 3.6m | ETA: 17.8m
[2025-12-25T20:18:43.437505] [INFO ] [sig       ] [605/3552] Forecasting CBRE...
[2025-12-25T20:18:43.437535] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-25T20:18:43.437611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-25T20:18:43.449842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-25T20:18:43.450196] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-25T20:18:43.450991] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-25T20:18:43.451043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:43.451075] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:43.451101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:43.451159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:43.508103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:43.508754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:43.508835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:43.508869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:43.626978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:43.627135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:43.627176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:43.627205] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:43.630627] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-25T20:18:43.630899] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-25T20:18:43.631026] [INFO ] [sig       ] CBRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:43.770251] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CBRE.txt
[2025-12-25T20:18:43.770389] [INFO ] [sig       ] [605/3552] Completed CBRE in 0.3s | 2.76 sym/s | Total: 3.7m | ETA: 17.8m
[2025-12-25T20:18:43.770429] [INFO ] [sig       ] [606/3552] Forecasting CBRL...
[2025-12-25T20:18:43.770467] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-25T20:18:43.770498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-25T20:18:43.782509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-25T20:18:43.782926] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-25T20:18:43.783935] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-25T20:18:43.784001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:43.784057] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:43.784094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:43.784161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:43.843542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:43.844316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:43.844405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:43.844645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:43.970364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:43.970513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:43.970552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:43.970597] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:43.973939] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-12-25T20:18:43.974210] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-25T20:18:43.974336] [INFO ] [sig       ] CBRL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:44.113847] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CBRL.txt
[2025-12-25T20:18:44.114013] [INFO ] [sig       ] [606/3552] Completed CBRL in 0.3s | 2.76 sym/s | Total: 3.7m | ETA: 17.8m
[2025-12-25T20:18:44.114083] [INFO ] [sig       ] [607/3552] Forecasting CBSH...
[2025-12-25T20:18:44.114123] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-25T20:18:44.114165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-25T20:18:44.127715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-25T20:18:44.128096] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-25T20:18:44.128898] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-25T20:18:44.128955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:44.128998] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:44.129030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:44.129116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:44.187595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:44.188463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:44.188548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:44.188600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:44.307929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:44.308097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:44.308139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:44.308169] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:44.311648] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=73.57%)
[2025-12-25T20:18:44.311928] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-25T20:18:44.312057] [INFO ] [sig       ] CBSH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:44.450348] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CBSH.txt
[2025-12-25T20:18:44.450512] [INFO ] [sig       ] [607/3552] Completed CBSH in 0.3s | 2.76 sym/s | Total: 3.7m | ETA: 17.8m
[2025-12-25T20:18:44.450596] [INFO ] [sig       ] [608/3552] Forecasting CBUS...
[2025-12-25T20:18:44.450629] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-25T20:18:44.450681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-25T20:18:44.463558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-25T20:18:44.464041] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-25T20:18:44.464890] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-25T20:18:44.464944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:44.465008] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:44.465037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:44.465095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:44.523870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:44.524788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:44.524884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:44.524916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:44.643909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:44.644076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:44.644115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:44.644143] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:44.647589] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=40.03%)
[2025-12-25T20:18:44.647895] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-25T20:18:44.648035] [INFO ] [sig       ] CBUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:44.794672] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CBUS.txt
[2025-12-25T20:18:44.794866] [INFO ] [sig       ] [608/3552] Completed CBUS in 0.3s | 2.76 sym/s | Total: 3.7m | ETA: 17.8m
[2025-12-25T20:18:44.794913] [INFO ] [sig       ] [609/3552] Forecasting CBZ...
[2025-12-25T20:18:44.794974] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-25T20:18:44.795015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-25T20:18:44.807128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-25T20:18:44.807521] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-25T20:18:44.808328] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-25T20:18:44.808384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:44.808416] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:44.808443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:44.808506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:44.865281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:44.866111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:44.866206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:44.866239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:44.985127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:44.985278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:44.985319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:44.985348] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:44.988691] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-12-25T20:18:44.988960] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-25T20:18:44.989102] [INFO ] [sig       ] CBZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:45.130686] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CBZ.txt
[2025-12-25T20:18:45.130841] [INFO ] [sig       ] [609/3552] Completed CBZ in 0.3s | 2.76 sym/s | Total: 3.7m | ETA: 17.7m
[2025-12-25T20:18:45.130891] [INFO ] [sig       ] [610/3552] Forecasting CC...
[2025-12-25T20:18:45.130948] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-25T20:18:45.130978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-25T20:18:45.144279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-25T20:18:45.144674] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-25T20:18:45.145432] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-25T20:18:45.145483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:45.145516] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:45.145543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:45.145626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:45.202159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:45.203000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:45.203081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:45.203114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:45.325991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:45.326146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:45.326185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:45.326213] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:45.329620] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=89.84%)
[2025-12-25T20:18:45.329894] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-25T20:18:45.330019] [INFO ] [sig       ] CC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:45.472471] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CC.txt
[2025-12-25T20:18:45.472695] [INFO ] [sig       ] [610/3552] Completed CC in 0.3s | 2.76 sym/s | Total: 3.7m | ETA: 17.7m
[2025-12-25T20:18:45.472742] [INFO ] [sig       ] [611/3552] Forecasting CCAP...
[2025-12-25T20:18:45.472774] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-25T20:18:45.472804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-25T20:18:45.485152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-25T20:18:45.485532] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-25T20:18:45.486298] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-25T20:18:45.486350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:45.486381] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:45.486407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:45.486464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:45.542816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:45.543676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:45.543768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:45.543800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:45.663177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:45.663331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:45.663369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:45.663396] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:45.666805] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-12-25T20:18:45.667078] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-25T20:18:45.667216] [INFO ] [sig       ] CCAP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:45.803208] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCAP.txt
[2025-12-25T20:18:45.803329] [INFO ] [sig       ] [611/3552] Completed CCAP in 0.3s | 2.76 sym/s | Total: 3.7m | ETA: 17.7m
[2025-12-25T20:18:45.803369] [INFO ] [sig       ] [612/3552] Forecasting CCB...
[2025-12-25T20:18:45.803397] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-25T20:18:45.803434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-25T20:18:45.815171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-25T20:18:45.815508] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-25T20:18:45.816289] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-25T20:18:45.816352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:45.816391] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:45.816419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:45.816476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:45.871905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:45.872490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:45.872567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:45.872617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:45.990175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:45.990293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:45.990329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:45.990357] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:45.993558] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-25T20:18:45.993846] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-25T20:18:45.993968] [INFO ] [sig       ] CCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:46.130777] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCB.txt
[2025-12-25T20:18:46.130893] [INFO ] [sig       ] [612/3552] Completed CCB in 0.3s | 2.76 sym/s | Total: 3.7m | ETA: 17.7m
[2025-12-25T20:18:46.130954] [INFO ] [sig       ] [613/3552] Forecasting CCBG...
[2025-12-25T20:18:46.130990] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-25T20:18:46.131019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-25T20:18:46.142128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-25T20:18:46.142438] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-25T20:18:46.143215] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-25T20:18:46.143268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:46.143302] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:46.143328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:46.143385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:46.203059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:46.203768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:46.203853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:46.203885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:46.320686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:46.320822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:46.320872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:46.320917] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:46.324156] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=40.40%)
[2025-12-25T20:18:46.324427] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-25T20:18:46.324558] [INFO ] [sig       ] CCBG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:46.461870] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCBG.txt
[2025-12-25T20:18:46.461981] [INFO ] [sig       ] [613/3552] Completed CCBG in 0.3s | 2.77 sym/s | Total: 3.7m | ETA: 17.7m
[2025-12-25T20:18:46.462018] [INFO ] [sig       ] [614/3552] Forecasting CCCC...
[2025-12-25T20:18:46.462049] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-25T20:18:46.462086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-25T20:18:46.474146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-25T20:18:46.474473] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-25T20:18:46.475236] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-25T20:18:46.475287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:46.475318] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:46.475344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:46.475401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:46.532749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:46.533619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:46.533702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:46.533736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:46.654689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:46.654836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:46.654876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:46.654904] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:46.658206] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: UP (p=86.59%)
[2025-12-25T20:18:46.658508] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-25T20:18:46.658647] [INFO ] [sig       ] CCCC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:46.799458] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCCC.txt
[2025-12-25T20:18:46.799608] [INFO ] [sig       ] [614/3552] Completed CCCC in 0.3s | 2.77 sym/s | Total: 3.7m | ETA: 17.7m
[2025-12-25T20:18:46.799653] [INFO ] [sig       ] [615/3552] Forecasting CCD...
[2025-12-25T20:18:46.799682] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-25T20:18:46.799720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-25T20:18:46.819269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-25T20:18:46.819588] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-25T20:18:46.820339] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-25T20:18:46.820391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:46.820422] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:46.820449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:46.820506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:46.876465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:46.877085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:46.877174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:46.877206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:46.993106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:46.993220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:46.993257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:46.993285] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:46.996491] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: UP (p=68.90%)
[2025-12-25T20:18:46.996779] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-25T20:18:46.996901] [INFO ] [sig       ] CCD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:47.134997] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCD.txt
[2025-12-25T20:18:47.135105] [INFO ] [sig       ] [615/3552] Completed CCD in 0.3s | 2.77 sym/s | Total: 3.7m | ETA: 17.7m
[2025-12-25T20:18:47.135143] [INFO ] [sig       ] [616/3552] Forecasting CCEC...
[2025-12-25T20:18:47.135171] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-12-25T20:18:47.135201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-12-25T20:18:47.146732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-12-25T20:18:47.147048] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-12-25T20:18:47.147817] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-12-25T20:18:47.147868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:47.147900] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:47.147926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:47.147983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:47.204828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:47.205426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:47.205506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:47.205537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:47.308173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:47.308254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:47.308288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:47.308314] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:47.311343] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: DOWN (p=40.76%)
[2025-12-25T20:18:47.311619] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-12-25T20:18:47.311739] [INFO ] [sig       ] CCEC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:47.449530] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCEC.txt
[2025-12-25T20:18:47.449658] [INFO ] [sig       ] [616/3552] Completed CCEC in 0.3s | 2.77 sym/s | Total: 3.7m | ETA: 17.7m
[2025-12-25T20:18:47.449697] [INFO ] [sig       ] [617/3552] Forecasting CCEP...
[2025-12-25T20:18:47.449727] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-25T20:18:47.449756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-25T20:18:47.461144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-25T20:18:47.461463] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-25T20:18:47.462231] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-25T20:18:47.462283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:47.462314] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:47.462351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:47.462409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:47.518556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:47.519187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:47.519266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:47.519298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:47.643546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:47.643683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:47.643721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:47.643748] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:47.646979] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2025-12-25T20:18:47.647248] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-25T20:18:47.647373] [INFO ] [sig       ] CCEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:47.785731] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCEP.txt
[2025-12-25T20:18:47.785841] [INFO ] [sig       ] [617/3552] Completed CCEP in 0.3s | 2.77 sym/s | Total: 3.7m | ETA: 17.7m
[2025-12-25T20:18:47.785878] [INFO ] [sig       ] [618/3552] Forecasting CCI...
[2025-12-25T20:18:47.785908] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-25T20:18:47.785938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-25T20:18:47.798208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-25T20:18:47.798733] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-25T20:18:47.799709] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-25T20:18:47.799760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:47.799791] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:47.799818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:47.799875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:47.860657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:47.861320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:47.861442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:47.861476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:47.982257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:47.982380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:47.982418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:47.982446] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:47.985705] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=32.58%)
[2025-12-25T20:18:47.985971] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-25T20:18:47.986100] [INFO ] [sig       ] CCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:48.122613] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCI.txt
[2025-12-25T20:18:48.122722] [INFO ] [sig       ] [618/3552] Completed CCI in 0.3s | 2.77 sym/s | Total: 3.7m | ETA: 17.7m
[2025-12-25T20:18:48.122759] [INFO ] [sig       ] [619/3552] Forecasting CCIF...
[2025-12-25T20:18:48.122788] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-25T20:18:48.122818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-25T20:18:48.136126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-25T20:18:48.136437] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-25T20:18:48.137211] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-25T20:18:48.137264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:48.137295] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:48.137322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:48.137379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:48.194136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:48.194915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:48.194995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:48.195026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:48.312968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:48.313080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:48.313117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:48.313145] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:48.316325] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=36.89%)
[2025-12-25T20:18:48.316603] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-25T20:18:48.316726] [INFO ] [sig       ] CCIF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:48.457002] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCIF.txt
[2025-12-25T20:18:48.457112] [INFO ] [sig       ] [619/3552] Completed CCIF in 0.3s | 2.77 sym/s | Total: 3.7m | ETA: 17.7m
[2025-12-25T20:18:48.457151] [INFO ] [sig       ] [620/3552] Forecasting CCJ...
[2025-12-25T20:18:48.457178] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-25T20:18:48.457215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-25T20:18:48.469110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-25T20:18:48.469417] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-25T20:18:48.470183] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-25T20:18:48.470234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:48.470267] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:48.470293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:48.470355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:48.527881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:48.528474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:48.528553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:48.528601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:48.650098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:48.650247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:48.650287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:48.650315] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:48.653845] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=23.92%)
[2025-12-25T20:18:48.654114] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-25T20:18:48.654238] [INFO ] [sig       ] CCJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:48.792012] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCJ.txt
[2025-12-25T20:18:48.792118] [INFO ] [sig       ] [620/3552] Completed CCJ in 0.3s | 2.77 sym/s | Total: 3.7m | ETA: 17.7m
[2025-12-25T20:18:48.792156] [INFO ] [sig       ] [621/3552] Forecasting CCK...
[2025-12-25T20:18:48.792186] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-25T20:18:48.792231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-25T20:18:48.804221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-25T20:18:48.804542] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-25T20:18:48.805300] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-25T20:18:48.805351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:48.805383] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:48.805409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:48.805465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:48.861378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:48.861988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:48.862066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:48.862098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:48.984358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:48.984480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:48.984518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:48.984546] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:48.987918] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=73.34%)
[2025-12-25T20:18:48.988184] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-25T20:18:48.988308] [INFO ] [sig       ] CCK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:49.127192] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCK.txt
[2025-12-25T20:18:49.127320] [INFO ] [sig       ] [621/3552] Completed CCK in 0.3s | 2.77 sym/s | Total: 3.7m | ETA: 17.6m
[2025-12-25T20:18:49.127360] [INFO ] [sig       ] [622/3552] Forecasting CCL...
[2025-12-25T20:18:49.127389] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-25T20:18:49.127419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-25T20:18:49.139832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-25T20:18:49.140146] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-25T20:18:49.140913] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-25T20:18:49.140965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:49.140997] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:49.141024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:49.141082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:49.197242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:49.197854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:49.197932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:49.197964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:49.324799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:49.324969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:49.325011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:49.325039] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:49.328418] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=40.88%)
[2025-12-25T20:18:49.328710] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-25T20:18:49.328839] [INFO ] [sig       ] CCL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:49.466506] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCL.txt
[2025-12-25T20:18:49.466687] [INFO ] [sig       ] [622/3552] Completed CCL in 0.3s | 2.77 sym/s | Total: 3.7m | ETA: 17.6m
[2025-12-25T20:18:49.466731] [INFO ] [sig       ] [623/3552] Forecasting CCLD...
[2025-12-25T20:18:49.466769] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-25T20:18:49.466799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-25T20:18:49.479150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-25T20:18:49.479511] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-25T20:18:49.480287] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-25T20:18:49.480337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:49.480368] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:49.480394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:49.480451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:49.535742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:49.536546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:49.536648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:49.536680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:49.655663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:49.655820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:49.655860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:49.655888] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:49.659236] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: UP (p=63.17%)
[2025-12-25T20:18:49.659515] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-25T20:18:49.659660] [INFO ] [sig       ] CCLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:49.797922] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCLD.txt
[2025-12-25T20:18:49.798083] [INFO ] [sig       ] [623/3552] Completed CCLD in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.6m
[2025-12-25T20:18:49.798124] [INFO ] [sig       ] [624/3552] Forecasting CCNE...
[2025-12-25T20:18:49.798154] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-25T20:18:49.798191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-25T20:18:49.811440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-25T20:18:49.812008] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-25T20:18:49.812783] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-25T20:18:49.812834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:49.812866] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:49.812893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:49.812950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:49.872077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:49.872939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:49.873216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:49.873248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:49.996039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:49.996194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:49.996234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:49.996264] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:49.999642] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: UP (p=83.85%)
[2025-12-25T20:18:49.999918] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-25T20:18:50.000045] [INFO ] [sig       ] CCNE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:50.137337] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCNE.txt
[2025-12-25T20:18:50.137511] [INFO ] [sig       ] [624/3552] Completed CCNE in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.6m
[2025-12-25T20:18:50.137553] [INFO ] [sig       ] [625/3552] Forecasting CCO...
[2025-12-25T20:18:50.137604] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-25T20:18:50.137636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-25T20:18:50.149840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-25T20:18:50.150198] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-25T20:18:50.150976] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-25T20:18:50.151027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:50.151099] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:50.151127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:50.151183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:50.206894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:50.207749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:50.207828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:50.207861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:50.328035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:50.328197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:50.328237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:50.328265] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:50.331682] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=47.94%)
[2025-12-25T20:18:50.331953] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-25T20:18:50.332083] [INFO ] [sig       ] CCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:50.469038] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCO.txt
[2025-12-25T20:18:50.469217] [INFO ] [sig       ] [625/3552] Completed CCO in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.6m
[2025-12-25T20:18:50.469259] [INFO ] [sig       ] [626/3552] Forecasting CCOI...
[2025-12-25T20:18:50.469289] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-25T20:18:50.469318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-25T20:18:50.481385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-25T20:18:50.481736] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-25T20:18:50.482474] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-25T20:18:50.482525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:50.482557] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:50.482605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:50.482664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:50.537621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:50.538219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:50.538296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:50.538327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:50.657429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:50.657614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:50.657662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:50.657692] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:50.661013] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=39.21%)
[2025-12-25T20:18:50.661280] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-25T20:18:50.661407] [INFO ] [sig       ] CCOI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:50.800904] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCOI.txt
[2025-12-25T20:18:50.801078] [INFO ] [sig       ] [626/3552] Completed CCOI in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.6m
[2025-12-25T20:18:50.801117] [INFO ] [sig       ] [627/3552] Forecasting CCRN...
[2025-12-25T20:18:50.801147] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-25T20:18:50.801176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-25T20:18:50.814072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-25T20:18:50.814466] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-25T20:18:50.815446] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-25T20:18:50.815498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:50.815531] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:50.815773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:50.815830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:50.875314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:50.876074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:50.876155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:50.876187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:50.994600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:50.994721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:50.994758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:50.994785] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:50.998079] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: UP (p=78.31%)
[2025-12-25T20:18:50.998373] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-25T20:18:50.998514] [INFO ] [sig       ] CCRN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:51.137514] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCRN.txt
[2025-12-25T20:18:51.137661] [INFO ] [sig       ] [627/3552] Completed CCRN in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.6m
[2025-12-25T20:18:51.137701] [INFO ] [sig       ] [628/3552] Forecasting CCS...
[2025-12-25T20:18:51.137730] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-25T20:18:51.137760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-25T20:18:51.149489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-25T20:18:51.149820] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-25T20:18:51.150562] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-25T20:18:51.150630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:51.150662] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:51.150688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:51.150745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:51.207723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:51.208293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:51.208371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:51.208402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:51.325297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:51.325427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:51.325472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:51.325543] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:51.328830] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2025-12-25T20:18:51.329229] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-25T20:18:51.329372] [INFO ] [sig       ] CCS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:51.469507] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCS.txt
[2025-12-25T20:18:51.469634] [INFO ] [sig       ] [628/3552] Completed CCS in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.6m
[2025-12-25T20:18:51.469674] [INFO ] [sig       ] [629/3552] Forecasting CCSI...
[2025-12-25T20:18:51.469705] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-25T20:18:51.469735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-25T20:18:51.481406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-25T20:18:51.481747] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-25T20:18:51.482490] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-25T20:18:51.482541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:51.482595] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:51.482625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:51.482683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:51.538865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:51.539480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:51.539561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:51.539610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:51.654329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:51.654444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:51.654480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:51.654508] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:51.658089] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-25T20:18:51.658351] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-25T20:18:51.658478] [INFO ] [sig       ] CCSI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:51.801535] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCSI.txt
[2025-12-25T20:18:51.801672] [INFO ] [sig       ] [629/3552] Completed CCSI in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.6m
[2025-12-25T20:18:51.801712] [INFO ] [sig       ] [630/3552] Forecasting CDC...
[2025-12-25T20:18:51.801742] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-25T20:18:51.801770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-25T20:18:51.814133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-25T20:18:51.814452] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-25T20:18:51.815238] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-25T20:18:51.815300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:51.815332] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:51.815358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:51.815421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:51.872445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:51.873316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:51.873401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:51.873439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:51.991855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:51.992010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:51.992049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:51.992078] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:51.995396] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-12-25T20:18:51.995682] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-25T20:18:51.995809] [INFO ] [sig       ] CDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:52.140847] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDC.txt
[2025-12-25T20:18:52.140991] [INFO ] [sig       ] [630/3552] Completed CDC in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.6m
[2025-12-25T20:18:52.141034] [INFO ] [sig       ] [631/3552] Forecasting CDE...
[2025-12-25T20:18:52.141070] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-25T20:18:52.141100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-25T20:18:52.154299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-25T20:18:52.154679] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-25T20:18:52.155494] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-25T20:18:52.155551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:52.155614] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:52.155658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:52.155725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:52.216775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:52.217451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:52.217534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:52.217567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:52.350786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:52.350943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:52.350987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:52.351016] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:52.354652] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=13.41%)
[2025-12-25T20:18:52.354926] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-25T20:18:52.355056] [INFO ] [sig       ] CDE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:52.503209] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDE.txt
[2025-12-25T20:18:52.503358] [INFO ] [sig       ] [631/3552] Completed CDE in 0.4s | 2.77 sym/s | Total: 3.8m | ETA: 17.6m
[2025-12-25T20:18:52.503399] [INFO ] [sig       ] [632/3552] Forecasting CDIO...
[2025-12-25T20:18:52.503433] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-25T20:18:52.503481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-25T20:18:52.515562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-25T20:18:52.515972] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-25T20:18:52.516780] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-25T20:18:52.516832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:52.516865] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:52.516892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:52.516950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:52.579154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:52.579924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:52.580009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:52.580043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:52.704530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:52.704891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:52.704932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:52.704960] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:52.708505] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-12-25T20:18:52.708987] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-25T20:18:52.709130] [INFO ] [sig       ] CDIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:52.852274] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CDIO.txt
[2025-12-25T20:18:52.852413] [INFO ] [sig       ] [632/3552] Completed CDIO in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.6m
[2025-12-25T20:18:52.852453] [INFO ] [sig       ] [633/3552] Forecasting CDL...
[2025-12-25T20:18:52.852481] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-25T20:18:52.852511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-25T20:18:52.864591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-25T20:18:52.864946] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-25T20:18:52.865720] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-25T20:18:52.865771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:52.865802] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:52.865829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:52.865885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:52.922488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:52.923198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:52.923279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:52.923311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:53.034507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:53.034689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:53.034730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:53.034759] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:53.038124] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: UP (p=77.46%)
[2025-12-25T20:18:53.038392] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-25T20:18:53.038515] [INFO ] [sig       ] CDL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:53.176816] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CDL.txt
[2025-12-25T20:18:53.176954] [INFO ] [sig       ] [633/3552] Completed CDL in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.6m
[2025-12-25T20:18:53.176999] [INFO ] [sig       ] [634/3552] Forecasting CDNA...
[2025-12-25T20:18:53.177030] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-25T20:18:53.177064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-25T20:18:53.188675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-25T20:18:53.189011] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-25T20:18:53.189812] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-25T20:18:53.189862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:53.189893] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:53.189920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:53.189977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:53.245930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:53.246594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:53.246674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:53.246705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:53.368677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:53.368822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:53.368861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:53.368888] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:53.372301] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=13.64%)
[2025-12-25T20:18:53.372603] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-25T20:18:53.372731] [INFO ] [sig       ] CDNA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:53.510307] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDNA.txt
[2025-12-25T20:18:53.510448] [INFO ] [sig       ] [634/3552] Completed CDNA in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.5m
[2025-12-25T20:18:53.510486] [INFO ] [sig       ] [635/3552] Forecasting CDNS...
[2025-12-25T20:18:53.510516] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-25T20:18:53.510545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-25T20:18:53.522095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-25T20:18:53.522435] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-25T20:18:53.523198] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-25T20:18:53.523250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:53.523281] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:53.523308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:53.523365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:53.578411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:53.579056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:53.579171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:53.579204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:53.699625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:53.699775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:53.699814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:53.699843] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:53.703183] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: DOWN (p=13.93%)
[2025-12-25T20:18:53.703454] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-25T20:18:53.703615] [INFO ] [sig       ] CDNS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:53.840092] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDNS.txt
[2025-12-25T20:18:53.840223] [INFO ] [sig       ] [635/3552] Completed CDNS in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.5m
[2025-12-25T20:18:53.840262] [INFO ] [sig       ] [636/3552] Forecasting CDP...
[2025-12-25T20:18:53.840291] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-25T20:18:53.840321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-25T20:18:53.852272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-25T20:18:53.852632] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-25T20:18:53.853387] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-25T20:18:53.853437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:53.853468] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:53.853494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:53.853551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:53.909221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:53.909905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:53.909988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:53.910019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:54.026365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:54.026513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:54.026552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:54.026598] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:54.029935] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2025-12-25T20:18:54.030201] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-25T20:18:54.030326] [INFO ] [sig       ] CDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:54.169277] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDP.txt
[2025-12-25T20:18:54.169425] [INFO ] [sig       ] [636/3552] Completed CDP in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.5m
[2025-12-25T20:18:54.169465] [INFO ] [sig       ] [637/3552] Forecasting CDRE...
[2025-12-25T20:18:54.169494] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-25T20:18:54.169524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-25T20:18:54.180905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-25T20:18:54.181224] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-25T20:18:54.181986] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-25T20:18:54.182037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:54.182068] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:54.182095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:54.182152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:54.239154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:54.239943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:54.240037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:54.240069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:54.357648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:54.357769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:54.357823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:54.357853] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:54.361100] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=49.46%)
[2025-12-25T20:18:54.361364] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-25T20:18:54.361488] [INFO ] [sig       ] CDRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:54.501004] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDRE.txt
[2025-12-25T20:18:54.501170] [INFO ] [sig       ] [637/3552] Completed CDRE in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.5m
[2025-12-25T20:18:54.501210] [INFO ] [sig       ] [638/3552] Forecasting CDRO...
[2025-12-25T20:18:54.501239] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-25T20:18:54.501273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-25T20:18:54.513699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-25T20:18:54.514061] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-25T20:18:54.514843] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-25T20:18:54.514894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:54.514926] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:54.514952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:54.515010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:54.572286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:54.573165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:54.573250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:54.573282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:54.689062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:54.689244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:54.689284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:54.689314] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:54.692726] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-12-25T20:18:54.693002] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-25T20:18:54.693129] [INFO ] [sig       ] CDRO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:54.832768] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CDRO.txt
[2025-12-25T20:18:54.832929] [INFO ] [sig       ] [638/3552] Completed CDRO in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.5m
[2025-12-25T20:18:54.832970] [INFO ] [sig       ] [639/3552] Forecasting CDTX...
[2025-12-25T20:18:54.833000] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-25T20:18:54.833030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-25T20:18:54.845141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-25T20:18:54.845469] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-25T20:18:54.846440] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-25T20:18:54.846493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:54.846529] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:54.846559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:54.846641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:54.905843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:54.906433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:54.906527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:54.906559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:55.030772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:55.030944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:55.031000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:55.031040] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:55.035225] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-25T20:18:55.035544] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-25T20:18:55.035715] [INFO ] [sig       ] CDTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:55.207282] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CDTX.txt
[2025-12-25T20:18:55.207494] [INFO ] [sig       ] [639/3552] Completed CDTX in 0.4s | 2.77 sym/s | Total: 3.8m | ETA: 17.5m
[2025-12-25T20:18:55.207541] [INFO ] [sig       ] [640/3552] Forecasting CDXS...
[2025-12-25T20:18:55.207627] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-25T20:18:55.207666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-25T20:18:55.220063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-25T20:18:55.220467] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-25T20:18:55.221279] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-25T20:18:55.221333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:55.221364] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:55.221390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:55.221447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:55.277699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:55.278545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:55.278647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:55.278680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:55.396899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:55.397044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:55.397082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:55.397111] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:55.400447] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: DOWN (p=31.97%)
[2025-12-25T20:18:55.400927] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-25T20:18:55.401052] [INFO ] [sig       ] CDXS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:55.540836] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDXS.txt
[2025-12-25T20:18:55.540992] [INFO ] [sig       ] [640/3552] Completed CDXS in 0.3s | 2.77 sym/s | Total: 3.8m | ETA: 17.5m
[2025-12-25T20:18:55.541038] [INFO ] [sig       ] [641/3552] Forecasting CDZI...
[2025-12-25T20:18:55.541069] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-25T20:18:55.541126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-25T20:18:55.553077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-25T20:18:55.553435] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-25T20:18:55.554213] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-25T20:18:55.554265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:55.554307] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:55.554334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:55.554391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:55.609793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:55.610658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:55.610747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:55.610780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:55.738647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:55.738805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:55.738845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:55.738878] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:55.742373] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-25T20:18:55.742679] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-25T20:18:55.742810] [INFO ] [sig       ] CDZI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:55.880556] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDZI.txt
[2025-12-25T20:18:55.880727] [INFO ] [sig       ] [641/3552] Completed CDZI in 0.3s | 2.77 sym/s | Total: 3.9m | ETA: 17.5m
[2025-12-25T20:18:55.880768] [INFO ] [sig       ] [642/3552] Forecasting CE...
[2025-12-25T20:18:55.880797] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-25T20:18:55.880827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-25T20:18:55.895378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-25T20:18:55.895776] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-25T20:18:55.896533] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-25T20:18:55.896602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:55.896658] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:55.896687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:55.896754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:55.957118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:55.958079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:55.958172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:55.958206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:56.085422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:56.085592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:56.085636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:56.085664] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:56.089026] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=79.22%)
[2025-12-25T20:18:56.089314] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-25T20:18:56.089446] [INFO ] [sig       ] CE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:56.226679] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CE.txt
[2025-12-25T20:18:56.226829] [INFO ] [sig       ] [642/3552] Completed CE in 0.3s | 2.77 sym/s | Total: 3.9m | ETA: 17.5m
[2025-12-25T20:18:56.226868] [INFO ] [sig       ] [643/3552] Forecasting CECO...
[2025-12-25T20:18:56.226898] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-25T20:18:56.226928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-25T20:18:56.239260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-25T20:18:56.239689] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-25T20:18:56.240480] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-25T20:18:56.240544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:56.240629] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:56.240665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:56.240724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:56.298223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:56.299154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:56.299249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:56.299282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:56.412821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:56.412977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:56.413017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:56.413046] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:56.416386] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: UP (p=67.60%)
[2025-12-25T20:18:56.416673] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-25T20:18:56.416800] [INFO ] [sig       ] CECO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:56.564248] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CECO.txt
[2025-12-25T20:18:56.564434] [INFO ] [sig       ] [643/3552] Completed CECO in 0.3s | 2.77 sym/s | Total: 3.9m | ETA: 17.5m
[2025-12-25T20:18:56.564488] [INFO ] [sig       ] [644/3552] Forecasting CEG...
[2025-12-25T20:18:56.564521] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-25T20:18:56.564553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-25T20:18:56.577318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-25T20:18:56.577756] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-25T20:18:56.578626] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-25T20:18:56.578690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:56.578730] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:56.578758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:56.578816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:56.639134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:56.640158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:56.640256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:56.640290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:56.766418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:56.766598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:56.766648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:56.766684] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:56.770160] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: UP (p=87.90%)
[2025-12-25T20:18:56.770441] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-25T20:18:56.770608] [INFO ] [sig       ] CEG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:56.908155] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CEG.txt
[2025-12-25T20:18:56.908297] [INFO ] [sig       ] [644/3552] Completed CEG in 0.3s | 2.77 sym/s | Total: 3.9m | ETA: 17.5m
[2025-12-25T20:18:56.908336] [INFO ] [sig       ] [645/3552] Forecasting CELC...
[2025-12-25T20:18:56.908374] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-25T20:18:56.908408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-25T20:18:56.920724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-25T20:18:56.921080] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-25T20:18:56.921855] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-25T20:18:56.921906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:56.921938] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:56.921964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:56.922025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:56.977623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:56.978378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:56.978461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:56.978494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:57.100016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:57.100187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:57.100242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:57.100310] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:57.104311] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=74.31%)
[2025-12-25T20:18:57.104628] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-25T20:18:57.104773] [INFO ] [sig       ] CELC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:57.256155] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CELC.txt
[2025-12-25T20:18:57.256348] [INFO ] [sig       ] [645/3552] Completed CELC in 0.3s | 2.77 sym/s | Total: 3.9m | ETA: 17.5m
[2025-12-25T20:18:57.256410] [INFO ] [sig       ] [646/3552] Forecasting CELH...
[2025-12-25T20:18:57.256491] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-25T20:18:57.256541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-25T20:18:57.269494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-25T20:18:57.269954] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-25T20:18:57.270887] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-25T20:18:57.270941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:57.270973] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:57.271000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:57.271058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:57.330990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:57.331905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:57.331995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:57.332029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:57.459094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:57.459253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:57.459294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:57.459322] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:57.463077] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-25T20:18:57.463410] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-25T20:18:57.463614] [INFO ] [sig       ] CELH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:57.613039] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CELH.txt
[2025-12-25T20:18:57.613196] [INFO ] [sig       ] [646/3552] Completed CELH in 0.4s | 2.77 sym/s | Total: 3.9m | ETA: 17.5m
[2025-12-25T20:18:57.613235] [INFO ] [sig       ] [647/3552] Forecasting CELZ...
[2025-12-25T20:18:57.613266] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-25T20:18:57.613297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-25T20:18:57.625557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-25T20:18:57.625986] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-25T20:18:57.626849] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-25T20:18:57.626911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:57.626947] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:57.626976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:57.627037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:57.686022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:57.686861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:57.686949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:57.686984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:57.803131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:57.803292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:57.803332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:57.803361] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:57.806755] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=34.16%)
[2025-12-25T20:18:57.807030] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-25T20:18:57.807161] [INFO ] [sig       ] CELZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:57.946348] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CELZ.txt
[2025-12-25T20:18:57.946529] [INFO ] [sig       ] [647/3552] Completed CELZ in 0.3s | 2.77 sym/s | Total: 3.9m | ETA: 17.4m
[2025-12-25T20:18:57.946623] [INFO ] [sig       ] [648/3552] Forecasting CENTA...
[2025-12-25T20:18:57.946658] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-25T20:18:57.946691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-25T20:18:57.959520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-25T20:18:57.960001] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-25T20:18:57.960876] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-25T20:18:57.960930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:57.960963] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:57.961001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:57.961064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:58.025510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:58.026411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:58.026505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:58.026547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:58.148643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:58.148800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:58.148840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:58.148885] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:58.152472] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: DOWN (p=13.32%)
[2025-12-25T20:18:58.152772] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-25T20:18:58.152908] [INFO ] [sig       ] CENTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:58.295860] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CENTA.txt
[2025-12-25T20:18:58.296029] [INFO ] [sig       ] [648/3552] Completed CENTA in 0.3s | 2.77 sym/s | Total: 3.9m | ETA: 17.4m
[2025-12-25T20:18:58.296068] [INFO ] [sig       ] [649/3552] Forecasting CENX...
[2025-12-25T20:18:58.296097] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-25T20:18:58.296126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-25T20:18:58.309460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-25T20:18:58.309914] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-25T20:18:58.310829] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-25T20:18:58.310885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:58.310919] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:58.310947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:58.311007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:58.369311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:58.370285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:58.370374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:58.370407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:58.520180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:58.520345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:58.520389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:58.520418] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:58.524246] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=98.72%)
[2025-12-25T20:18:58.524549] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-25T20:18:58.524710] [INFO ] [sig       ] CENX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:58.668750] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CENX.txt
[2025-12-25T20:18:58.668932] [INFO ] [sig       ] [649/3552] Completed CENX in 0.4s | 2.77 sym/s | Total: 3.9m | ETA: 17.4m
[2025-12-25T20:18:58.668975] [INFO ] [sig       ] [650/3552] Forecasting CERS...
[2025-12-25T20:18:58.669006] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-25T20:18:58.669065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-25T20:18:58.683361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-25T20:18:58.683805] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-25T20:18:58.684652] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-25T20:18:58.684715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:58.684746] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:58.684772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:58.684828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:58.741508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:58.742356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:58.742438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:58.742488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:58.862057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:58.862204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:58.862245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:58.862276] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:58.865751] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: UP (p=64.51%)
[2025-12-25T20:18:58.866029] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-25T20:18:58.866158] [INFO ] [sig       ] CERS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:59.007672] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CERS.txt
[2025-12-25T20:18:59.007822] [INFO ] [sig       ] [650/3552] Completed CERS in 0.3s | 2.77 sym/s | Total: 3.9m | ETA: 17.4m
[2025-12-25T20:18:59.007863] [INFO ] [sig       ] [651/3552] Forecasting CETX...
[2025-12-25T20:18:59.007894] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-25T20:18:59.007923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-25T20:18:59.019492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-25T20:18:59.019896] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-25T20:18:59.020687] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-25T20:18:59.020740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:59.020771] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:59.020798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:59.020855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:59.077736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:59.078528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:59.078632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:59.078667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:59.190214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:59.190368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:59.190407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:59.190435] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:59.194185] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=27.85%)
[2025-12-25T20:18:59.194454] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-25T20:18:59.194594] [INFO ] [sig       ] CETX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:18:59.332225] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CETX.txt
[2025-12-25T20:18:59.332368] [INFO ] [sig       ] [651/3552] Completed CETX in 0.3s | 2.78 sym/s | Total: 3.9m | ETA: 17.4m
[2025-12-25T20:18:59.332407] [INFO ] [sig       ] [652/3552] Forecasting CEVA...
[2025-12-25T20:18:59.332436] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-25T20:18:59.332465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-25T20:18:59.344254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-25T20:18:59.344598] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-25T20:18:59.345350] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-25T20:18:59.345401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:59.345433] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:59.345471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:59.345529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:59.401518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:59.402156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:59.402261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:59.402295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:59.522290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:59.522449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:59.522490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:59.522518] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:59.525873] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: UP (p=62.46%)
[2025-12-25T20:18:59.526142] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-25T20:18:59.526264] [INFO ] [sig       ] CEVA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:59.663028] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CEVA.txt
[2025-12-25T20:18:59.663174] [INFO ] [sig       ] [652/3552] Completed CEVA in 0.3s | 2.78 sym/s | Total: 3.9m | ETA: 17.4m
[2025-12-25T20:18:59.663213] [INFO ] [sig       ] [653/3552] Forecasting CF...
[2025-12-25T20:18:59.663244] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-25T20:18:59.663273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-25T20:18:59.674812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-25T20:18:59.675147] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-25T20:18:59.675919] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-25T20:18:59.675970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:18:59.676001] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:18:59.676028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:18:59.676086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:18:59.732407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:18:59.733079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:18:59.733158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:18:59.733190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:18:59.850063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:18:59.850225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:18:59.850264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:18:59.850292] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:18:59.853667] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=70.71%)
[2025-12-25T20:18:59.853936] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-25T20:18:59.854059] [INFO ] [sig       ] CF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:18:59.994091] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CF.txt
[2025-12-25T20:18:59.994229] [INFO ] [sig       ] [653/3552] Completed CF in 0.3s | 2.78 sym/s | Total: 3.9m | ETA: 17.4m
[2025-12-25T20:18:59.994268] [INFO ] [sig       ] [654/3552] Forecasting CFFN...
[2025-12-25T20:18:59.994306] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-25T20:18:59.994335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-25T20:19:00.006348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-25T20:19:00.006732] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-25T20:19:00.007695] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-25T20:19:00.007776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:00.007825] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:00.007868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:00.007955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:00.064508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:00.065243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:00.065325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:00.065357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:00.185195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:00.185353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:00.185394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:00.185425] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:00.188920] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=84.22%)
[2025-12-25T20:19:00.189224] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-25T20:19:00.189352] [INFO ] [sig       ] CFFN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:00.388283] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CFFN.txt
[2025-12-25T20:19:00.388444] [INFO ] [sig       ] [654/3552] Completed CFFN in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 17.4m
[2025-12-25T20:19:00.388487] [INFO ] [sig       ] [655/3552] Forecasting CFG...
[2025-12-25T20:19:00.388549] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-25T20:19:00.388610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-25T20:19:00.400674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-25T20:19:00.401030] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-25T20:19:00.401852] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-25T20:19:00.401904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:00.401938] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:00.401966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:00.402027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:00.459665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:00.460330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:00.460412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:00.460446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:00.582469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:00.582606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:00.582648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:00.582679] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:00.586254] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-25T20:19:00.586550] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-25T20:19:00.586710] [INFO ] [sig       ] CFG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:00.730612] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CFG.txt
[2025-12-25T20:19:00.730832] [INFO ] [sig       ] [655/3552] Completed CFG in 0.3s | 2.78 sym/s | Total: 3.9m | ETA: 17.4m
[2025-12-25T20:19:00.730875] [INFO ] [sig       ] [656/3552] Forecasting CFO...
[2025-12-25T20:19:00.730906] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-25T20:19:00.730936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-25T20:19:00.742445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-25T20:19:00.742834] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-25T20:19:00.743656] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-25T20:19:00.743711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:00.743744] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:00.743773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:00.743833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:00.801148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:00.801990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:00.802076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:00.802111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:00.914894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:00.915014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:00.915055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:00.915085] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:00.921243] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-12-25T20:19:00.921569] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-25T20:19:00.923880] [INFO ] [sig       ] CFO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:01.068959] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CFO.txt
[2025-12-25T20:19:01.069181] [INFO ] [sig       ] [656/3552] Completed CFO in 0.3s | 2.78 sym/s | Total: 3.9m | ETA: 17.4m
[2025-12-25T20:19:01.069245] [INFO ] [sig       ] [657/3552] Forecasting CG...
[2025-12-25T20:19:01.069289] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-25T20:19:01.069334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-25T20:19:01.081268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-25T20:19:01.081657] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-25T20:19:01.082415] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-25T20:19:01.082465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:01.082496] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:01.082523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:01.082596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:01.138826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:01.139502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:01.139612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:01.139651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:01.262771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:01.262891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:01.262932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:01.262962] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:01.266380] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-12-25T20:19:01.266681] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-25T20:19:01.266818] [INFO ] [sig       ] CG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:01.411722] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CG.txt
[2025-12-25T20:19:01.411908] [INFO ] [sig       ] [657/3552] Completed CG in 0.3s | 2.78 sym/s | Total: 3.9m | ETA: 17.4m
[2025-12-25T20:19:01.411951] [INFO ] [sig       ] [658/3552] Forecasting CGABL...
[2025-12-25T20:19:01.411981] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-25T20:19:01.412043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-25T20:19:01.424708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-25T20:19:01.425140] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-25T20:19:01.425967] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-25T20:19:01.426020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:01.426052] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:01.426079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:01.426136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:01.483567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:01.484542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:01.484667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:01.484704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:01.609779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:01.609940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:01.609979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:01.610010] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:01.613681] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-25T20:19:01.614081] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-25T20:19:01.614231] [INFO ] [sig       ] CGABL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:01.761506] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CGABL.txt
[2025-12-25T20:19:01.761698] [INFO ] [sig       ] [658/3552] Completed CGABL in 0.3s | 2.78 sym/s | Total: 3.9m | ETA: 17.4m
[2025-12-25T20:19:01.761745] [INFO ] [sig       ] [659/3552] Forecasting CGBD...
[2025-12-25T20:19:01.761779] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-25T20:19:01.761811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-25T20:19:01.775318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-25T20:19:01.775770] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-25T20:19:01.777073] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-25T20:19:01.777138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:01.777207] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:01.777238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:01.777298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:01.837863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:01.839170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:01.839256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:01.839290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:01.962897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:01.963062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:01.963100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:01.963128] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:01.966510] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-25T20:19:01.966832] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-25T20:19:01.966966] [INFO ] [sig       ] CGBD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:02.118986] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CGBD.txt
[2025-12-25T20:19:02.119182] [INFO ] [sig       ] [659/3552] Completed CGBD in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 17.4m
[2025-12-25T20:19:02.119258] [INFO ] [sig       ] [660/3552] Forecasting CGC...
[2025-12-25T20:19:02.119295] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-25T20:19:02.119327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-25T20:19:02.134208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-25T20:19:02.134717] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-25T20:19:02.135793] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-25T20:19:02.135860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:02.135908] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:02.135949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:02.136034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:02.196592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:02.197680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:02.197769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:02.197803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:02.320529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:02.320699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:02.320739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:02.320768] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:02.324451] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-25T20:19:02.324742] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-25T20:19:02.325065] [INFO ] [sig       ] CGC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:02.465411] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CGC.txt
[2025-12-25T20:19:02.465604] [INFO ] [sig       ] [660/3552] Completed CGC in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 17.4m
[2025-12-25T20:19:02.465657] [INFO ] [sig       ] [661/3552] Forecasting CGEM...
[2025-12-25T20:19:02.465687] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-25T20:19:02.465720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-25T20:19:02.479982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-25T20:19:02.480641] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-25T20:19:02.481477] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-25T20:19:02.481531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:02.481563] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:02.481612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:02.481670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:02.537859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:02.538752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:02.538843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:02.538876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:02.657993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:02.658194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:02.658258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:02.658289] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:02.661898] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: DOWN (p=34.65%)
[2025-12-25T20:19:02.662203] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-25T20:19:02.662344] [INFO ] [sig       ] CGEM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:02.805611] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CGEM.txt
[2025-12-25T20:19:02.805757] [INFO ] [sig       ] [661/3552] Completed CGEM in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 17.4m
[2025-12-25T20:19:02.805799] [INFO ] [sig       ] [662/3552] Forecasting CGEN...
[2025-12-25T20:19:02.805829] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-25T20:19:02.805860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-25T20:19:02.818247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-25T20:19:02.818646] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-25T20:19:02.819449] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-25T20:19:02.819503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:02.819536] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:02.819564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:02.819643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:02.875275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:02.875949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:02.876030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:02.876062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:02.995119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:02.995275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:02.995315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:02.995375] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:02.998765] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=49.84%)
[2025-12-25T20:19:02.999046] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-25T20:19:02.999208] [INFO ] [sig       ] CGEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:03.139005] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CGEN.txt
[2025-12-25T20:19:03.139181] [INFO ] [sig       ] [662/3552] Completed CGEN in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 17.3m
[2025-12-25T20:19:03.139226] [INFO ] [sig       ] [663/3552] Forecasting CGNX...
[2025-12-25T20:19:03.139256] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-25T20:19:03.139285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-25T20:19:03.151431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-25T20:19:03.151824] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-25T20:19:03.152600] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-25T20:19:03.152652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:03.152683] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:03.152710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:03.152766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:03.208026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:03.208699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:03.208778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:03.208810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:03.329988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:03.330151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:03.330193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:03.330222] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:03.333626] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: DOWN (p=3.52%)
[2025-12-25T20:19:03.334091] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-25T20:19:03.334219] [INFO ] [sig       ] CGNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:03.475645] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CGNX.txt
[2025-12-25T20:19:03.475808] [INFO ] [sig       ] [663/3552] Completed CGNX in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 17.3m
[2025-12-25T20:19:03.475849] [INFO ] [sig       ] [664/3552] Forecasting CGO...
[2025-12-25T20:19:03.475879] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-25T20:19:03.475908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-25T20:19:03.488556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-25T20:19:03.488969] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-25T20:19:03.489792] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-25T20:19:03.489844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:03.489877] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:03.490090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:03.490148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:03.557293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:03.558337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:03.558444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:03.558498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:03.690888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:03.691046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:03.691087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:03.691117] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:03.694458] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-12-25T20:19:03.694750] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-25T20:19:03.694875] [INFO ] [sig       ] CGO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:03.831987] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CGO.txt
[2025-12-25T20:19:03.832105] [INFO ] [sig       ] [664/3552] Completed CGO in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 17.3m
[2025-12-25T20:19:03.832144] [INFO ] [sig       ] [665/3552] Forecasting CGON...
[2025-12-25T20:19:03.832174] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-25T20:19:03.832204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-25T20:19:03.844237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-25T20:19:03.844602] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-25T20:19:03.845365] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-25T20:19:03.845423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:03.845464] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:03.845493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:03.845550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:03.900755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:03.901345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:03.901424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:03.901456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:04.023995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:04.024153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:04.024193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:04.024221] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:04.027608] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=28.34%)
[2025-12-25T20:19:04.027890] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-25T20:19:04.028017] [INFO ] [sig       ] CGON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:04.178817] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CGON.txt
[2025-12-25T20:19:04.178995] [INFO ] [sig       ] [665/3552] Completed CGON in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 17.3m
[2025-12-25T20:19:04.179056] [INFO ] [sig       ] [666/3552] Forecasting CGTX...
[2025-12-25T20:19:04.179136] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-25T20:19:04.179177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-25T20:19:04.193550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-25T20:19:04.193980] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-25T20:19:04.194796] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-25T20:19:04.194849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:04.194887] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:04.194926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:04.194990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:04.261681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:04.262534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:04.262638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:04.262674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:04.389378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:04.389545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:04.389604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:04.389636] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:04.393098] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-25T20:19:04.393411] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-25T20:19:04.393554] [INFO ] [sig       ] CGTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:04.532899] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CGTX.txt
[2025-12-25T20:19:04.533067] [INFO ] [sig       ] [666/3552] Completed CGTX in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 17.3m
[2025-12-25T20:19:04.533111] [INFO ] [sig       ] [667/3552] Forecasting CHCI...
[2025-12-25T20:19:04.533141] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-25T20:19:04.533171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-25T20:19:04.545614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-25T20:19:04.546001] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-25T20:19:04.546776] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-25T20:19:04.546828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:04.546860] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:04.546887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:04.546944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:04.606894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:04.607760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:04.607844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:04.607877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:04.723551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:04.723728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:04.723768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:04.723796] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:04.727216] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: DOWN (p=28.57%)
[2025-12-25T20:19:04.727500] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-25T20:19:04.727652] [INFO ] [sig       ] CHCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:04.867490] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHCI.txt
[2025-12-25T20:19:04.867669] [INFO ] [sig       ] [667/3552] Completed CHCI in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 17.3m
[2025-12-25T20:19:04.867715] [INFO ] [sig       ] [668/3552] Forecasting CHCO...
[2025-12-25T20:19:04.867748] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-25T20:19:04.867803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-25T20:19:04.879951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-25T20:19:04.880308] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-25T20:19:04.881096] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-25T20:19:04.881149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:04.881179] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:04.881206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:04.881264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:04.937013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:04.937752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:04.937835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:04.937867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:05.057386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:05.057546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:05.057604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:05.057634] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:05.061008] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=67.72%)
[2025-12-25T20:19:05.061304] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-25T20:19:05.061446] [INFO ] [sig       ] CHCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:05.201023] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHCO.txt
[2025-12-25T20:19:05.201180] [INFO ] [sig       ] [668/3552] Completed CHCO in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 17.3m
[2025-12-25T20:19:05.201228] [INFO ] [sig       ] [669/3552] Forecasting CHD...
[2025-12-25T20:19:05.201258] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-25T20:19:05.201288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-25T20:19:05.213767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-25T20:19:05.214152] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-25T20:19:05.214966] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-25T20:19:05.215019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:05.215050] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:05.215078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:05.215136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:05.272880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:05.273786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:05.273907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:05.273942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:05.399562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:05.399735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:05.399777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:05.399808] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:05.403295] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-25T20:19:05.403594] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-25T20:19:05.403728] [INFO ] [sig       ] CHD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:05.543686] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHD.txt
[2025-12-25T20:19:05.543835] [INFO ] [sig       ] [669/3552] Completed CHD in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 17.3m
[2025-12-25T20:19:05.543876] [INFO ] [sig       ] [670/3552] Forecasting CHDN...
[2025-12-25T20:19:05.543907] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-25T20:19:05.543937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-25T20:19:05.557062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-25T20:19:05.557404] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-25T20:19:05.558183] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-25T20:19:05.558235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:05.558266] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:05.558293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:05.558351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:05.614410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:05.615035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:05.615117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:05.615148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:05.740025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:05.740178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:05.740216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:05.740244] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:05.743590] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=42.50%)
[2025-12-25T20:19:05.743865] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-25T20:19:05.744005] [INFO ] [sig       ] CHDN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:05.882273] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHDN.txt
[2025-12-25T20:19:05.882429] [INFO ] [sig       ] [670/3552] Completed CHDN in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 17.3m
[2025-12-25T20:19:05.882468] [INFO ] [sig       ] [671/3552] Forecasting CHE...
[2025-12-25T20:19:05.882500] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-25T20:19:05.882530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-25T20:19:05.895048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-25T20:19:05.895445] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-25T20:19:05.896226] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-25T20:19:05.896278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:05.896309] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:05.896335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:05.896392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:05.951894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:05.952683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:05.952766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:05.952798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:06.071555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:06.071724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:06.071764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:06.071793] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:06.075113] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=15.96%)
[2025-12-25T20:19:06.075386] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-25T20:19:06.075511] [INFO ] [sig       ] CHE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:06.211992] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHE.txt
[2025-12-25T20:19:06.212154] [INFO ] [sig       ] [671/3552] Completed CHE in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 17.3m
[2025-12-25T20:19:06.212198] [INFO ] [sig       ] [672/3552] Forecasting CHEF...
[2025-12-25T20:19:06.212229] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-25T20:19:06.212259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-25T20:19:06.224627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-25T20:19:06.225004] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-25T20:19:06.225784] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-25T20:19:06.225835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:06.225866] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:06.225893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:06.225951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:06.281709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:06.282555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:06.282665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:06.282698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:06.397364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:06.397527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:06.397585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:06.397634] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:06.401008] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=93.89%)
[2025-12-25T20:19:06.401291] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-25T20:19:06.401427] [INFO ] [sig       ] CHEF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:06.543953] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHEF.txt
[2025-12-25T20:19:06.544143] [INFO ] [sig       ] [672/3552] Completed CHEF in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 17.3m
[2025-12-25T20:19:06.544187] [INFO ] [sig       ] [673/3552] Forecasting CHH...
[2025-12-25T20:19:06.544217] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-25T20:19:06.544248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-25T20:19:06.559439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-25T20:19:06.559896] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-25T20:19:06.560732] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-25T20:19:06.560786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:06.560819] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:06.560846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:06.560905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:06.619743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:06.620698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:06.620791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:06.620823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:06.745252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:06.745412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:06.745452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:06.745480] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:06.748848] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=44.70%)
[2025-12-25T20:19:06.749184] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-25T20:19:06.749314] [INFO ] [sig       ] CHH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:06.889386] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHH.txt
[2025-12-25T20:19:06.889556] [INFO ] [sig       ] [673/3552] Completed CHH in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 17.3m
[2025-12-25T20:19:06.889617] [INFO ] [sig       ] [674/3552] Forecasting CHI...
[2025-12-25T20:19:06.889648] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-25T20:19:06.889680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-25T20:19:06.903072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-25T20:19:06.903484] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-25T20:19:06.904293] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-25T20:19:06.904347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:06.904379] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:06.904407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:06.904464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:06.963719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:06.964829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:06.964933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:06.964968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:07.088960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:07.089141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:07.089183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:07.089211] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:07.092701] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=65.03%)
[2025-12-25T20:19:07.092981] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-25T20:19:07.093108] [INFO ] [sig       ] CHI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:07.236422] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHI.txt
[2025-12-25T20:19:07.236624] [INFO ] [sig       ] [674/3552] Completed CHI in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 17.3m
[2025-12-25T20:19:07.236668] [INFO ] [sig       ] [675/3552] Forecasting CHKP...
[2025-12-25T20:19:07.236699] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-25T20:19:07.236728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-25T20:19:07.249513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-25T20:19:07.249967] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-25T20:19:07.250817] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-25T20:19:07.250870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:07.250904] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:07.250931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:07.250991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:07.308157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:07.309036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:07.309144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:07.309180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:07.430190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:07.430357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:07.430398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:07.430427] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:07.433970] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-25T20:19:07.434244] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-25T20:19:07.434371] [INFO ] [sig       ] CHKP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:07.574330] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHKP.txt
[2025-12-25T20:19:07.574496] [INFO ] [sig       ] [675/3552] Completed CHKP in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 17.2m
[2025-12-25T20:19:07.574539] [INFO ] [sig       ] [676/3552] Forecasting CHMI...
[2025-12-25T20:19:07.574568] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-25T20:19:07.574645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-25T20:19:07.586907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-25T20:19:07.587282] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-25T20:19:07.588058] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-25T20:19:07.588110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:07.588168] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:07.588207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:07.588266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:07.644499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:07.645373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:07.645458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:07.645492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:07.765318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:07.765477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:07.765521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:07.765550] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:07.768912] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=41.01%)
[2025-12-25T20:19:07.769209] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-25T20:19:07.769337] [INFO ] [sig       ] CHMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:07.908038] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHMI.txt
[2025-12-25T20:19:07.908209] [INFO ] [sig       ] [676/3552] Completed CHMI in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.2m
[2025-12-25T20:19:07.908253] [INFO ] [sig       ] [677/3552] Forecasting CHRD...
[2025-12-25T20:19:07.908283] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-25T20:19:07.908313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-25T20:19:07.920653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-25T20:19:07.921066] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-25T20:19:07.921842] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-25T20:19:07.921894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:07.921925] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:07.921952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:07.922010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:07.978348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:07.979257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:07.979347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:07.979379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:08.102646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:08.102806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:08.102847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:08.102878] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:08.106717] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: DOWN (p=43.15%)
[2025-12-25T20:19:08.107014] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-25T20:19:08.107158] [INFO ] [sig       ] CHRD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:08.251387] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHRD.txt
[2025-12-25T20:19:08.251553] [INFO ] [sig       ] [677/3552] Completed CHRD in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.2m
[2025-12-25T20:19:08.251613] [INFO ] [sig       ] [678/3552] Forecasting CHRS...
[2025-12-25T20:19:08.251646] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-25T20:19:08.251676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-25T20:19:08.265757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-25T20:19:08.266109] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-25T20:19:08.266912] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-25T20:19:08.266965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:08.266998] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:08.267026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:08.267085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:08.324872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:08.325935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:08.326023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:08.326057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:08.447109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:08.447270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:08.447310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:08.447338] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:08.450753] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-25T20:19:08.451052] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-25T20:19:08.451179] [INFO ] [sig       ] CHRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:08.591097] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHRS.txt
[2025-12-25T20:19:08.591258] [INFO ] [sig       ] [678/3552] Completed CHRS in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.2m
[2025-12-25T20:19:08.591299] [INFO ] [sig       ] [679/3552] Forecasting CHSCL...
[2025-12-25T20:19:08.591330] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-25T20:19:08.591387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-25T20:19:08.603430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-25T20:19:08.603802] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-25T20:19:08.604553] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-25T20:19:08.604623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:08.604655] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:08.604682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:08.604740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:08.661256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:08.661864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:08.661942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:08.661975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:08.774422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:08.774566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:08.774622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:08.774683] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:08.778010] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=78.05%)
[2025-12-25T20:19:08.778280] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-25T20:19:08.778404] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:08.916151] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHSCL.txt
[2025-12-25T20:19:08.916352] [INFO ] [sig       ] [679/3552] Completed CHSCL in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.2m
[2025-12-25T20:19:08.916395] [INFO ] [sig       ] [680/3552] Forecasting CHSCM...
[2025-12-25T20:19:08.916432] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-25T20:19:08.916466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-25T20:19:08.928880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-25T20:19:08.929332] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-25T20:19:08.930220] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-25T20:19:08.930274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:08.930307] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:08.930334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:08.930392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:08.988089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:08.988872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:08.988967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:08.989002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:09.110431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:09.110604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:09.110647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:09.110675] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:09.114046] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: UP (p=92.01%)
[2025-12-25T20:19:09.114330] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-25T20:19:09.114455] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:09.259677] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHSCM.txt
[2025-12-25T20:19:09.259849] [INFO ] [sig       ] [680/3552] Completed CHSCM in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.2m
[2025-12-25T20:19:09.259900] [INFO ] [sig       ] [681/3552] Forecasting CHSCN...
[2025-12-25T20:19:09.259936] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-25T20:19:09.259967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-25T20:19:09.272008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-25T20:19:09.272385] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-25T20:19:09.273186] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-25T20:19:09.273238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:09.273271] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:09.273299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:09.273358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:09.330882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:09.331532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:09.331630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:09.331666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:09.454248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:09.454410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:09.454452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:09.454483] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:09.458113] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=84.75%)
[2025-12-25T20:19:09.458428] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-25T20:19:09.458588] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:09.598987] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHSCN.txt
[2025-12-25T20:19:09.599172] [INFO ] [sig       ] [681/3552] Completed CHSCN in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.2m
[2025-12-25T20:19:09.599217] [INFO ] [sig       ] [682/3552] Forecasting CHSCO...
[2025-12-25T20:19:09.599273] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-25T20:19:09.599305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-25T20:19:09.612638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-25T20:19:09.613036] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-25T20:19:09.613829] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-25T20:19:09.613883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:09.613915] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:09.613941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:09.613999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:09.670021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:09.670778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:09.670869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:09.670904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:09.788346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:09.788525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:09.788594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:09.788637] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:09.792437] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-12-25T20:19:09.792762] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-25T20:19:09.792903] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:09.945305] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHSCO.txt
[2025-12-25T20:19:09.945474] [INFO ] [sig       ] [682/3552] Completed CHSCO in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.2m
[2025-12-25T20:19:09.945515] [INFO ] [sig       ] [683/3552] Forecasting CHSCP...
[2025-12-25T20:19:09.945546] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-25T20:19:09.945593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-25T20:19:09.957367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-25T20:19:09.957779] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-25T20:19:09.958682] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-25T20:19:09.958738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:09.958771] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:09.958799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:09.958858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:10.015369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:10.016229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:10.016314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:10.016347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:10.123109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:10.123266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:10.123306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:10.123351] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:10.126748] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-25T20:19:10.127026] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-25T20:19:10.127152] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:10.266625] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHSCP.txt
[2025-12-25T20:19:10.266792] [INFO ] [sig       ] [683/3552] Completed CHSCP in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.2m
[2025-12-25T20:19:10.266838] [INFO ] [sig       ] [684/3552] Forecasting CHWY...
[2025-12-25T20:19:10.266869] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-25T20:19:10.266898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-25T20:19:10.279526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-25T20:19:10.279950] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-25T20:19:10.280767] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-25T20:19:10.280821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:10.280854] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:10.280882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:10.280941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:10.338718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:10.339570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:10.339675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:10.339708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:10.463550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:10.463768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:10.463809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:10.463837] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:10.467205] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=93.77%)
[2025-12-25T20:19:10.467479] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-25T20:19:10.467622] [INFO ] [sig       ] CHWY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:10.606672] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHWY.txt
[2025-12-25T20:19:10.606814] [INFO ] [sig       ] [684/3552] Completed CHWY in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.2m
[2025-12-25T20:19:10.606854] [INFO ] [sig       ] [685/3552] Forecasting CHY...
[2025-12-25T20:19:10.606884] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-25T20:19:10.606918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-25T20:19:10.619311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-25T20:19:10.619691] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-25T20:19:10.620459] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-25T20:19:10.620512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:10.620544] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:10.620590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:10.620663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:10.678157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:10.678908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:10.678988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:10.679033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:10.795055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:10.795204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:10.795243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:10.795272] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:10.798614] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-12-25T20:19:10.798886] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-25T20:19:10.799010] [INFO ] [sig       ] CHY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:10.937507] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHY.txt
[2025-12-25T20:19:10.937662] [INFO ] [sig       ] [685/3552] Completed CHY in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.2m
[2025-12-25T20:19:10.937703] [INFO ] [sig       ] [686/3552] Forecasting CI...
[2025-12-25T20:19:10.937734] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-25T20:19:10.937764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-25T20:19:10.949220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-25T20:19:10.949563] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-25T20:19:10.950333] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-25T20:19:10.950385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:10.950416] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:10.950443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:10.950500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:11.006195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:11.006836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:11.006942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:11.006977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:11.125622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:11.125757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:11.125797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:11.125825] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:11.129184] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=86.53%)
[2025-12-25T20:19:11.129452] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-25T20:19:11.129596] [INFO ] [sig       ] CI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:11.270809] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CI.txt
[2025-12-25T20:19:11.270954] [INFO ] [sig       ] [686/3552] Completed CI in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.2m
[2025-12-25T20:19:11.270995] [INFO ] [sig       ] [687/3552] Forecasting CIA...
[2025-12-25T20:19:11.271025] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-25T20:19:11.271059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-25T20:19:11.282886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-25T20:19:11.283229] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-25T20:19:11.284000] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-25T20:19:11.284051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:11.284083] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:11.284110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:11.284178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:11.343032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:11.343709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:11.343787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:11.343820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:11.464944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:11.465289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:11.465330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:11.465358] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:11.468930] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=13.27%)
[2025-12-25T20:19:11.469415] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-25T20:19:11.469543] [INFO ] [sig       ] CIA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:11.615847] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CIA.txt
[2025-12-25T20:19:11.616012] [INFO ] [sig       ] [687/3552] Completed CIA in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.2m
[2025-12-25T20:19:11.616057] [INFO ] [sig       ] [688/3552] Forecasting CIB...
[2025-12-25T20:19:11.616089] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-25T20:19:11.616160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-25T20:19:11.628409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-25T20:19:11.628818] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-25T20:19:11.629650] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-25T20:19:11.629701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:11.629733] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:11.629759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:11.629816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:11.686803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:11.687522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:11.687621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:11.687655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:11.808684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:11.808829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:11.808869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:11.808899] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:11.812316] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-12-25T20:19:11.812600] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-25T20:19:11.812725] [INFO ] [sig       ] CIB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:11.952594] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CIB.txt
[2025-12-25T20:19:11.952731] [INFO ] [sig       ] [688/3552] Completed CIB in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.1m
[2025-12-25T20:19:11.952770] [INFO ] [sig       ] [689/3552] Forecasting CIEN...
[2025-12-25T20:19:11.952800] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-25T20:19:11.952831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-25T20:19:11.964606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-25T20:19:11.964958] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-25T20:19:11.965730] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-25T20:19:11.965792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:11.965825] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:11.965852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:11.965914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:12.023461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:12.024079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:12.024174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:12.024206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:12.146593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:12.146728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:12.146767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:12.146796] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:12.150085] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=85.00%)
[2025-12-25T20:19:12.150350] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-25T20:19:12.150472] [INFO ] [sig       ] CIEN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:12.295608] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CIEN.txt
[2025-12-25T20:19:12.295824] [INFO ] [sig       ] [689/3552] Completed CIEN in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.1m
[2025-12-25T20:19:12.295868] [INFO ] [sig       ] [690/3552] Forecasting CIF...
[2025-12-25T20:19:12.295899] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-25T20:19:12.295933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-25T20:19:12.307886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-25T20:19:12.308245] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-25T20:19:12.309177] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-25T20:19:12.309231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:12.309264] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:12.309290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:12.309348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:12.367075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:12.367798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:12.367900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:12.367939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:12.474508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:12.474679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:12.474720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:12.474748] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:12.478731] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-12-25T20:19:12.479011] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-25T20:19:12.479351] [INFO ] [sig       ] CIF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:12.621122] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CIF.txt
[2025-12-25T20:19:12.621457] [INFO ] [sig       ] [690/3552] Completed CIF in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.1m
[2025-12-25T20:19:12.621497] [INFO ] [sig       ] [691/3552] Forecasting CIG...
[2025-12-25T20:19:12.621527] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-25T20:19:12.621626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-25T20:19:12.634742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-25T20:19:12.635152] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-25T20:19:12.636295] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-25T20:19:12.636347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:12.636380] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:12.636407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:12.636464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:12.694526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:12.695370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:12.695456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:12.695488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:12.815394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:12.815553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:12.815643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:12.815676] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:12.819347] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=76.60%)
[2025-12-25T20:19:12.819661] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-25T20:19:12.819796] [INFO ] [sig       ] CIG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:12.964032] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CIG.txt
[2025-12-25T20:19:12.964203] [INFO ] [sig       ] [691/3552] Completed CIG in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 17.1m
[2025-12-25T20:19:12.964244] [INFO ] [sig       ] [692/3552] Forecasting CIGI...
[2025-12-25T20:19:12.964275] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-25T20:19:12.964304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-25T20:19:12.977911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-25T20:19:12.978322] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-25T20:19:12.982429] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-25T20:19:12.982512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:12.982548] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:12.982608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:12.982674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:13.041399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:13.042310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:13.042401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:13.042433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:13.168620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:13.168774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:13.168814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:13.168844] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:13.172656] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=29.14%)
[2025-12-25T20:19:13.172953] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-25T20:19:13.173089] [INFO ] [sig       ] CIGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:13.316773] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CIGI.txt
[2025-12-25T20:19:13.316946] [INFO ] [sig       ] [692/3552] Completed CIGI in 0.4s | 2.78 sym/s | Total: 4.1m | ETA: 17.1m
[2025-12-25T20:19:13.316988] [INFO ] [sig       ] [693/3552] Forecasting CII...
[2025-12-25T20:19:13.317019] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-25T20:19:13.317050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-25T20:19:13.330389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-25T20:19:13.330796] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-25T20:19:13.331655] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-25T20:19:13.331710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:13.331769] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:13.331798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:13.331857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:13.395448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:13.396373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:13.396461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:13.396494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:13.519332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:13.519496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:13.519536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:13.519564] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:13.523051] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: DOWN (p=30.88%)
[2025-12-25T20:19:13.523321] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-25T20:19:13.523444] [INFO ] [sig       ] CII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:13.673648] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CII.txt
[2025-12-25T20:19:13.673819] [INFO ] [sig       ] [693/3552] Completed CII in 0.4s | 2.78 sym/s | Total: 4.1m | ETA: 17.1m
[2025-12-25T20:19:13.673862] [INFO ] [sig       ] [694/3552] Forecasting CIM...
[2025-12-25T20:19:13.673894] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-25T20:19:13.673923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-25T20:19:13.687425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-25T20:19:13.687877] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-25T20:19:13.688712] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-25T20:19:13.688764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:13.688796] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:13.688823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:13.688881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:13.750986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:13.751989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:13.752092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:13.752126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:13.875026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:13.875190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:13.875233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:13.875265] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:13.878780] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-12-25T20:19:13.879131] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-25T20:19:13.879291] [INFO ] [sig       ] CIM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:14.020477] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CIM.txt
[2025-12-25T20:19:14.020649] [INFO ] [sig       ] [694/3552] Completed CIM in 0.3s | 2.78 sym/s | Total: 4.2m | ETA: 17.1m
[2025-12-25T20:19:14.020698] [INFO ] [sig       ] [695/3552] Forecasting CINF...
[2025-12-25T20:19:14.020727] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-25T20:19:14.020782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-25T20:19:14.033251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-25T20:19:14.033697] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-25T20:19:14.034475] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-25T20:19:14.034528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:14.034560] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:14.034608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:14.034668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:14.094920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:14.096030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:14.096118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:14.096150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:14.222782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:14.222939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:14.222979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:14.223006] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:14.226675] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-12-25T20:19:14.226956] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-25T20:19:14.227278] [INFO ] [sig       ] CINF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:14.367063] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CINF.txt
[2025-12-25T20:19:14.367201] [INFO ] [sig       ] [695/3552] Completed CINF in 0.3s | 2.78 sym/s | Total: 4.2m | ETA: 17.1m
[2025-12-25T20:19:14.367241] [INFO ] [sig       ] [696/3552] Forecasting CING...
[2025-12-25T20:19:14.367270] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-25T20:19:14.367299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-25T20:19:14.379767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-25T20:19:14.380121] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-25T20:19:14.380893] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-25T20:19:14.380946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:14.380977] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:14.381003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:14.381061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:14.442460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:14.443412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:14.443502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:14.443540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:14.560802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:14.560926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:14.560979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:14.561050] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:14.564421] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: UP (p=91.62%)
[2025-12-25T20:19:14.564718] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-25T20:19:14.564842] [INFO ] [sig       ] CING: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:14.703838] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CING.txt
[2025-12-25T20:19:14.703980] [INFO ] [sig       ] [696/3552] Completed CING in 0.3s | 2.78 sym/s | Total: 4.2m | ETA: 17.1m
[2025-12-25T20:19:14.704026] [INFO ] [sig       ] [697/3552] Forecasting CIO...
[2025-12-25T20:19:14.704056] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-25T20:19:14.704094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-25T20:19:14.715793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-25T20:19:14.716146] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-25T20:19:14.716945] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-25T20:19:14.716997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:14.717029] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:14.717055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:14.717117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:14.774819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:14.775683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:14.775766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:14.775798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:14.893385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:14.893533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:14.893588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:14.893620] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:14.896973] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=20.26%)
[2025-12-25T20:19:14.897240] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-25T20:19:14.897362] [INFO ] [sig       ] CIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:15.037279] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CIO.txt
[2025-12-25T20:19:15.037447] [INFO ] [sig       ] [697/3552] Completed CIO in 0.3s | 2.78 sym/s | Total: 4.2m | ETA: 17.1m
[2025-12-25T20:19:15.037487] [INFO ] [sig       ] [698/3552] Forecasting CION...
[2025-12-25T20:19:15.037516] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-25T20:19:15.037553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-25T20:19:15.050725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-25T20:19:15.051069] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-25T20:19:15.051839] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-25T20:19:15.051891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:15.051921] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:15.051947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:15.052005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:15.109530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:15.110147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:15.110223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:15.110254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:15.243404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:15.243565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:15.243621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:15.243650] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:15.247144] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-12-25T20:19:15.247411] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-25T20:19:15.247553] [INFO ] [sig       ] CION: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:15.396177] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CION.txt
[2025-12-25T20:19:15.396394] [INFO ] [sig       ] [698/3552] Completed CION in 0.4s | 2.78 sym/s | Total: 4.2m | ETA: 17.1m
[2025-12-25T20:19:15.396448] [INFO ] [sig       ] [699/3552] Forecasting CIVB...
[2025-12-25T20:19:15.396524] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-25T20:19:15.396570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-25T20:19:15.412943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-25T20:19:15.413378] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-25T20:19:15.414351] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-25T20:19:15.414419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:15.414466] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:15.414503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:15.414609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:15.482201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:15.483107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:15.483197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:15.483230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:15.604584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:15.604743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:15.604784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:15.604811] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:15.608226] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: UP (p=72.71%)
[2025-12-25T20:19:15.608524] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-25T20:19:15.608676] [INFO ] [sig       ] CIVB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:15.749199] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CIVB.txt
[2025-12-25T20:19:15.749376] [INFO ] [sig       ] [699/3552] Completed CIVB in 0.4s | 2.79 sym/s | Total: 4.2m | ETA: 17.1m
[2025-12-25T20:19:15.749417] [INFO ] [sig       ] [700/3552] Forecasting CIVI...
[2025-12-25T20:19:15.749449] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-25T20:19:15.749478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-25T20:19:15.762284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-25T20:19:15.762727] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-25T20:19:15.763514] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-25T20:19:15.763568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:15.763639] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:15.763668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:15.763725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:15.820301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:15.821248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:15.821354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:15.821386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:15.940359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:15.940513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:15.940553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:15.940600] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:15.943973] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=11.78%)
[2025-12-25T20:19:15.944249] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-25T20:19:15.944376] [INFO ] [sig       ] CIVI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:16.086306] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CIVI.txt
[2025-12-25T20:19:16.086474] [INFO ] [sig       ] [700/3552] Completed CIVI in 0.3s | 2.79 sym/s | Total: 4.2m | ETA: 17.1m
[2025-12-25T20:19:16.086517] [INFO ] [sig       ] [701/3552] Forecasting CLB...
[2025-12-25T20:19:16.086549] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-25T20:19:16.086628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-25T20:19:16.100634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-25T20:19:16.101055] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-25T20:19:16.102034] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-25T20:19:16.102086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:16.102118] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:16.102145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:16.102391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:16.159500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:16.160215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:16.160301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:16.160333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:16.279604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:16.279754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:16.279795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:16.279823] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:16.283155] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=94.06%)
[2025-12-25T20:19:16.283423] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-25T20:19:16.283549] [INFO ] [sig       ] CLB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:16.425729] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLB.txt
[2025-12-25T20:19:16.425903] [INFO ] [sig       ] [701/3552] Completed CLB in 0.3s | 2.79 sym/s | Total: 4.2m | ETA: 17.1m
[2025-12-25T20:19:16.425945] [INFO ] [sig       ] [702/3552] Forecasting CLBK...
[2025-12-25T20:19:16.425976] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-25T20:19:16.426009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-25T20:19:16.439021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-25T20:19:16.439455] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-25T20:19:16.440242] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-25T20:19:16.440295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:16.440326] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:16.440352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:16.440410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:16.497301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:16.498160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:16.498243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:16.498275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:16.611683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:16.611818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:16.611856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:16.611884] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:16.615144] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-12-25T20:19:16.615411] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-25T20:19:16.615533] [INFO ] [sig       ] CLBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:16.753988] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CLBK.txt
[2025-12-25T20:19:16.754105] [INFO ] [sig       ] [702/3552] Completed CLBK in 0.3s | 2.79 sym/s | Total: 4.2m | ETA: 17.1m
[2025-12-25T20:19:16.754144] [INFO ] [sig       ] [703/3552] Forecasting CLCO...
[2025-12-25T20:19:16.754174] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-25T20:19:16.754202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-25T20:19:16.768424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-25T20:19:16.768826] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-25T20:19:16.769645] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-25T20:19:16.769696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:16.769728] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:16.769755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:16.769812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:16.833330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:16.834424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:16.834592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:16.834640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:16.964548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:16.964724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:16.964766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:16.964794] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:16.968166] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: DOWN (p=49.69%)
[2025-12-25T20:19:16.968442] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-25T20:19:16.968590] [INFO ] [sig       ] CLCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:17.106713] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CLCO.txt
[2025-12-25T20:19:17.106921] [INFO ] [sig       ] [703/3552] Completed CLCO in 0.4s | 2.79 sym/s | Total: 4.2m | ETA: 17.0m
[2025-12-25T20:19:17.106980] [INFO ] [sig       ] [704/3552] Forecasting CLDX...
[2025-12-25T20:19:17.107056] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-25T20:19:17.107090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-25T20:19:17.120461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-25T20:19:17.120913] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-25T20:19:17.121717] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-25T20:19:17.121770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:17.121803] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:17.121831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:17.121890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:17.179121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:17.179976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:17.180060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:17.180092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:17.305594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:17.305772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:17.305813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:17.305841] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:17.309634] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=47.67%)
[2025-12-25T20:19:17.309927] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-25T20:19:17.310065] [INFO ] [sig       ] CLDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:17.452500] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CLDX.txt
[2025-12-25T20:19:17.452684] [INFO ] [sig       ] [704/3552] Completed CLDX in 0.3s | 2.79 sym/s | Total: 4.2m | ETA: 17.0m
[2025-12-25T20:19:17.452725] [INFO ] [sig       ] [705/3552] Forecasting CLF...
[2025-12-25T20:19:17.452756] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-25T20:19:17.452786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-25T20:19:17.468321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-25T20:19:17.468717] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-25T20:19:17.469510] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-25T20:19:17.469561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:17.469614] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:17.469653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:17.469711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:17.526156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:17.527061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:17.527149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:17.527182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:17.653616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:17.653769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:17.653809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:17.653837] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:17.657142] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=21.01%)
[2025-12-25T20:19:17.657408] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-25T20:19:17.657547] [INFO ] [sig       ] CLF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:17.795533] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CLF.txt
[2025-12-25T20:19:17.795663] [INFO ] [sig       ] [705/3552] Completed CLF in 0.3s | 2.79 sym/s | Total: 4.2m | ETA: 17.0m
[2025-12-25T20:19:17.795703] [INFO ] [sig       ] [706/3552] Forecasting CLFD...
[2025-12-25T20:19:17.795731] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-25T20:19:17.795761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-25T20:19:17.808365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-25T20:19:17.808782] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-25T20:19:17.809722] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-25T20:19:17.809776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:17.809809] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:17.809835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:17.809891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:17.866819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:17.867718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:17.867807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:17.867839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:17.993047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:17.993202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:17.993246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:17.993279] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:17.996807] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-12-25T20:19:17.997088] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-25T20:19:17.997221] [INFO ] [sig       ] CLFD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:18.138384] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CLFD.txt
[2025-12-25T20:19:18.138587] [INFO ] [sig       ] [706/3552] Completed CLFD in 0.3s | 2.79 sym/s | Total: 4.2m | ETA: 17.0m
[2025-12-25T20:19:18.138630] [INFO ] [sig       ] [707/3552] Forecasting CLH...
[2025-12-25T20:19:18.138661] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-25T20:19:18.138692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-25T20:19:18.151594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-25T20:19:18.152071] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-25T20:19:18.152908] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-25T20:19:18.152963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:18.152995] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:18.153022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:18.153080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:18.211463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:18.212409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:18.212497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:18.212529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:18.335079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:18.335237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:18.335279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:18.335325] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:18.338803] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=46.18%)
[2025-12-25T20:19:18.339096] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-25T20:19:18.339226] [INFO ] [sig       ] CLH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:18.483307] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CLH.txt
[2025-12-25T20:19:18.483482] [INFO ] [sig       ] [707/3552] Completed CLH in 0.3s | 2.79 sym/s | Total: 4.2m | ETA: 17.0m
[2025-12-25T20:19:18.483521] [INFO ] [sig       ] [708/3552] Forecasting CLLS...
[2025-12-25T20:19:18.483550] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-25T20:19:18.483599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-25T20:19:18.496981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-25T20:19:18.497351] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-25T20:19:18.498218] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-25T20:19:18.498271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:18.498303] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:18.498330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:18.498388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:18.561477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:18.562640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:18.562754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:18.562804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:18.727828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:18.727997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:18.728037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:18.728066] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:18.732774] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2025-12-25T20:19:18.733254] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-25T20:19:18.733452] [INFO ] [sig       ] CLLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:18.941396] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLLS.txt
[2025-12-25T20:19:18.941593] [INFO ] [sig       ] [708/3552] Completed CLLS in 0.5s | 2.79 sym/s | Total: 4.2m | ETA: 17.0m
[2025-12-25T20:19:18.941637] [INFO ] [sig       ] [709/3552] Forecasting CLMB...
[2025-12-25T20:19:18.941668] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-25T20:19:18.941697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-25T20:19:18.957660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-25T20:19:18.958151] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-25T20:19:18.959148] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-25T20:19:18.959211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:18.959245] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:18.959272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:18.959332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:19.031853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:19.033291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:19.033504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:19.033564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:19.202384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:19.202612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:19.202684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:19.202736] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:19.208308] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-12-25T20:19:19.208896] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-25T20:19:19.209175] [INFO ] [sig       ] CLMB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:19.434920] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLMB.txt
[2025-12-25T20:19:19.435158] [INFO ] [sig       ] [709/3552] Completed CLMB in 0.5s | 2.78 sym/s | Total: 4.2m | ETA: 17.0m
[2025-12-25T20:19:19.435262] [INFO ] [sig       ] [710/3552] Forecasting CLNE...
[2025-12-25T20:19:19.435319] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-25T20:19:19.435370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-25T20:19:19.453524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-25T20:19:19.454087] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-25T20:19:19.455280] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-25T20:19:19.455351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:19.455442] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:19.455492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:19.455607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:19.531553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:19.532746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:19.532859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:19.532906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:19.680941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:19.681133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:19.681187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:19.681223] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:19.685921] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=77.44%)
[2025-12-25T20:19:19.686346] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-25T20:19:19.686527] [INFO ] [sig       ] CLNE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:19.891735] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLNE.txt
[2025-12-25T20:19:19.891938] [INFO ] [sig       ] [710/3552] Completed CLNE in 0.5s | 2.78 sym/s | Total: 4.3m | ETA: 17.0m
[2025-12-25T20:19:19.891980] [INFO ] [sig       ] [711/3552] Forecasting CLNN...
[2025-12-25T20:19:19.892010] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-25T20:19:19.892072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-25T20:19:19.904840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-25T20:19:19.905278] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-25T20:19:19.906138] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-25T20:19:19.906192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:19.906223] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:19.906264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:19.906323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:19.966705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:19.967673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:19.967778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:19.967822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:20.094739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:20.094909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:20.094950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:20.094980] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:20.098633] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: UP (p=91.85%)
[2025-12-25T20:19:20.098952] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-25T20:19:20.099111] [INFO ] [sig       ] CLNN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:20.255455] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLNN.txt
[2025-12-25T20:19:20.255670] [INFO ] [sig       ] [711/3552] Completed CLNN in 0.4s | 2.78 sym/s | Total: 4.3m | ETA: 17.0m
[2025-12-25T20:19:20.255757] [INFO ] [sig       ] [712/3552] Forecasting CLOA...
[2025-12-25T20:19:20.255796] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-25T20:19:20.255839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-25T20:19:20.268140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-25T20:19:20.268543] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-25T20:19:20.269466] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-25T20:19:20.269528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:20.269564] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:20.269611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:20.269671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:20.332220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:20.333214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:20.333309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:20.333357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:20.439292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:20.439455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:20.439496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:20.439528] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:20.443114] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-25T20:19:20.443429] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-25T20:19:20.443621] [INFO ] [sig       ] CLOA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:20.587644] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLOA.txt
[2025-12-25T20:19:20.587821] [INFO ] [sig       ] [712/3552] Completed CLOA in 0.3s | 2.78 sym/s | Total: 4.3m | ETA: 17.0m
[2025-12-25T20:19:20.587863] [INFO ] [sig       ] [713/3552] Forecasting CLRB...
[2025-12-25T20:19:20.587893] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-25T20:19:20.587925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-25T20:19:20.600058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-25T20:19:20.600446] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-25T20:19:20.601276] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-25T20:19:20.601329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:20.601361] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:20.601388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:20.601445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:20.657760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:20.658669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:20.658765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:20.658800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:20.779243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:20.779404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:20.779445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:20.779508] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:20.782926] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-25T20:19:20.783219] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-25T20:19:20.783351] [INFO ] [sig       ] CLRB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:20.928612] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLRB.txt
[2025-12-25T20:19:20.928811] [INFO ] [sig       ] [713/3552] Completed CLRB in 0.3s | 2.78 sym/s | Total: 4.3m | ETA: 17.0m
[2025-12-25T20:19:20.928855] [INFO ] [sig       ] [714/3552] Forecasting CLRO...
[2025-12-25T20:19:20.928886] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-25T20:19:20.928916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-25T20:19:20.942334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-25T20:19:20.942840] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-25T20:19:20.943990] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-25T20:19:20.944054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:20.944097] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:20.944135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:20.944218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:21.001001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:21.001913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:21.001998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:21.002031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:21.117946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:21.118101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:21.118144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:21.118174] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:21.121588] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-25T20:19:21.121862] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-25T20:19:21.121988] [INFO ] [sig       ] CLRO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:21.259198] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLRO.txt
[2025-12-25T20:19:21.259357] [INFO ] [sig       ] [714/3552] Completed CLRO in 0.3s | 2.78 sym/s | Total: 4.3m | ETA: 17.0m
[2025-12-25T20:19:21.259397] [INFO ] [sig       ] [715/3552] Forecasting CLS...
[2025-12-25T20:19:21.259426] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-25T20:19:21.259488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-25T20:19:21.271657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-25T20:19:21.272006] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-25T20:19:21.272791] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-25T20:19:21.272842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:21.272874] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:21.272900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:21.272958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:21.328665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:21.329350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:21.329431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:21.329462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:21.451215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:21.451370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:21.451409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:21.451439] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:21.454789] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=79.76%)
[2025-12-25T20:19:21.455060] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-25T20:19:21.455185] [INFO ] [sig       ] CLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:21.591905] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLS.txt
[2025-12-25T20:19:21.592059] [INFO ] [sig       ] [715/3552] Completed CLS in 0.3s | 2.78 sym/s | Total: 4.3m | ETA: 17.0m
[2025-12-25T20:19:21.592099] [INFO ] [sig       ] [716/3552] Forecasting CLX...
[2025-12-25T20:19:21.592127] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-25T20:19:21.592158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-25T20:19:21.606056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-25T20:19:21.606491] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-25T20:19:21.607311] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-25T20:19:21.607363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:21.607394] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:21.607420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:21.607477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:21.666961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:21.667893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:21.667986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:21.668020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:21.793005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:21.793168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:21.793207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:21.793238] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:21.796725] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=89.88%)
[2025-12-25T20:19:21.797006] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-25T20:19:21.797132] [INFO ] [sig       ] CLX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:21.940111] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLX.txt
[2025-12-25T20:19:21.940286] [INFO ] [sig       ] [716/3552] Completed CLX in 0.3s | 2.78 sym/s | Total: 4.3m | ETA: 17.0m
[2025-12-25T20:19:21.940330] [INFO ] [sig       ] [717/3552] Forecasting CM...
[2025-12-25T20:19:21.940360] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-25T20:19:21.940420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-25T20:19:21.952688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-25T20:19:21.953082] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-25T20:19:21.953875] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-25T20:19:21.953927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:21.953959] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:21.953986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:21.954043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:22.011158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:22.012060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:22.012150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:22.012184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:22.136240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:22.136418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:22.136465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:22.136495] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:22.140017] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-25T20:19:22.140305] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-25T20:19:22.140435] [INFO ] [sig       ] CM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:22.282722] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CM.txt
[2025-12-25T20:19:22.282885] [INFO ] [sig       ] [717/3552] Completed CM in 0.3s | 2.78 sym/s | Total: 4.3m | ETA: 17.0m
[2025-12-25T20:19:22.282927] [INFO ] [sig       ] [718/3552] Forecasting CMA...
[2025-12-25T20:19:22.282964] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-25T20:19:22.283005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-25T20:19:22.295389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-25T20:19:22.295834] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-25T20:19:22.296675] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-25T20:19:22.296728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:22.296763] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:22.296790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:22.296849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:22.355284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:22.356156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:22.356243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:22.356278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:22.485360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:22.485516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:22.485556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:22.485602] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:22.489011] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-12-25T20:19:22.489322] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-25T20:19:22.489453] [INFO ] [sig       ] CMA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:22.629594] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMA.txt
[2025-12-25T20:19:22.629731] [INFO ] [sig       ] [718/3552] Completed CMA in 0.3s | 2.78 sym/s | Total: 4.3m | ETA: 17.0m
[2025-12-25T20:19:22.629771] [INFO ] [sig       ] [719/3552] Forecasting CMC...
[2025-12-25T20:19:22.629800] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-25T20:19:22.629837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-25T20:19:22.641700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-25T20:19:22.642049] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-25T20:19:22.642816] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-25T20:19:22.642868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:22.642899] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:22.642925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:22.642982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:22.699878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:22.700488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:22.700569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:22.700621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:22.824617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:22.824764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:22.824803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:22.824831] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:22.828148] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=82.12%)
[2025-12-25T20:19:22.828418] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-25T20:19:22.828542] [INFO ] [sig       ] CMC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:22.972634] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMC.txt
[2025-12-25T20:19:22.972830] [INFO ] [sig       ] [719/3552] Completed CMC in 0.3s | 2.78 sym/s | Total: 4.3m | ETA: 17.0m
[2025-12-25T20:19:22.972874] [INFO ] [sig       ] [720/3552] Forecasting CMCM...
[2025-12-25T20:19:22.972907] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-25T20:19:22.972936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-25T20:19:22.984469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-25T20:19:22.984831] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-25T20:19:22.985672] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-25T20:19:22.985725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:22.985758] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:22.985787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:22.985846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:23.045779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:23.046665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:23.046749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:23.046822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:23.161521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:23.161708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:23.161748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:23.161777] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:23.165097] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=79.14%)
[2025-12-25T20:19:23.165371] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-25T20:19:23.165494] [INFO ] [sig       ] CMCM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:23.304269] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMCM.txt
[2025-12-25T20:19:23.304397] [INFO ] [sig       ] [720/3552] Completed CMCM in 0.3s | 2.78 sym/s | Total: 4.3m | ETA: 16.9m
[2025-12-25T20:19:23.304436] [INFO ] [sig       ] [721/3552] Forecasting CMCO...
[2025-12-25T20:19:23.304466] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-25T20:19:23.304497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-25T20:19:23.316268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-25T20:19:23.316801] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-25T20:19:23.317793] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-25T20:19:23.317845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:23.317878] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:23.317904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:23.317962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:23.377169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:23.377873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:23.377956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:23.377989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:23.503627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:23.503781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:23.503822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:23.503852] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:23.507198] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: DOWN (p=49.73%)
[2025-12-25T20:19:23.507470] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-25T20:19:23.507612] [INFO ] [sig       ] CMCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:23.652613] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMCO.txt
[2025-12-25T20:19:23.652801] [INFO ] [sig       ] [721/3552] Completed CMCO in 0.3s | 2.78 sym/s | Total: 4.3m | ETA: 16.9m
[2025-12-25T20:19:23.652849] [INFO ] [sig       ] [722/3552] Forecasting CMCSA...
[2025-12-25T20:19:23.652879] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-25T20:19:23.652909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-25T20:19:23.665075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-25T20:19:23.665426] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-25T20:19:23.666234] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-25T20:19:23.666288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:23.666321] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:23.666349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:23.666408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:23.724848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:23.725799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:23.725898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:23.725932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:23.849696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:23.849853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:23.849899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:23.849941] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:23.853358] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=51.52%)
[2025-12-25T20:19:23.853679] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-25T20:19:23.853815] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:24.006751] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMCSA.txt
[2025-12-25T20:19:24.006926] [INFO ] [sig       ] [722/3552] Completed CMCSA in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.9m
[2025-12-25T20:19:24.006977] [INFO ] [sig       ] [723/3552] Forecasting CME...
[2025-12-25T20:19:24.007016] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-25T20:19:24.007081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-25T20:19:24.019176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-25T20:19:24.019590] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-25T20:19:24.020388] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-25T20:19:24.020442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:24.020475] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:24.020505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:24.020564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:24.077899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:24.078954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:24.079042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:24.079103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:24.201586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:24.201738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:24.201777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:24.201805] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:24.205331] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-12-25T20:19:24.205811] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-25T20:19:24.205935] [INFO ] [sig       ] CME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:24.354939] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CME.txt
[2025-12-25T20:19:24.355158] [INFO ] [sig       ] [723/3552] Completed CME in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.9m
[2025-12-25T20:19:24.355232] [INFO ] [sig       ] [724/3552] Forecasting CMG...
[2025-12-25T20:19:24.355306] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-25T20:19:24.355354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-25T20:19:24.368114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-25T20:19:24.368513] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-25T20:19:24.369383] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-25T20:19:24.369451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:24.369485] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:24.369513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:24.369591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:24.426861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:24.427793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:24.427891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:24.427926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:24.553241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:24.553399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:24.553440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:24.553470] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:24.556921] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=98.72%)
[2025-12-25T20:19:24.557247] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-25T20:19:24.557391] [INFO ] [sig       ] CMG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:24.709069] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMG.txt
[2025-12-25T20:19:24.709306] [INFO ] [sig       ] [724/3552] Completed CMG in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.9m
[2025-12-25T20:19:24.709357] [INFO ] [sig       ] [725/3552] Forecasting CMI...
[2025-12-25T20:19:24.709424] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-25T20:19:24.709457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-25T20:19:24.722773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-25T20:19:24.723217] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-25T20:19:24.724129] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-25T20:19:24.724190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:24.724226] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:24.724255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:24.724315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:24.785647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:24.786494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:24.786600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:24.786636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:24.912836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:24.912994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:24.913034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:24.913062] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:24.916730] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=62.17%)
[2025-12-25T20:19:24.917053] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-25T20:19:24.917194] [INFO ] [sig       ] CMI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:25.069852] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMI.txt
[2025-12-25T20:19:25.070018] [INFO ] [sig       ] [725/3552] Completed CMI in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.9m
[2025-12-25T20:19:25.070063] [INFO ] [sig       ] [726/3552] Forecasting CMMB...
[2025-12-25T20:19:25.070092] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-25T20:19:25.070121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-25T20:19:25.081900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-25T20:19:25.082264] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-25T20:19:25.083052] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-25T20:19:25.083103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:25.083135] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:25.083162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:25.083220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:25.139938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:25.140776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:25.140866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:25.140901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:25.261464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:25.261631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:25.261674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:25.261703] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:25.265040] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=6.60%)
[2025-12-25T20:19:25.265313] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-25T20:19:25.265435] [INFO ] [sig       ] CMMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:25.409311] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMMB.txt
[2025-12-25T20:19:25.409510] [INFO ] [sig       ] [726/3552] Completed CMMB in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.9m
[2025-12-25T20:19:25.409559] [INFO ] [sig       ] [727/3552] Forecasting CMP...
[2025-12-25T20:19:25.409650] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-25T20:19:25.409683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-25T20:19:25.422409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-25T20:19:25.422881] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-25T20:19:25.423907] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-25T20:19:25.423969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:25.424034] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:25.424062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:25.424120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:25.499008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:25.500363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:25.500481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:25.500531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:25.650924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:25.651080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:25.651121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:25.651151] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:25.654705] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=82.04%)
[2025-12-25T20:19:25.654997] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-25T20:19:25.655129] [INFO ] [sig       ] CMP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:25.809355] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMP.txt
[2025-12-25T20:19:25.809540] [INFO ] [sig       ] [727/3552] Completed CMP in 0.4s | 2.78 sym/s | Total: 4.4m | ETA: 16.9m
[2025-12-25T20:19:25.809638] [INFO ] [sig       ] [728/3552] Forecasting CMPO...
[2025-12-25T20:19:25.809675] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-25T20:19:25.809706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-25T20:19:25.823294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-25T20:19:25.823754] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-25T20:19:25.824633] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-25T20:19:25.824687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:25.824719] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:25.824749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:25.824824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:25.890085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:25.891000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:25.891100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:25.891136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:26.026495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:26.026683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:26.026740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:26.026784] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:26.030590] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=32.16%)
[2025-12-25T20:19:26.030872] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-25T20:19:26.031002] [INFO ] [sig       ] CMPO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:26.172952] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMPO.txt
[2025-12-25T20:19:26.173103] [INFO ] [sig       ] [728/3552] Completed CMPO in 0.4s | 2.78 sym/s | Total: 4.4m | ETA: 16.9m
[2025-12-25T20:19:26.173145] [INFO ] [sig       ] [729/3552] Forecasting CMPS...
[2025-12-25T20:19:26.173174] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-25T20:19:26.173202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-25T20:19:26.185495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-25T20:19:26.185877] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-25T20:19:26.186685] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-25T20:19:26.186739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:26.186773] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:26.186799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:26.186875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:26.248700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:26.249500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:26.249614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:26.249668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:26.381303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:26.381458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:26.381499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:26.381528] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:26.385287] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-25T20:19:26.385786] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-25T20:19:26.385952] [INFO ] [sig       ] CMPS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:26.536857] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMPS.txt
[2025-12-25T20:19:26.537035] [INFO ] [sig       ] [729/3552] Completed CMPS in 0.4s | 2.78 sym/s | Total: 4.4m | ETA: 16.9m
[2025-12-25T20:19:26.537085] [INFO ] [sig       ] [730/3552] Forecasting CMPX...
[2025-12-25T20:19:26.537164] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-25T20:19:26.537204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-25T20:19:26.550874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-25T20:19:26.551303] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-25T20:19:26.552159] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-25T20:19:26.552213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:26.552245] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:26.552272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:26.552330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:26.614955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:26.615853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:26.615944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:26.615977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:26.742233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:26.742394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:26.742435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:26.742502] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:26.746077] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-12-25T20:19:26.746366] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-25T20:19:26.746497] [INFO ] [sig       ] CMPX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:26.894634] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMPX.txt
[2025-12-25T20:19:26.894804] [INFO ] [sig       ] [730/3552] Completed CMPX in 0.4s | 2.78 sym/s | Total: 4.4m | ETA: 16.9m
[2025-12-25T20:19:26.894847] [INFO ] [sig       ] [731/3552] Forecasting CMRE...
[2025-12-25T20:19:26.894876] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-25T20:19:26.894933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-25T20:19:26.907945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-25T20:19:26.908317] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-25T20:19:26.909302] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-25T20:19:26.909357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:26.909390] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:26.909426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:26.909493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:26.971234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:26.972028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:26.972115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:26.972153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:27.100677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:27.100855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:27.100937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:27.100980] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:27.104823] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=94.30%)
[2025-12-25T20:19:27.105113] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-25T20:19:27.105273] [INFO ] [sig       ] CMRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:27.245137] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMRE.txt
[2025-12-25T20:19:27.245319] [INFO ] [sig       ] [731/3552] Completed CMRE in 0.4s | 2.78 sym/s | Total: 4.4m | ETA: 16.9m
[2025-12-25T20:19:27.245385] [INFO ] [sig       ] [732/3552] Forecasting CMS...
[2025-12-25T20:19:27.245449] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-25T20:19:27.245481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-25T20:19:27.258224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-25T20:19:27.258623] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-25T20:19:27.259525] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-25T20:19:27.259596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:27.259631] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:27.259659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:27.259719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:27.317250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:27.318030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:27.318113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:27.318146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:27.458332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:27.458745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:27.458821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:27.458856] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:27.463266] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-25T20:19:27.463618] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-25T20:19:27.463776] [INFO ] [sig       ] CMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:27.617695] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMS.txt
[2025-12-25T20:19:27.617856] [INFO ] [sig       ] [732/3552] Completed CMS in 0.4s | 2.78 sym/s | Total: 4.4m | ETA: 16.9m
[2025-12-25T20:19:27.617899] [INFO ] [sig       ] [733/3552] Forecasting CMSA...
[2025-12-25T20:19:27.617931] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-25T20:19:27.618009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-25T20:19:27.630919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-25T20:19:27.631300] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-25T20:19:27.632171] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-25T20:19:27.632225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:27.632266] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:27.632296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:27.632363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:27.692612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:27.693425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:27.693527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:27.693562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:27.815422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:27.815594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:27.815640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:27.815670] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:27.819192] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=20.13%)
[2025-12-25T20:19:27.819554] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-25T20:19:27.819746] [INFO ] [sig       ] CMSA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:27.972550] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMSA.txt
[2025-12-25T20:19:27.972768] [INFO ] [sig       ] [733/3552] Completed CMSA in 0.4s | 2.78 sym/s | Total: 4.4m | ETA: 16.9m
[2025-12-25T20:19:27.972820] [INFO ] [sig       ] [734/3552] Forecasting CMSC...
[2025-12-25T20:19:27.972854] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-25T20:19:27.972891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-25T20:19:27.985552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-25T20:19:27.986007] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-25T20:19:27.986839] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-25T20:19:27.986894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:27.986927] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:27.986957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:27.987017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:28.055672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:28.056747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:28.056830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:28.056864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:28.178946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:28.179263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:28.179308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:28.179339] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:28.183243] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=83.21%)
[2025-12-25T20:19:28.183649] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-25T20:19:28.183819] [INFO ] [sig       ] CMSC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:28.348602] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMSC.txt
[2025-12-25T20:19:28.348742] [INFO ] [sig       ] [734/3552] Completed CMSC in 0.4s | 2.78 sym/s | Total: 4.4m | ETA: 16.9m
[2025-12-25T20:19:28.348783] [INFO ] [sig       ] [735/3552] Forecasting CMSD...
[2025-12-25T20:19:28.348814] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-25T20:19:28.348843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-25T20:19:28.361457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-25T20:19:28.361842] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-25T20:19:28.362830] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-25T20:19:28.362883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:28.362943] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:28.362973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:28.363031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:28.420304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:28.421001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:28.421084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:28.421116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:28.540879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:28.540996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:28.541032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:28.541060] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:28.544305] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-25T20:19:28.544586] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-25T20:19:28.544707] [INFO ] [sig       ] CMSD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:28.684613] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMSD.txt
[2025-12-25T20:19:28.684730] [INFO ] [sig       ] [735/3552] Completed CMSD in 0.3s | 2.78 sym/s | Total: 4.4m | ETA: 16.9m
[2025-12-25T20:19:28.684768] [INFO ] [sig       ] [736/3552] Forecasting CMTG...
[2025-12-25T20:19:28.684797] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-25T20:19:28.684825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-25T20:19:28.697025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-25T20:19:28.697340] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-25T20:19:28.698117] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-25T20:19:28.698168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:28.698200] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:28.698226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:28.698282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:28.753938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:28.754563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:28.754659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:28.754691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:28.871276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:28.871423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:28.871683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:28.871717] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:28.875212] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=7.60%)
[2025-12-25T20:19:28.875483] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-25T20:19:28.875623] [INFO ] [sig       ] CMTG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:29.016588] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMTG.txt
[2025-12-25T20:19:29.016724] [INFO ] [sig       ] [736/3552] Completed CMTG in 0.3s | 2.79 sym/s | Total: 4.4m | ETA: 16.9m
[2025-12-25T20:19:29.016763] [INFO ] [sig       ] [737/3552] Forecasting CMTL...
[2025-12-25T20:19:29.016792] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-25T20:19:29.016821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-25T20:19:29.028755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-25T20:19:29.029105] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-25T20:19:29.029889] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-25T20:19:29.029940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:29.029971] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:29.029999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:29.030056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:29.086972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:29.087565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:29.087682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:29.087715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:29.210663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:29.210818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:29.210858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:29.210887] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:29.214192] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: DOWN (p=21.64%)
[2025-12-25T20:19:29.214463] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-25T20:19:29.214605] [INFO ] [sig       ] CMTL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:29.356902] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMTL.txt
[2025-12-25T20:19:29.357025] [INFO ] [sig       ] [737/3552] Completed CMTL in 0.3s | 2.79 sym/s | Total: 4.4m | ETA: 16.8m
[2025-12-25T20:19:29.357064] [INFO ] [sig       ] [738/3552] Forecasting CNA...
[2025-12-25T20:19:29.357095] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-25T20:19:29.357125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-25T20:19:29.369358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-25T20:19:29.369873] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-25T20:19:29.370645] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-25T20:19:29.370696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:29.370728] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:29.370755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:29.370812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:29.428683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:29.429288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:29.429367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:29.429398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:29.550527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:29.550672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:29.550712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:29.550740] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:29.554349] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-25T20:19:29.554636] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-25T20:19:29.554761] [INFO ] [sig       ] CNA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:29.696642] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNA.txt
[2025-12-25T20:19:29.696765] [INFO ] [sig       ] [738/3552] Completed CNA in 0.3s | 2.79 sym/s | Total: 4.4m | ETA: 16.8m
[2025-12-25T20:19:29.696802] [INFO ] [sig       ] [739/3552] Forecasting CNC...
[2025-12-25T20:19:29.696861] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-25T20:19:29.696895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-25T20:19:29.710017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-25T20:19:29.710349] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-25T20:19:29.711112] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-25T20:19:29.711164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:29.711195] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:29.711221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:29.711278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:29.768156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:29.768918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:29.769000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:29.769032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:29.887321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:29.887458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:29.887545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:29.887592] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:29.891270] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-25T20:19:29.891544] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-25T20:19:29.891688] [INFO ] [sig       ] CNC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:30.032072] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNC.txt
[2025-12-25T20:19:30.032179] [INFO ] [sig       ] [739/3552] Completed CNC in 0.3s | 2.79 sym/s | Total: 4.4m | ETA: 16.8m
[2025-12-25T20:19:30.032217] [INFO ] [sig       ] [740/3552] Forecasting CNF...
[2025-12-25T20:19:30.032245] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-25T20:19:30.032275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-25T20:19:30.048221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-25T20:19:30.048862] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-25T20:19:30.049997] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-25T20:19:30.050060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:30.050098] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:30.050156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:30.050230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:30.112138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:30.113362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:30.113463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:30.113497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:30.232328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:30.232551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:30.232614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:30.232645] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:30.236712] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-12-25T20:19:30.237066] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-25T20:19:30.237213] [INFO ] [sig       ] CNF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:30.396357] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNF.txt
[2025-12-25T20:19:30.396753] [INFO ] [sig       ] [740/3552] Completed CNF in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.8m
[2025-12-25T20:19:30.396816] [INFO ] [sig       ] [741/3552] Forecasting CNI...
[2025-12-25T20:19:30.396860] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-25T20:19:30.396900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-25T20:19:30.415039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-25T20:19:30.415865] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-25T20:19:30.417059] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-25T20:19:30.417113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:30.417147] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:30.417175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:30.417236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:30.477621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:30.478805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:30.478930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:30.478968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:30.598695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:30.598936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:30.598983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:30.599013] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:30.603078] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-25T20:19:30.603429] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-25T20:19:30.603594] [INFO ] [sig       ] CNI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:30.745464] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNI.txt
[2025-12-25T20:19:30.745722] [INFO ] [sig       ] [741/3552] Completed CNI in 0.3s | 2.79 sym/s | Total: 4.4m | ETA: 16.8m
[2025-12-25T20:19:30.745778] [INFO ] [sig       ] [742/3552] Forecasting CNK...
[2025-12-25T20:19:30.745812] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-25T20:19:30.745846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-25T20:19:30.760786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-25T20:19:30.761298] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-25T20:19:30.762203] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-25T20:19:30.762258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:30.762291] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:30.762318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:30.762377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:30.825196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:30.825885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:30.825989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:30.826034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:30.959328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:30.959496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:30.959537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:30.959604] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:30.963201] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=69.03%)
[2025-12-25T20:19:30.963535] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-25T20:19:30.963695] [INFO ] [sig       ] CNK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:31.112439] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNK.txt
[2025-12-25T20:19:31.112625] [INFO ] [sig       ] [742/3552] Completed CNK in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.8m
[2025-12-25T20:19:31.112668] [INFO ] [sig       ] [743/3552] Forecasting CNM...
[2025-12-25T20:19:31.112698] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-25T20:19:31.112760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-25T20:19:31.125896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-25T20:19:31.126278] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-25T20:19:31.127104] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-25T20:19:31.127157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:31.127190] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:31.127216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:31.127273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:31.184485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:31.185254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:31.185339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:31.185373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:31.312602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:31.312756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:31.312797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:31.312827] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:31.316231] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=31.38%)
[2025-12-25T20:19:31.316508] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-25T20:19:31.316658] [INFO ] [sig       ] CNM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:31.467809] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNM.txt
[2025-12-25T20:19:31.468010] [INFO ] [sig       ] [743/3552] Completed CNM in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.8m
[2025-12-25T20:19:31.468063] [INFO ] [sig       ] [744/3552] Forecasting CNMD...
[2025-12-25T20:19:31.468124] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-25T20:19:31.468156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-25T20:19:31.480736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-25T20:19:31.481136] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-25T20:19:31.481985] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-25T20:19:31.482040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:31.482101] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:31.482129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:31.482188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:31.540793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:31.541674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:31.541757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:31.541790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:31.666231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:31.666354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:31.666394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:31.666422] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:31.669729] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-12-25T20:19:31.670000] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-25T20:19:31.670124] [INFO ] [sig       ] CNMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:31.809909] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNMD.txt
[2025-12-25T20:19:31.810017] [INFO ] [sig       ] [744/3552] Completed CNMD in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 16.8m
[2025-12-25T20:19:31.810055] [INFO ] [sig       ] [745/3552] Forecasting CNNE...
[2025-12-25T20:19:31.810085] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-25T20:19:31.810113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-25T20:19:31.822007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-25T20:19:31.822310] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-25T20:19:31.823085] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-25T20:19:31.823137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:31.823168] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:31.823194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:31.823251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:31.880699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:31.881270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:31.881353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:31.881385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:32.004660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:32.004819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:32.004860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:32.004890] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:32.008181] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: DOWN (p=46.62%)
[2025-12-25T20:19:32.008446] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-25T20:19:32.008570] [INFO ] [sig       ] CNNE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:32.152924] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNNE.txt
[2025-12-25T20:19:32.153112] [INFO ] [sig       ] [745/3552] Completed CNNE in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 16.8m
[2025-12-25T20:19:32.153154] [INFO ] [sig       ] [746/3552] Forecasting CNO...
[2025-12-25T20:19:32.153209] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-25T20:19:32.153242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-25T20:19:32.167107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-25T20:19:32.167504] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-25T20:19:32.168278] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-25T20:19:32.168329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:32.168361] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:32.168389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:32.168458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:32.228397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:32.229278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:32.229362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:32.229394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:32.351566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:32.351937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:32.351977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:32.352004] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:32.355747] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-25T20:19:32.356021] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-25T20:19:32.356148] [INFO ] [sig       ] CNO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:32.497145] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNO.txt
[2025-12-25T20:19:32.497309] [INFO ] [sig       ] [746/3552] Completed CNO in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 16.8m
[2025-12-25T20:19:32.497349] [INFO ] [sig       ] [747/3552] Forecasting CNOB...
[2025-12-25T20:19:32.497380] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-25T20:19:32.497410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-25T20:19:32.511276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-25T20:19:32.511932] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-25T20:19:32.512980] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-25T20:19:32.513033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:32.513064] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:32.513091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:32.513149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:32.571111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:32.571897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:32.571985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:32.572018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:32.696026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:32.696180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:32.696222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:32.696307] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:32.699966] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-12-25T20:19:32.700257] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-25T20:19:32.700391] [INFO ] [sig       ] CNOB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:32.846387] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNOB.txt
[2025-12-25T20:19:32.846542] [INFO ] [sig       ] [747/3552] Completed CNOB in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 16.8m
[2025-12-25T20:19:32.846598] [INFO ] [sig       ] [748/3552] Forecasting CNP...
[2025-12-25T20:19:32.846631] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-25T20:19:32.846687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-25T20:19:32.861196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-25T20:19:32.861843] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-25T20:19:32.862989] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-25T20:19:32.863055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:32.863089] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:32.863115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:32.863174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:32.929359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:32.930220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:32.930305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:32.930338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:33.061695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:33.061852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:33.061893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:33.061922] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:33.065350] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=9.47%)
[2025-12-25T20:19:33.065647] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-25T20:19:33.065802] [INFO ] [sig       ] CNP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:33.217435] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNP.txt
[2025-12-25T20:19:33.217647] [INFO ] [sig       ] [748/3552] Completed CNP in 0.4s | 2.79 sym/s | Total: 4.5m | ETA: 16.8m
[2025-12-25T20:19:33.217696] [INFO ] [sig       ] [749/3552] Forecasting CNQ...
[2025-12-25T20:19:33.217727] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-25T20:19:33.217758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-25T20:19:33.231273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-25T20:19:33.231753] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-25T20:19:33.232619] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-25T20:19:33.232672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:33.232704] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:33.232730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:33.232788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:33.294046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:33.294897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:33.294994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:33.295031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:33.426349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:33.426551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:33.426610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:33.426642] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:33.430747] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=15.98%)
[2025-12-25T20:19:33.431050] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-25T20:19:33.431193] [INFO ] [sig       ] CNQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:33.583376] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNQ.txt
[2025-12-25T20:19:33.583532] [INFO ] [sig       ] [749/3552] Completed CNQ in 0.4s | 2.79 sym/s | Total: 4.5m | ETA: 16.8m
[2025-12-25T20:19:33.583593] [INFO ] [sig       ] [750/3552] Forecasting CNS...
[2025-12-25T20:19:33.583628] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-25T20:19:33.583686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-25T20:19:33.596320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-25T20:19:33.596914] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-25T20:19:33.597944] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-25T20:19:33.597996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:33.598028] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:33.598054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:33.598112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:33.660151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:33.660944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:33.661042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:33.661093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:33.788152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:33.788309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:33.788350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:33.788379] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:33.792267] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=74.98%)
[2025-12-25T20:19:33.792565] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-25T20:19:33.792736] [INFO ] [sig       ] CNS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:33.948517] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNS.txt
[2025-12-25T20:19:33.948689] [INFO ] [sig       ] [750/3552] Completed CNS in 0.4s | 2.79 sym/s | Total: 4.5m | ETA: 16.8m
[2025-12-25T20:19:33.948733] [INFO ] [sig       ] [751/3552] Forecasting CNSP...
[2025-12-25T20:19:33.948762] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-25T20:19:33.948817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-25T20:19:33.961213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-25T20:19:33.961650] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-25T20:19:33.962547] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-25T20:19:33.962633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:33.962673] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:33.962702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:33.962762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:34.024706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:34.025487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:34.025570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:34.025623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:34.155972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:34.156174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:34.156242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:34.156280] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:34.160036] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: DOWN (p=29.71%)
[2025-12-25T20:19:34.160313] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-25T20:19:34.160468] [INFO ] [sig       ] CNSP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:34.305121] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNSP.txt
[2025-12-25T20:19:34.305262] [INFO ] [sig       ] [751/3552] Completed CNSP in 0.4s | 2.79 sym/s | Total: 4.5m | ETA: 16.8m
[2025-12-25T20:19:34.305308] [INFO ] [sig       ] [752/3552] Forecasting CNTA...
[2025-12-25T20:19:34.305340] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-25T20:19:34.305394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-25T20:19:34.317980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-25T20:19:34.318341] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-25T20:19:34.319144] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-25T20:19:34.319195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:34.319227] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:34.319253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:34.319310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:34.377490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:34.378170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:34.378250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:34.378282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:34.500309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:34.500472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:34.500519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:34.500554] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:34.504209] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-25T20:19:34.504508] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-25T20:19:34.504653] [INFO ] [sig       ] CNTA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:34.645235] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNTA.txt
[2025-12-25T20:19:34.645416] [INFO ] [sig       ] [752/3552] Completed CNTA in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 16.7m
[2025-12-25T20:19:34.645465] [INFO ] [sig       ] [753/3552] Forecasting CNTY...
[2025-12-25T20:19:34.645531] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-25T20:19:34.645566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-25T20:19:34.657813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-25T20:19:34.658191] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-25T20:19:34.658972] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-25T20:19:34.659023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:34.659055] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:34.659109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:34.659169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:34.716309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:34.717120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:34.717211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:34.717244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:34.845825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:34.846007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:34.846049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:34.846077] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:34.849712] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: DOWN (p=8.07%)
[2025-12-25T20:19:34.850019] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-25T20:19:34.850148] [INFO ] [sig       ] CNTY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:34.992054] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNTY.txt
[2025-12-25T20:19:34.992193] [INFO ] [sig       ] [753/3552] Completed CNTY in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 16.7m
[2025-12-25T20:19:34.992233] [INFO ] [sig       ] [754/3552] Forecasting CNVS...
[2025-12-25T20:19:34.992263] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-25T20:19:34.992292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-25T20:19:35.006102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-25T20:19:35.006434] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-25T20:19:35.007228] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-25T20:19:35.007281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:35.007313] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:35.007341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:35.007400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:35.065880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:35.066482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:35.066598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:35.066826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:35.188187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:35.188314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:35.188353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:35.188381] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:35.191949] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: DOWN (p=20.01%)
[2025-12-25T20:19:35.192230] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-25T20:19:35.192357] [INFO ] [sig       ] CNVS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:35.332944] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNVS.txt
[2025-12-25T20:19:35.333120] [INFO ] [sig       ] [754/3552] Completed CNVS in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 16.7m
[2025-12-25T20:19:35.333161] [INFO ] [sig       ] [755/3552] Forecasting CNX...
[2025-12-25T20:19:35.333191] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-25T20:19:35.333221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-25T20:19:35.345825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-25T20:19:35.346218] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-25T20:19:35.347036] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-25T20:19:35.347089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:35.347121] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:35.347149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:35.347207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:35.405431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:35.406064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:35.406143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:35.406176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:35.527273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:35.527416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:35.527472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:35.527501] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:35.530989] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=52.91%)
[2025-12-25T20:19:35.531268] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-25T20:19:35.531394] [INFO ] [sig       ] CNX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:35.672016] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNX.txt
[2025-12-25T20:19:35.672150] [INFO ] [sig       ] [755/3552] Completed CNX in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 16.7m
[2025-12-25T20:19:35.672189] [INFO ] [sig       ] [756/3552] Forecasting CNXC...
[2025-12-25T20:19:35.672219] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-25T20:19:35.672248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-25T20:19:35.684281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-25T20:19:35.684641] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-25T20:19:35.685409] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-25T20:19:35.685461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:35.685493] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:35.685520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:35.685593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:35.742527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:35.743211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:35.743295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:35.743328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:35.864886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:35.865029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:35.865067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:35.865094] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:35.868409] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=83.46%)
[2025-12-25T20:19:35.868701] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-25T20:19:35.868824] [INFO ] [sig       ] CNXC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:36.011166] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNXC.txt
[2025-12-25T20:19:36.011306] [INFO ] [sig       ] [756/3552] Completed CNXC in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 16.7m
[2025-12-25T20:19:36.011347] [INFO ] [sig       ] [757/3552] Forecasting CNXN...
[2025-12-25T20:19:36.011377] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-25T20:19:36.011406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-25T20:19:36.025133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-25T20:19:36.025486] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-25T20:19:36.026516] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-25T20:19:36.026569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:36.026821] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:36.026850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:36.026909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:36.086607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:36.087308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:36.087391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:36.087425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:36.207952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:36.208103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:36.208143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:36.208173] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:36.211514] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-12-25T20:19:36.211796] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-25T20:19:36.211924] [INFO ] [sig       ] CNXN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:36.352872] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNXN.txt
[2025-12-25T20:19:36.353035] [INFO ] [sig       ] [757/3552] Completed CNXN in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 16.7m
[2025-12-25T20:19:36.353077] [INFO ] [sig       ] [758/3552] Forecasting COCO...
[2025-12-25T20:19:36.353106] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-25T20:19:36.353136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-25T20:19:36.365424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-25T20:19:36.365767] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-25T20:19:36.366533] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-25T20:19:36.366602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:36.366637] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:36.366664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:36.366726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:36.422663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:36.423287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:36.423366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:36.423398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:36.545235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:36.545391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:36.545430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:36.545460] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:36.548791] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=36.96%)
[2025-12-25T20:19:36.549058] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-25T20:19:36.549206] [INFO ] [sig       ] COCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:36.689664] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COCO.txt
[2025-12-25T20:19:36.689840] [INFO ] [sig       ] [758/3552] Completed COCO in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 16.7m
[2025-12-25T20:19:36.689883] [INFO ] [sig       ] [759/3552] Forecasting CODA...
[2025-12-25T20:19:36.689913] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-25T20:19:36.689975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-25T20:19:36.705544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-25T20:19:36.706206] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-25T20:19:36.707421] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-25T20:19:36.707487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:36.707542] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:36.707787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:36.707861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:36.770824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:36.771735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:36.771822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:36.771855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:36.887688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:36.887847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:36.887887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:36.887916] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:36.891339] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=21.07%)
[2025-12-25T20:19:36.891643] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-25T20:19:36.891770] [INFO ] [sig       ] CODA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:37.054089] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CODA.txt
[2025-12-25T20:19:37.054257] [INFO ] [sig       ] [759/3552] Completed CODA in 0.4s | 2.79 sym/s | Total: 4.5m | ETA: 16.7m
[2025-12-25T20:19:37.054300] [INFO ] [sig       ] [760/3552] Forecasting CODI...
[2025-12-25T20:19:37.054328] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-25T20:19:37.054357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-25T20:19:37.066282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-25T20:19:37.066694] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-25T20:19:37.067482] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-25T20:19:37.067541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:37.067590] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:37.067620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:37.067678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:37.123239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:37.124129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:37.124215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:37.124248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:37.240490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:37.240680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:37.240724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:37.240753] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:37.244148] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2025-12-25T20:19:37.244439] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-25T20:19:37.244617] [INFO ] [sig       ] CODI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:37.382811] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CODI.txt
[2025-12-25T20:19:37.382947] [INFO ] [sig       ] [760/3552] Completed CODI in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 16.7m
[2025-12-25T20:19:37.382987] [INFO ] [sig       ] [761/3552] Forecasting COEP...
[2025-12-25T20:19:37.383015] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-25T20:19:37.383044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-25T20:19:37.394877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-25T20:19:37.395219] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-25T20:19:37.396018] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-25T20:19:37.396071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:37.396129] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:37.396159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:37.396218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:37.453146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:37.453871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:37.453954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:37.453988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:37.575956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:37.576096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:37.576134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:37.576162] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:37.579457] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=76.04%)
[2025-12-25T20:19:37.579745] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-25T20:19:37.579866] [INFO ] [sig       ] COEP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:37.716891] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COEP.txt
[2025-12-25T20:19:37.717027] [INFO ] [sig       ] [761/3552] Completed COEP in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 16.7m
[2025-12-25T20:19:37.717066] [INFO ] [sig       ] [762/3552] Forecasting COF...
[2025-12-25T20:19:37.717096] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-25T20:19:37.717125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-25T20:19:37.729427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-25T20:19:37.729829] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-25T20:19:37.730614] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-25T20:19:37.730669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:37.730701] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:37.730728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:37.730785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:37.788409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:37.789303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:37.789389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:37.789423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:37.911893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:37.912044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:37.912085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:37.912114] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:37.915414] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-25T20:19:37.915702] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-25T20:19:37.915826] [INFO ] [sig       ] COF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:38.053913] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COF.txt
[2025-12-25T20:19:38.054078] [INFO ] [sig       ] [762/3552] Completed COF in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 16.7m
[2025-12-25T20:19:38.054121] [INFO ] [sig       ] [763/3552] Forecasting COFS...
[2025-12-25T20:19:38.054158] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-25T20:19:38.054189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-25T20:19:38.066715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-25T20:19:38.067070] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-25T20:19:38.067895] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-25T20:19:38.067948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:38.067980] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:38.068006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:38.068064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:38.125788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:38.126393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:38.126472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:38.126506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:38.241898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:38.242061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:38.242114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:38.242146] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:38.245640] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-25T20:19:38.245920] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-25T20:19:38.246049] [INFO ] [sig       ] COFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:38.385210] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COFS.txt
[2025-12-25T20:19:38.385344] [INFO ] [sig       ] [763/3552] Completed COFS in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 16.7m
[2025-12-25T20:19:38.385383] [INFO ] [sig       ] [764/3552] Forecasting COIN...
[2025-12-25T20:19:38.385412] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-25T20:19:38.385443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-25T20:19:38.397238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-25T20:19:38.397608] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-25T20:19:38.398394] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-25T20:19:38.398447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:38.398478] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:38.398504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:38.398563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:38.457809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:38.458437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:38.458518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:38.458556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:38.583521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:38.583687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:38.583729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:38.583788] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:38.587127] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: UP (p=81.24%)
[2025-12-25T20:19:38.587395] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-25T20:19:38.587522] [INFO ] [sig       ] COIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:38.726354] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COIN.txt
[2025-12-25T20:19:38.726484] [INFO ] [sig       ] [764/3552] Completed COIN in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 16.7m
[2025-12-25T20:19:38.726523] [INFO ] [sig       ] [765/3552] Forecasting COKE...
[2025-12-25T20:19:38.726553] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-25T20:19:38.726601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-25T20:19:38.738876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-25T20:19:38.739236] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-25T20:19:38.740063] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-25T20:19:38.740117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:38.740152] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:38.740180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:38.740238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:38.798489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:38.799437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:38.799527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:38.799563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:38.924822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:38.924991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:38.925034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:38.925063] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:38.928909] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-12-25T20:19:38.929313] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-25T20:19:38.929457] [INFO ] [sig       ] COKE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:39.073297] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COKE.txt
[2025-12-25T20:19:39.073459] [INFO ] [sig       ] [765/3552] Completed COKE in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 16.7m
[2025-12-25T20:19:39.073500] [INFO ] [sig       ] [766/3552] Forecasting COLB...
[2025-12-25T20:19:39.073529] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-25T20:19:39.073558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-25T20:19:39.086350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-25T20:19:39.086728] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-25T20:19:39.087599] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-25T20:19:39.087656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:39.087689] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:39.087717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:39.087778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:39.146885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:39.147486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:39.147568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:39.147621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:39.265752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:39.265916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:39.265958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:39.266011] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:39.269628] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=26.03%)
[2025-12-25T20:19:39.269920] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-25T20:19:39.270045] [INFO ] [sig       ] COLB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:39.418756] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COLB.txt
[2025-12-25T20:19:39.418919] [INFO ] [sig       ] [766/3552] Completed COLB in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 16.6m
[2025-12-25T20:19:39.418961] [INFO ] [sig       ] [767/3552] Forecasting COLD...
[2025-12-25T20:19:39.418990] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-25T20:19:39.419021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-25T20:19:39.431063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-25T20:19:39.431425] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-25T20:19:39.432206] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-25T20:19:39.432258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:39.432290] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:39.432316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:39.432373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:39.492437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:39.493377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:39.493473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:39.493508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:39.616390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:39.616548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:39.616606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:39.616636] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:39.619997] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: UP (p=94.63%)
[2025-12-25T20:19:39.620262] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-25T20:19:39.620386] [INFO ] [sig       ] COLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:39.767242] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COLD.txt
[2025-12-25T20:19:39.767393] [INFO ] [sig       ] [767/3552] Completed COLD in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 16.6m
[2025-12-25T20:19:39.767434] [INFO ] [sig       ] [768/3552] Forecasting COLL...
[2025-12-25T20:19:39.767463] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-25T20:19:39.767522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-25T20:19:39.780236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-25T20:19:39.780551] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-25T20:19:39.781319] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-25T20:19:39.781370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:39.781402] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:39.781428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:39.781485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:39.837705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:39.838292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:39.838381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:39.838413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:39.970606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:39.971381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:39.971449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:39.971479] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:39.975831] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: UP (p=52.19%)
[2025-12-25T20:19:39.976138] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-25T20:19:39.976296] [INFO ] [sig       ] COLL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:40.120860] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COLL.txt
[2025-12-25T20:19:40.121090] [INFO ] [sig       ] [768/3552] Completed COLL in 0.4s | 2.79 sym/s | Total: 4.6m | ETA: 16.6m
[2025-12-25T20:19:40.121141] [INFO ] [sig       ] [769/3552] Forecasting COLM...
[2025-12-25T20:19:40.121171] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-25T20:19:40.121201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-25T20:19:40.135013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-25T20:19:40.135339] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-25T20:19:40.136142] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-25T20:19:40.136194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:40.136225] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:40.136258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:40.136316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:40.193122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:40.193919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:40.194009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:40.194042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:40.353641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:40.353822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:40.353876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:40.353915] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:40.358474] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=53.84%)
[2025-12-25T20:19:40.358855] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-25T20:19:40.359023] [INFO ] [sig       ] COLM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:40.542727] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COLM.txt
[2025-12-25T20:19:40.542892] [INFO ] [sig       ] [769/3552] Completed COLM in 0.4s | 2.79 sym/s | Total: 4.6m | ETA: 16.6m
[2025-12-25T20:19:40.542934] [INFO ] [sig       ] [770/3552] Forecasting COMM...
[2025-12-25T20:19:40.542964] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-25T20:19:40.543021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-25T20:19:40.555249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-25T20:19:40.555669] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-25T20:19:40.556439] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-25T20:19:40.556508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:40.556540] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:40.556606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:40.556673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:40.616105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:40.617176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:40.617279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:40.617312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:40.753047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:40.753201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:40.753242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:40.753270] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:40.756658] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-25T20:19:40.756928] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-25T20:19:40.757051] [INFO ] [sig       ] COMM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:40.895027] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COMM.txt
[2025-12-25T20:19:40.895146] [INFO ] [sig       ] [770/3552] Completed COMM in 0.4s | 2.79 sym/s | Total: 4.6m | ETA: 16.6m
[2025-12-25T20:19:40.895183] [INFO ] [sig       ] [771/3552] Forecasting COMP...
[2025-12-25T20:19:40.895238] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-25T20:19:40.895269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-25T20:19:40.907368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-25T20:19:40.907709] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-25T20:19:40.908472] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-25T20:19:40.908524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:40.908559] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:40.908609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:40.908669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:40.966973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:40.967660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:40.967801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:40.967836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:41.095437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:41.095620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:41.095662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:41.095692] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:41.098996] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: UP (p=90.25%)
[2025-12-25T20:19:41.099283] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-25T20:19:41.099407] [INFO ] [sig       ] COMP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:41.237961] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COMP.txt
[2025-12-25T20:19:41.238094] [INFO ] [sig       ] [771/3552] Completed COMP in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 16.6m
[2025-12-25T20:19:41.238133] [INFO ] [sig       ] [772/3552] Forecasting CONL...
[2025-12-25T20:19:41.238162] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-25T20:19:41.238191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-25T20:19:41.251408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-25T20:19:41.251940] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-25T20:19:41.252762] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-25T20:19:41.252814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:41.252845] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:41.252872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:41.252930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:41.308781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:41.309384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:41.309464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:41.309495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:41.432112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:41.432266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:41.432305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:41.432333] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:41.435687] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-12-25T20:19:41.435957] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-25T20:19:41.436080] [INFO ] [sig       ] CONL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:41.573530] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CONL.txt
[2025-12-25T20:19:41.573663] [INFO ] [sig       ] [772/3552] Completed CONL in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 16.6m
[2025-12-25T20:19:41.573702] [INFO ] [sig       ] [773/3552] Forecasting COO...
[2025-12-25T20:19:41.573732] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-25T20:19:41.573777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-25T20:19:41.585359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-25T20:19:41.585712] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-25T20:19:41.586457] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-25T20:19:41.586508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:41.586539] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:41.586565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:41.586647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:41.642775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:41.643360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:41.643439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:41.643470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:41.760635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:41.760789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:41.760829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:41.760856] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:41.764171] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-25T20:19:41.764438] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-25T20:19:41.764559] [INFO ] [sig       ] COO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:41.903098] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COO.txt
[2025-12-25T20:19:41.903212] [INFO ] [sig       ] [773/3552] Completed COO in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 16.6m
[2025-12-25T20:19:41.903250] [INFO ] [sig       ] [774/3552] Forecasting COP...
[2025-12-25T20:19:41.903279] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-25T20:19:41.903319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-25T20:19:41.915167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-25T20:19:41.915612] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-25T20:19:41.916388] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-25T20:19:41.916440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:41.916471] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:41.916497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:41.916554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:41.972863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:41.973720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:41.973803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:41.973835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:42.091501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:42.091658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:42.091697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:42.091726] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:42.095004] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=54.35%)
[2025-12-25T20:19:42.095270] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-25T20:19:42.095391] [INFO ] [sig       ] COP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:42.235339] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COP.txt
[2025-12-25T20:19:42.235527] [INFO ] [sig       ] [774/3552] Completed COP in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 16.6m
[2025-12-25T20:19:42.235586] [INFO ] [sig       ] [775/3552] Forecasting COPP...
[2025-12-25T20:19:42.235626] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-25T20:19:42.235664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-25T20:19:42.246989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-25T20:19:42.247313] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-25T20:19:42.248085] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-25T20:19:42.248137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:42.248168] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:42.248195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:42.248252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:42.305310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:42.305905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:42.305982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:42.306013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:42.421344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:42.421500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:42.421539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:42.421567] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:42.424874] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: DOWN (p=24.90%)
[2025-12-25T20:19:42.425143] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-25T20:19:42.425260] [INFO ] [sig       ] COPP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:42.567768] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COPP.txt
[2025-12-25T20:19:42.567943] [INFO ] [sig       ] [775/3552] Completed COPP in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 16.6m
[2025-12-25T20:19:42.567989] [INFO ] [sig       ] [776/3552] Forecasting CORZ...
[2025-12-25T20:19:42.568025] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-25T20:19:42.568064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-25T20:19:42.580693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-25T20:19:42.581108] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-25T20:19:42.581999] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-25T20:19:42.582059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:42.582092] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:42.582120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:42.582179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:42.639362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:42.640269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:42.640359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:42.640391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:42.769693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:42.769850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:42.769891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:42.769919] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:42.773346] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: UP (p=64.36%)
[2025-12-25T20:19:42.773645] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-25T20:19:42.773774] [INFO ] [sig       ] CORZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:42.916035] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CORZ.txt
[2025-12-25T20:19:42.916271] [INFO ] [sig       ] [776/3552] Completed CORZ in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 16.6m
[2025-12-25T20:19:42.916343] [INFO ] [sig       ] [777/3552] Forecasting CORZZ...
[2025-12-25T20:19:42.916390] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-25T20:19:42.916435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-25T20:19:42.932454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-25T20:19:42.932934] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-25T20:19:42.933975] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-25T20:19:42.934043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:42.934088] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:42.934126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:42.934207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:42.992454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:42.993323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:42.993412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:42.993445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:43.105152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:43.105312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:43.105355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:43.105385] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:43.109154] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=36.00%)
[2025-12-25T20:19:43.109438] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-25T20:19:43.109590] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:43.248557] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CORZZ.txt
[2025-12-25T20:19:43.248743] [INFO ] [sig       ] [777/3552] Completed CORZZ in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 16.6m
[2025-12-25T20:19:43.248783] [INFO ] [sig       ] [778/3552] Forecasting COTY...
[2025-12-25T20:19:43.248812] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-25T20:19:43.248871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-25T20:19:43.261224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-25T20:19:43.261644] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-25T20:19:43.262425] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-25T20:19:43.262479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:43.262540] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:43.262567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:43.262659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:43.319345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:43.320249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:43.320332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:43.320364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:43.442637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:43.442794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:43.442833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:43.442861] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:43.446192] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-12-25T20:19:43.446465] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-25T20:19:43.446607] [INFO ] [sig       ] COTY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:43.584191] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COTY.txt
[2025-12-25T20:19:43.584349] [INFO ] [sig       ] [778/3552] Completed COTY in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 16.6m
[2025-12-25T20:19:43.584390] [INFO ] [sig       ] [779/3552] Forecasting COWG...
[2025-12-25T20:19:43.584420] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-25T20:19:43.584450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-25T20:19:43.596610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-25T20:19:43.597001] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-25T20:19:43.597789] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-25T20:19:43.597841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:43.597872] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:43.597898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:43.597956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:43.653999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:43.654892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:43.654980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:43.655012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:43.777545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:43.777726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:43.777768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:43.777797] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:43.782235] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: UP (p=75.51%)
[2025-12-25T20:19:43.782701] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-25T20:19:43.782864] [INFO ] [sig       ] COWG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:43.930832] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COWG.txt
[2025-12-25T20:19:43.930992] [INFO ] [sig       ] [779/3552] Completed COWG in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.6m
[2025-12-25T20:19:43.931031] [INFO ] [sig       ] [780/3552] Forecasting COYA...
[2025-12-25T20:19:43.931061] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-25T20:19:43.931091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-25T20:19:43.942466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-25T20:19:43.942853] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-25T20:19:43.943650] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-25T20:19:43.943703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:43.943735] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:43.943763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:43.943822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:44.001776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:44.002554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:44.002661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:44.002695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:44.116041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:44.116197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:44.116237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:44.116265] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:44.120090] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=29.69%)
[2025-12-25T20:19:44.120377] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-25T20:19:44.120510] [INFO ] [sig       ] COYA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:44.267378] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COYA.txt
[2025-12-25T20:19:44.267611] [INFO ] [sig       ] [780/3552] Completed COYA in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.6m
[2025-12-25T20:19:44.267715] [INFO ] [sig       ] [781/3552] Forecasting CP...
[2025-12-25T20:19:44.267768] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-25T20:19:44.267807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-25T20:19:44.280517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-25T20:19:44.280895] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-25T20:19:44.281719] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-25T20:19:44.281780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:44.281812] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:44.281839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:44.281909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:44.339394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:44.340015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:44.340097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:44.340129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:44.471867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:44.472049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:44.472092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:44.472152] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:44.476473] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=28.16%)
[2025-12-25T20:19:44.476879] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-25T20:19:44.477043] [INFO ] [sig       ] CP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:44.624000] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CP.txt
[2025-12-25T20:19:44.624142] [INFO ] [sig       ] [781/3552] Completed CP in 0.4s | 2.79 sym/s | Total: 4.7m | ETA: 16.5m
[2025-12-25T20:19:44.624182] [INFO ] [sig       ] [782/3552] Forecasting CPA...
[2025-12-25T20:19:44.624214] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-25T20:19:44.624245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-25T20:19:44.637303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-25T20:19:44.637658] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-25T20:19:44.638456] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-25T20:19:44.638510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:44.638543] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:44.638589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:44.638657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:44.695949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:44.696536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:44.696638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:44.696680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:44.812869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:44.812986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:44.813025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:44.813054] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:44.816345] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=53.37%)
[2025-12-25T20:19:44.816635] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-25T20:19:44.816766] [INFO ] [sig       ] CPA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:44.954818] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CPA.txt
[2025-12-25T20:19:44.954939] [INFO ] [sig       ] [782/3552] Completed CPA in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.5m
[2025-12-25T20:19:44.954979] [INFO ] [sig       ] [783/3552] Forecasting CPB...
[2025-12-25T20:19:44.955010] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-25T20:19:44.955040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-25T20:19:44.966654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-25T20:19:44.966986] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-25T20:19:44.967786] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-25T20:19:44.967850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:44.967884] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:44.967911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:44.967969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:45.023819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:45.024442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:45.024520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:45.024552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:45.140116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:45.140267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:45.140306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:45.140335] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:45.143652] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-12-25T20:19:45.143920] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-25T20:19:45.144041] [INFO ] [sig       ] CPB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:45.283038] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CPB.txt
[2025-12-25T20:19:45.283159] [INFO ] [sig       ] [783/3552] Completed CPB in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.5m
[2025-12-25T20:19:45.283198] [INFO ] [sig       ] [784/3552] Forecasting CPF...
[2025-12-25T20:19:45.283229] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-25T20:19:45.283258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-25T20:19:45.295400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-25T20:19:45.295771] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-25T20:19:45.296548] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-25T20:19:45.296632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:45.296668] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:45.296701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:45.296767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:45.354343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:45.355215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:45.355311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:45.355344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:45.471421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:45.471551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:45.471606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:45.471635] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:45.474860] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=42.84%)
[2025-12-25T20:19:45.475126] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-25T20:19:45.475246] [INFO ] [sig       ] CPF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:45.622404] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CPF.txt
[2025-12-25T20:19:45.622558] [INFO ] [sig       ] [784/3552] Completed CPF in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.5m
[2025-12-25T20:19:45.622616] [INFO ] [sig       ] [785/3552] Forecasting CPIX...
[2025-12-25T20:19:45.622647] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-25T20:19:45.622684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-25T20:19:45.634842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-25T20:19:45.635160] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-25T20:19:45.635930] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-25T20:19:45.635997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:45.636029] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:45.636055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:45.636112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:45.693130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:45.693981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:45.694062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:45.694094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:45.817565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:45.817722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:45.817761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:45.817789] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:45.821085] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-12-25T20:19:45.821352] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-25T20:19:45.821471] [INFO ] [sig       ] CPIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:46.023087] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CPIX.txt
[2025-12-25T20:19:46.023228] [INFO ] [sig       ] [785/3552] Completed CPIX in 0.4s | 2.79 sym/s | Total: 4.7m | ETA: 16.5m
[2025-12-25T20:19:46.023267] [INFO ] [sig       ] [786/3552] Forecasting CPK...
[2025-12-25T20:19:46.023297] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-25T20:19:46.023327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-25T20:19:46.035328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-25T20:19:46.035656] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-25T20:19:46.036416] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-25T20:19:46.036468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:46.036500] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:46.036527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:46.036603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:46.092549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:46.093407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:46.093492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:46.093525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:46.208462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:46.208628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:46.208670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:46.208698] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:46.212410] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=82.42%)
[2025-12-25T20:19:46.212697] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-25T20:19:46.212823] [INFO ] [sig       ] CPK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:46.352348] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CPK.txt
[2025-12-25T20:19:46.352525] [INFO ] [sig       ] [786/3552] Completed CPK in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.5m
[2025-12-25T20:19:46.352589] [INFO ] [sig       ] [787/3552] Forecasting CPNG...
[2025-12-25T20:19:46.352649] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-25T20:19:46.352683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-25T20:19:46.364635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-25T20:19:46.365032] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-25T20:19:46.365834] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-25T20:19:46.365887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:46.365918] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:46.365945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:46.366002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:46.422565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:46.423419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:46.423507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:46.423540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:46.547595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:46.547750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:46.547790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:46.547818] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:46.551217] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-25T20:19:46.551486] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-25T20:19:46.551643] [INFO ] [sig       ] CPNG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:46.694874] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CPNG.txt
[2025-12-25T20:19:46.695074] [INFO ] [sig       ] [787/3552] Completed CPNG in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.5m
[2025-12-25T20:19:46.695122] [INFO ] [sig       ] [788/3552] Forecasting CPRI...
[2025-12-25T20:19:46.695155] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-25T20:19:46.695190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-25T20:19:46.708210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-25T20:19:46.708607] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-25T20:19:46.709429] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-25T20:19:46.709482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:46.709512] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:46.709540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:46.709613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:46.766538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:46.767412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:46.767539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:46.767591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:46.886791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:46.886950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:46.886991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:46.887019] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:46.890520] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-25T20:19:46.890855] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-25T20:19:46.891009] [INFO ] [sig       ] CPRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:47.031805] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CPRI.txt
[2025-12-25T20:19:47.031982] [INFO ] [sig       ] [788/3552] Completed CPRI in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.5m
[2025-12-25T20:19:47.032024] [INFO ] [sig       ] [789/3552] Forecasting CPRX...
[2025-12-25T20:19:47.032055] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-25T20:19:47.032085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-25T20:19:47.044272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-25T20:19:47.044689] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-25T20:19:47.045473] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-25T20:19:47.045527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:47.045559] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:47.045605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:47.045665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:47.102350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:47.103216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:47.103298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:47.103331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:47.220558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:47.220736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:47.220777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:47.220805] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:47.224158] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: DOWN (p=4.68%)
[2025-12-25T20:19:47.224436] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-25T20:19:47.224567] [INFO ] [sig       ] CPRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:47.362990] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CPRX.txt
[2025-12-25T20:19:47.363154] [INFO ] [sig       ] [789/3552] Completed CPRX in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.5m
[2025-12-25T20:19:47.363203] [INFO ] [sig       ] [790/3552] Forecasting CPS...
[2025-12-25T20:19:47.363236] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-25T20:19:47.363303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-25T20:19:47.375197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-25T20:19:47.375539] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-25T20:19:47.376386] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-25T20:19:47.376440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:47.376472] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:47.376499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:47.376557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:47.432884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:47.433786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:47.433871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:47.433903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:47.556367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:47.556524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:47.556597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:47.556628] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:47.560006] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=55.33%)
[2025-12-25T20:19:47.560277] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-25T20:19:47.560403] [INFO ] [sig       ] CPS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:47.697791] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CPS.txt
[2025-12-25T20:19:47.697944] [INFO ] [sig       ] [790/3552] Completed CPS in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.5m
[2025-12-25T20:19:47.697983] [INFO ] [sig       ] [791/3552] Forecasting CPSH...
[2025-12-25T20:19:47.698014] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-25T20:19:47.698042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-25T20:19:47.709664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-25T20:19:47.709976] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-25T20:19:47.710746] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-25T20:19:47.710797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:47.710829] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:47.710856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:47.710912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:47.766759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:47.767343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:47.767420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:47.767452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:47.892945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:47.893090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:47.893129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:47.893158] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:47.896448] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-25T20:19:47.896734] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-25T20:19:47.896857] [INFO ] [sig       ] CPSH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:48.036227] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CPSH.txt
[2025-12-25T20:19:48.036364] [INFO ] [sig       ] [791/3552] Completed CPSH in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.5m
[2025-12-25T20:19:48.036405] [INFO ] [sig       ] [792/3552] Forecasting CPSS...
[2025-12-25T20:19:48.036434] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-25T20:19:48.036466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-25T20:19:48.047693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-25T20:19:48.048021] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-25T20:19:48.048801] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-25T20:19:48.048854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:48.048886] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:48.048913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:48.048970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:48.107020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:48.107631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:48.107709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:48.107741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:48.215265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:48.215422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:48.215461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:48.215490] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:48.218883] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=51.46%)
[2025-12-25T20:19:48.219176] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-25T20:19:48.219300] [INFO ] [sig       ] CPSS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:48.357161] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CPSS.txt
[2025-12-25T20:19:48.357292] [INFO ] [sig       ] [792/3552] Completed CPSS in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.5m
[2025-12-25T20:19:48.357331] [INFO ] [sig       ] [793/3552] Forecasting CPZ...
[2025-12-25T20:19:48.357365] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-25T20:19:48.357396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-25T20:19:48.369737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-25T20:19:48.370071] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-25T20:19:48.370873] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-25T20:19:48.370926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:48.370959] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:48.370988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:48.371048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:48.427161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:48.428020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:48.428107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:48.428140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:48.545427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:48.545600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:48.545642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:48.545671] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:48.549002] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-25T20:19:48.552245] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-25T20:19:48.552407] [INFO ] [sig       ] CPZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:48.693846] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CPZ.txt
[2025-12-25T20:19:48.694015] [INFO ] [sig       ] [793/3552] Completed CPZ in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.5m
[2025-12-25T20:19:48.694056] [INFO ] [sig       ] [794/3552] Forecasting CQP...
[2025-12-25T20:19:48.694086] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-25T20:19:48.694124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-25T20:19:48.706689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-25T20:19:48.707119] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-25T20:19:48.707941] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-25T20:19:48.707995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:48.708042] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:48.708071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:48.708131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:48.765783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:48.766659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:48.766746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:48.766778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:48.882557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:48.882731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:48.882771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:48.882800] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:48.886155] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-25T20:19:48.886434] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-25T20:19:48.886560] [INFO ] [sig       ] CQP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:49.027118] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CQP.txt
[2025-12-25T20:19:49.027287] [INFO ] [sig       ] [794/3552] Completed CQP in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.5m
[2025-12-25T20:19:49.027327] [INFO ] [sig       ] [795/3552] Forecasting CRAI...
[2025-12-25T20:19:49.027358] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-25T20:19:49.027396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-25T20:19:49.039705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-25T20:19:49.040130] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-25T20:19:49.041007] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-25T20:19:49.041064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:49.041134] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:49.041174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:49.041257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:49.100541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:49.101386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:49.101469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:49.101501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:49.219379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:49.219536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:49.219594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:49.219625] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:49.222967] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-25T20:19:49.223236] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-25T20:19:49.223361] [INFO ] [sig       ] CRAI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:49.362073] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRAI.txt
[2025-12-25T20:19:49.362211] [INFO ] [sig       ] [795/3552] Completed CRAI in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-25T20:19:49.362253] [INFO ] [sig       ] [796/3552] Forecasting CRBG...
[2025-12-25T20:19:49.362283] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-25T20:19:49.362333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-25T20:19:49.373979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-25T20:19:49.374295] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-25T20:19:49.375072] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-25T20:19:49.375123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:49.375155] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:49.375181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:49.375239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:49.431370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:49.431986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:49.432066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:49.432097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:49.550240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:49.550394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:49.550435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:49.550463] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:49.553874] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=13.22%)
[2025-12-25T20:19:49.554145] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-25T20:19:49.554267] [INFO ] [sig       ] CRBG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:49.692537] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRBG.txt
[2025-12-25T20:19:49.692672] [INFO ] [sig       ] [796/3552] Completed CRBG in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-25T20:19:49.692711] [INFO ] [sig       ] [797/3552] Forecasting CRBP...
[2025-12-25T20:19:49.692741] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-25T20:19:49.692770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-25T20:19:49.704516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-25T20:19:49.704873] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-25T20:19:49.705660] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-25T20:19:49.705712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:49.705745] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:49.705771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:49.705828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:49.761920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:49.762508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:49.762602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:49.762637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:49.878667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:49.878789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:49.878827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:49.878854] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:49.884681] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=60.42%)
[2025-12-25T20:19:49.885116] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-25T20:19:49.885276] [INFO ] [sig       ] CRBP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:50.028254] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRBP.txt
[2025-12-25T20:19:50.028391] [INFO ] [sig       ] [797/3552] Completed CRBP in 0.3s | 2.79 sym/s | Total: 4.8m | ETA: 16.4m
[2025-12-25T20:19:50.028433] [INFO ] [sig       ] [798/3552] Forecasting CRC...
[2025-12-25T20:19:50.028474] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-25T20:19:50.028511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-25T20:19:50.042412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-25T20:19:50.042758] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-25T20:19:50.043551] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-25T20:19:50.043626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:50.043659] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:50.043685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:50.043743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:50.100415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:50.101083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:50.101175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:50.101208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:50.220850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:50.220985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:50.221022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:50.221084] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:50.224353] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-12-25T20:19:50.224645] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-25T20:19:50.224770] [INFO ] [sig       ] CRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:50.368978] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRC.txt
[2025-12-25T20:19:50.369140] [INFO ] [sig       ] [798/3552] Completed CRC in 0.3s | 2.79 sym/s | Total: 4.8m | ETA: 16.4m
[2025-12-25T20:19:50.369184] [INFO ] [sig       ] [799/3552] Forecasting CRDF...
[2025-12-25T20:19:50.369215] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-25T20:19:50.369246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-25T20:19:50.380972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-25T20:19:50.381298] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-25T20:19:50.382074] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-25T20:19:50.382126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:50.382157] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:50.382183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:50.382241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:50.438830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:50.439436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:50.439513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:50.439545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:50.563066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:50.563226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:50.563277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:50.563314] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:50.567871] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-25T20:19:50.568295] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-25T20:19:50.568477] [INFO ] [sig       ] CRDF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:50.709833] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRDF.txt
[2025-12-25T20:19:50.709985] [INFO ] [sig       ] [799/3552] Completed CRDF in 0.3s | 2.79 sym/s | Total: 4.8m | ETA: 16.4m
[2025-12-25T20:19:50.710024] [INFO ] [sig       ] [800/3552] Forecasting CRDO...
[2025-12-25T20:19:50.710054] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-25T20:19:50.710083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-25T20:19:50.721786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-25T20:19:50.722131] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-25T20:19:50.722976] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-25T20:19:50.723030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:50.723063] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:50.723089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:50.723149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:50.779493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:50.780299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:50.780382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:50.780414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:50.900282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:50.900449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:50.900491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:50.900520] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:50.904359] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: UP (p=60.66%)
[2025-12-25T20:19:50.904680] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-25T20:19:50.904832] [INFO ] [sig       ] CRDO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:51.051592] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRDO.txt
[2025-12-25T20:19:51.051779] [INFO ] [sig       ] [800/3552] Completed CRDO in 0.3s | 2.79 sym/s | Total: 4.8m | ETA: 16.4m
[2025-12-25T20:19:51.051831] [INFO ] [sig       ] [801/3552] Forecasting CRESY...
[2025-12-25T20:19:51.051878] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-25T20:19:51.051927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-25T20:19:51.064990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-25T20:19:51.065462] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-25T20:19:51.066332] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-25T20:19:51.066387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:51.066418] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:51.066444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:51.066515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:51.130206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:51.131280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:51.131377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:51.131414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:51.264619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:51.264766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:51.264807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:51.264851] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:51.268196] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: UP (p=59.10%)
[2025-12-25T20:19:51.268471] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-25T20:19:51.268617] [INFO ] [sig       ] CRESY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:51.414691] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRESY.txt
[2025-12-25T20:19:51.414849] [INFO ] [sig       ] [801/3552] Completed CRESY in 0.4s | 2.79 sym/s | Total: 4.8m | ETA: 16.4m
[2025-12-25T20:19:51.414891] [INFO ] [sig       ] [802/3552] Forecasting CREX...
[2025-12-25T20:19:51.414920] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-25T20:19:51.414959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-25T20:19:51.426293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-25T20:19:51.426629] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-25T20:19:51.427396] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-25T20:19:51.427448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:51.427479] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:51.427506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:51.427563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:51.484127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:51.484752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:51.484837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:51.484870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:51.602906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:51.603062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:51.603102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:51.603130] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:51.606459] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=23.21%)
[2025-12-25T20:19:51.606748] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-25T20:19:51.606874] [INFO ] [sig       ] CREX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:51.746159] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CREX.txt
[2025-12-25T20:19:51.746290] [INFO ] [sig       ] [802/3552] Completed CREX in 0.3s | 2.79 sym/s | Total: 4.8m | ETA: 16.4m
[2025-12-25T20:19:51.746329] [INFO ] [sig       ] [803/3552] Forecasting CRGO...
[2025-12-25T20:19:51.746358] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-25T20:19:51.746392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-25T20:19:51.758329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-25T20:19:51.758685] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-25T20:19:51.759527] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-25T20:19:51.759610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:51.759648] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:51.759676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:51.759739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:51.816956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:51.817545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:51.817638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:51.817684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:51.936525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:51.936667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:51.936707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:51.936735] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:51.940061] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2025-12-25T20:19:51.940327] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-25T20:19:51.940448] [INFO ] [sig       ] CRGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:52.078484] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRGO.txt
[2025-12-25T20:19:52.078614] [INFO ] [sig       ] [803/3552] Completed CRGO in 0.3s | 2.79 sym/s | Total: 4.8m | ETA: 16.4m
[2025-12-25T20:19:52.078655] [INFO ] [sig       ] [804/3552] Forecasting CRGY...
[2025-12-25T20:19:52.078684] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-25T20:19:52.078721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-25T20:19:52.090477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-25T20:19:52.090824] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-25T20:19:52.091601] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-25T20:19:52.091654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:52.091686] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:52.091713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:52.091771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:52.147242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:52.147842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:52.147919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:52.147951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:52.263883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:52.264048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:52.264088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:52.264116] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:52.267538] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-12-25T20:19:52.267832] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-25T20:19:52.267965] [INFO ] [sig       ] CRGY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:52.405893] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRGY.txt
[2025-12-25T20:19:52.406039] [INFO ] [sig       ] [804/3552] Completed CRGY in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 16.4m
[2025-12-25T20:19:52.406079] [INFO ] [sig       ] [805/3552] Forecasting CRH...
[2025-12-25T20:19:52.406108] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-25T20:19:52.406138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-25T20:19:52.418259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-25T20:19:52.418627] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-25T20:19:52.419479] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-25T20:19:52.419532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:52.419564] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:52.419634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:52.419702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:52.476049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:52.476820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:52.476934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:52.476978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:52.599724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:52.599871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:52.599912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:52.599940] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:52.603245] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=16.75%)
[2025-12-25T20:19:52.603530] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-25T20:19:52.603673] [INFO ] [sig       ] CRH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:52.744146] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRH.txt
[2025-12-25T20:19:52.744286] [INFO ] [sig       ] [805/3552] Completed CRH in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 16.4m
[2025-12-25T20:19:52.744330] [INFO ] [sig       ] [806/3552] Forecasting CRI...
[2025-12-25T20:19:52.744388] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-25T20:19:52.744420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-25T20:19:52.756416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-25T20:19:52.756755] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-25T20:19:52.757534] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-25T20:19:52.757615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:52.757649] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:52.757676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:52.757734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:52.815086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:52.815729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:52.815826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:52.815864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:52.937716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:52.937860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:52.937904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:52.937942] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:52.941447] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-12-25T20:19:52.941733] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-25T20:19:52.941863] [INFO ] [sig       ] CRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:53.084396] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRI.txt
[2025-12-25T20:19:53.084535] [INFO ] [sig       ] [806/3552] Completed CRI in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 16.4m
[2025-12-25T20:19:53.084591] [INFO ] [sig       ] [807/3552] Forecasting CRIS...
[2025-12-25T20:19:53.084623] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-25T20:19:53.084657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-25T20:19:53.097650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-25T20:19:53.098005] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-25T20:19:53.098809] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-25T20:19:53.098863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:53.098896] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:53.098923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:53.098980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:53.157284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:53.157917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:53.158003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:53.158036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:53.282834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:53.282986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:53.283026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:53.283054] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:53.286497] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: UP (p=73.47%)
[2025-12-25T20:19:53.286789] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-25T20:19:53.286927] [INFO ] [sig       ] CRIS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:53.427131] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRIS.txt
[2025-12-25T20:19:53.427296] [INFO ] [sig       ] [807/3552] Completed CRIS in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 16.4m
[2025-12-25T20:19:53.427336] [INFO ] [sig       ] [808/3552] Forecasting CRK...
[2025-12-25T20:19:53.427367] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-25T20:19:53.427425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-25T20:19:53.441031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-25T20:19:53.441514] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-25T20:19:53.442534] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-25T20:19:53.442618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:53.442659] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:53.442694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:53.442772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:53.506430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:53.507306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:53.507392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:53.507424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:53.625913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:53.626062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:53.626102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:53.626133] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:53.629561] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=27.99%)
[2025-12-25T20:19:53.629855] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-25T20:19:53.629992] [INFO ] [sig       ] CRK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:53.771905] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRK.txt
[2025-12-25T20:19:53.772100] [INFO ] [sig       ] [808/3552] Completed CRK in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 16.4m
[2025-12-25T20:19:53.772147] [INFO ] [sig       ] [809/3552] Forecasting CRL...
[2025-12-25T20:19:53.772179] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-25T20:19:53.772271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-25T20:19:53.785387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-25T20:19:53.785783] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-25T20:19:53.786556] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-25T20:19:53.786627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:53.786660] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:53.786688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:53.786746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:53.843434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:53.844365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:53.844456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:53.844491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:53.971614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:53.971773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:53.971814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:53.971844] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:53.975414] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-25T20:19:53.975759] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-25T20:19:53.975901] [INFO ] [sig       ] CRL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:54.126868] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRL.txt
[2025-12-25T20:19:54.127041] [INFO ] [sig       ] [809/3552] Completed CRL in 0.4s | 2.80 sym/s | Total: 4.8m | ETA: 16.4m
[2025-12-25T20:19:54.127083] [INFO ] [sig       ] [810/3552] Forecasting CRM...
[2025-12-25T20:19:54.127112] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-25T20:19:54.127142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-25T20:19:54.140020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-25T20:19:54.140410] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-25T20:19:54.141206] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-25T20:19:54.141258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:54.141288] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:54.141315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:54.141372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:54.200588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:54.201433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:54.201528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:54.201562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:54.320056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:54.320217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:54.320258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:54.320286] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:54.323675] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-25T20:19:54.323955] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-25T20:19:54.324083] [INFO ] [sig       ] CRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:54.463535] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRM.txt
[2025-12-25T20:19:54.463695] [INFO ] [sig       ] [810/3552] Completed CRM in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-25T20:19:54.463735] [INFO ] [sig       ] [811/3552] Forecasting CRMD...
[2025-12-25T20:19:54.463765] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-25T20:19:54.463794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-25T20:19:54.476445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-25T20:19:54.476793] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-25T20:19:54.477545] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-25T20:19:54.477616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:54.477649] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:54.477675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:54.477732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:54.534151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:54.534840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:54.534920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:54.534953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:54.651111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:54.651258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:54.651297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:54.651325] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:54.654671] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: UP (p=68.33%)
[2025-12-25T20:19:54.654940] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-25T20:19:54.655062] [INFO ] [sig       ] CRMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:54.795709] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRMD.txt
[2025-12-25T20:19:54.795917] [INFO ] [sig       ] [811/3552] Completed CRMD in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-25T20:19:54.795962] [INFO ] [sig       ] [812/3552] Forecasting CRML...
[2025-12-25T20:19:54.795998] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-25T20:19:54.796073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-25T20:19:54.809842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-25T20:19:54.810177] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-25T20:19:54.810947] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-25T20:19:54.810999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:54.811057] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:54.811085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:54.811143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:54.867612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:54.868207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:54.868289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:54.868321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:54.990318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:54.990479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:54.990517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:54.990545] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:54.993916] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=19.36%)
[2025-12-25T20:19:54.994259] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-25T20:19:54.994410] [INFO ] [sig       ] CRML: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:55.133380] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRML.txt
[2025-12-25T20:19:55.133536] [INFO ] [sig       ] [812/3552] Completed CRML in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-25T20:19:55.133594] [INFO ] [sig       ] [813/3552] Forecasting CRNC...
[2025-12-25T20:19:55.133627] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-25T20:19:55.133685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-25T20:19:55.147338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-25T20:19:55.147717] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-25T20:19:55.148472] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-25T20:19:55.148524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:55.148556] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:55.148604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:55.148664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:55.208351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:55.209223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:55.209308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:55.209341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:55.328252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:55.328410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:55.328450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:55.328478] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:55.331823] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=31.69%)
[2025-12-25T20:19:55.332089] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-25T20:19:55.332209] [INFO ] [sig       ] CRNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:55.470756] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRNC.txt
[2025-12-25T20:19:55.470872] [INFO ] [sig       ] [813/3552] Completed CRNC in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-25T20:19:55.470912] [INFO ] [sig       ] [814/3552] Forecasting CRNX...
[2025-12-25T20:19:55.470941] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-25T20:19:55.470970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-25T20:19:55.484017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-25T20:19:55.484329] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-25T20:19:55.485126] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-25T20:19:55.485179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:55.485211] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:55.485237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:55.485295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:55.541279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:55.541895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:55.541978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:55.542011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:55.666441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:55.666632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:55.666674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:55.666702] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:55.670063] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=26.01%)
[2025-12-25T20:19:55.670331] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-25T20:19:55.670460] [INFO ] [sig       ] CRNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:55.807902] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRNX.txt
[2025-12-25T20:19:55.808039] [INFO ] [sig       ] [814/3552] Completed CRNX in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 16.3m
[2025-12-25T20:19:55.808079] [INFO ] [sig       ] [815/3552] Forecasting CRON...
[2025-12-25T20:19:55.808108] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-25T20:19:55.808139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-25T20:19:55.820535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-25T20:19:55.820864] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-25T20:19:55.821649] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-25T20:19:55.821701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:55.821732] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:55.821759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:55.821817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:55.878333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:55.878927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:55.879010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:55.879042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:55.998293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:55.998413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:55.998451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:55.998510] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:56.001752] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-12-25T20:19:56.002018] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-25T20:19:56.002143] [INFO ] [sig       ] CRON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:56.140592] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRON.txt
[2025-12-25T20:19:56.140703] [INFO ] [sig       ] [815/3552] Completed CRON in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 16.3m
[2025-12-25T20:19:56.140740] [INFO ] [sig       ] [816/3552] Forecasting CROX...
[2025-12-25T20:19:56.140769] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-25T20:19:56.140799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-25T20:19:56.153434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-25T20:19:56.153761] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-25T20:19:56.154506] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-25T20:19:56.154557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:56.154610] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:56.154639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:56.154697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:56.211693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:56.212268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:56.212347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:56.212393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:56.328328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:56.328457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:56.328494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:56.328522] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:56.331791] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-12-25T20:19:56.332053] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-25T20:19:56.332174] [INFO ] [sig       ] CROX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:56.469743] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CROX.txt
[2025-12-25T20:19:56.469855] [INFO ] [sig       ] [816/3552] Completed CROX in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 16.3m
[2025-12-25T20:19:56.469893] [INFO ] [sig       ] [817/3552] Forecasting CRS...
[2025-12-25T20:19:56.469922] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-25T20:19:56.469950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-25T20:19:56.481899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-25T20:19:56.482205] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-25T20:19:56.482967] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-25T20:19:56.483019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:56.483050] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:56.483076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:56.483134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:56.538658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:56.539278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:56.539357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:56.539389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:56.657558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:56.657707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:56.657747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:56.657776] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:56.661111] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-25T20:19:56.661382] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-25T20:19:56.661510] [INFO ] [sig       ] CRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:56.800841] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRS.txt
[2025-12-25T20:19:56.800994] [INFO ] [sig       ] [817/3552] Completed CRS in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 16.3m
[2025-12-25T20:19:56.801035] [INFO ] [sig       ] [818/3552] Forecasting CRSP...
[2025-12-25T20:19:56.801064] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-25T20:19:56.801094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-25T20:19:56.813474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-25T20:19:56.813876] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-25T20:19:56.814652] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-25T20:19:56.814715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:56.814748] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:56.814776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:56.814833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:56.871550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:56.872302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:56.872392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:56.872424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:56.992743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:56.992901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:56.992939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:56.992967] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:56.996718] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=55.98%)
[2025-12-25T20:19:56.997002] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-25T20:19:56.997130] [INFO ] [sig       ] CRSP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:57.141032] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRSP.txt
[2025-12-25T20:19:57.141193] [INFO ] [sig       ] [818/3552] Completed CRSP in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 16.3m
[2025-12-25T20:19:57.141234] [INFO ] [sig       ] [819/3552] Forecasting CRTO...
[2025-12-25T20:19:57.141265] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-25T20:19:57.141295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-25T20:19:57.153491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-25T20:19:57.153892] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-25T20:19:57.154669] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-25T20:19:57.154721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:57.154753] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:57.154779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:57.154836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:57.212273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:57.213096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:57.213184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:57.213217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:57.334197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:57.334354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:57.334395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:57.334423] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:57.337802] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=30.29%)
[2025-12-25T20:19:57.338079] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-25T20:19:57.338204] [INFO ] [sig       ] CRTO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:57.478881] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRTO.txt
[2025-12-25T20:19:57.479052] [INFO ] [sig       ] [819/3552] Completed CRTO in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 16.3m
[2025-12-25T20:19:57.479119] [INFO ] [sig       ] [820/3552] Forecasting CRUS...
[2025-12-25T20:19:57.479158] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-25T20:19:57.479188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-25T20:19:57.491565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-25T20:19:57.491959] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-25T20:19:57.492748] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-25T20:19:57.492802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:57.492833] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:57.492860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:57.492917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:57.550679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:57.551643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:57.551731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:57.551763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:57.672775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:57.672932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:57.672970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:57.673005] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:57.676377] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=73.01%)
[2025-12-25T20:19:57.676678] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-25T20:19:57.676811] [INFO ] [sig       ] CRUS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:57.820725] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRUS.txt
[2025-12-25T20:19:57.820891] [INFO ] [sig       ] [820/3552] Completed CRUS in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 16.3m
[2025-12-25T20:19:57.820933] [INFO ] [sig       ] [821/3552] Forecasting CRVL...
[2025-12-25T20:19:57.820963] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-25T20:19:57.820993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-25T20:19:57.833048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-25T20:19:57.833428] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-25T20:19:57.834206] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-25T20:19:57.834257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:57.834289] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:57.834315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:57.834372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:57.892957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:57.893767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:57.893857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:57.893889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:58.011867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:58.012030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:58.012070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:58.012098] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:58.015466] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-12-25T20:19:58.015768] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-25T20:19:58.015899] [INFO ] [sig       ] CRVL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:58.154717] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRVL.txt
[2025-12-25T20:19:58.154873] [INFO ] [sig       ] [821/3552] Completed CRVL in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 16.3m
[2025-12-25T20:19:58.154921] [INFO ] [sig       ] [822/3552] Forecasting CRVO...
[2025-12-25T20:19:58.154951] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-25T20:19:58.154981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-25T20:19:58.167041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-25T20:19:58.167426] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-25T20:19:58.168215] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-25T20:19:58.168268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:58.168300] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:58.168327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:58.168393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:58.225034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:58.225870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:58.225992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:58.226026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:58.345716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:58.345877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:58.345916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:58.345944] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:58.349357] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: DOWN (p=32.19%)
[2025-12-25T20:19:58.349661] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-25T20:19:58.349796] [INFO ] [sig       ] CRVO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:58.492271] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRVO.txt
[2025-12-25T20:19:58.492462] [INFO ] [sig       ] [822/3552] Completed CRVO in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 16.3m
[2025-12-25T20:19:58.492508] [INFO ] [sig       ] [823/3552] Forecasting CRVS...
[2025-12-25T20:19:58.492539] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-25T20:19:58.492613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-25T20:19:58.505287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-25T20:19:58.505694] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-25T20:19:58.506476] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-25T20:19:58.506528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:58.506560] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:58.506619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:58.506679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:58.565069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:58.565871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:58.565959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:58.565991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:58.691529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:58.691703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:58.691743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:58.691771] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:58.695209] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=63.01%)
[2025-12-25T20:19:58.695507] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-25T20:19:58.695669] [INFO ] [sig       ] CRVS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:58.835347] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRVS.txt
[2025-12-25T20:19:58.835501] [INFO ] [sig       ] [823/3552] Completed CRVS in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 16.3m
[2025-12-25T20:19:58.835543] [INFO ] [sig       ] [824/3552] Forecasting CRWD...
[2025-12-25T20:19:58.835592] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-25T20:19:58.835630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-25T20:19:58.847700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-25T20:19:58.848086] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-25T20:19:58.848865] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-25T20:19:58.848918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:58.848949] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:58.848976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:58.849033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:58.905235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:58.906023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:58.906112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:58.906144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:59.025154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:59.025312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:59.025350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:59.025379] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:59.028762] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=89.25%)
[2025-12-25T20:19:59.029045] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-25T20:19:59.029197] [INFO ] [sig       ] CRWD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:59.171021] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRWD.txt
[2025-12-25T20:19:59.171180] [INFO ] [sig       ] [824/3552] Completed CRWD in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-25T20:19:59.171222] [INFO ] [sig       ] [825/3552] Forecasting CRWS...
[2025-12-25T20:19:59.171254] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-25T20:19:59.171284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-25T20:19:59.183090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-25T20:19:59.183488] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-25T20:19:59.184260] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-25T20:19:59.184312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:59.184344] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:59.184371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:59.184429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:59.241993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:59.242813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:59.242901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:59.242935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:59.355736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:59.355895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:59.355956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:59.355987] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:59.359372] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: UP (p=87.54%)
[2025-12-25T20:19:59.359676] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-25T20:19:59.359807] [INFO ] [sig       ] CRWS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:19:59.500209] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRWS.txt
[2025-12-25T20:19:59.500411] [INFO ] [sig       ] [825/3552] Completed CRWS in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-25T20:19:59.500461] [INFO ] [sig       ] [826/3552] Forecasting CSAN...
[2025-12-25T20:19:59.500494] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-25T20:19:59.500524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-25T20:19:59.514858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-25T20:19:59.515308] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-25T20:19:59.516199] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-25T20:19:59.516251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:59.516282] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:59.516309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:59.516365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:59.575103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:59.576219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:59.576339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:59.576375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:19:59.702212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:19:59.702380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:19:59.702422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:19:59.702452] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:19:59.705976] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=34.46%)
[2025-12-25T20:19:59.706284] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-25T20:19:59.706426] [INFO ] [sig       ] CSAN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:19:59.848370] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSAN.txt
[2025-12-25T20:19:59.848554] [INFO ] [sig       ] [826/3552] Completed CSAN in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-25T20:19:59.848615] [INFO ] [sig       ] [827/3552] Forecasting CSB...
[2025-12-25T20:19:59.848646] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-25T20:19:59.848676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-25T20:19:59.864169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-25T20:19:59.864619] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-25T20:19:59.865453] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-25T20:19:59.865505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:19:59.865536] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:19:59.865563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:19:59.865641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:19:59.923451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:19:59.924328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:19:59.924419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:19:59.924478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:00.053705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:00.053872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:00.053913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:00.053942] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:00.057426] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: DOWN (p=48.47%)
[2025-12-25T20:20:00.057748] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-25T20:20:00.057888] [INFO ] [sig       ] CSB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:00.203899] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSB.txt
[2025-12-25T20:20:00.204068] [INFO ] [sig       ] [827/3552] Completed CSB in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-25T20:20:00.204108] [INFO ] [sig       ] [828/3552] Forecasting CSCO...
[2025-12-25T20:20:00.204149] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-25T20:20:00.204214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-25T20:20:00.216416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-25T20:20:00.216766] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-25T20:20:00.217519] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-25T20:20:00.217599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:00.217635] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:00.217662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:00.217720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:00.276023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:00.276886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:00.276975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:00.277008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:00.402332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:00.402492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:00.402529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:00.402558] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:00.405961] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-25T20:20:00.406259] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-25T20:20:00.406386] [INFO ] [sig       ] CSCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:00.553970] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSCO.txt
[2025-12-25T20:20:00.554151] [INFO ] [sig       ] [828/3552] Completed CSCO in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-25T20:20:00.554193] [INFO ] [sig       ] [829/3552] Forecasting CSGP...
[2025-12-25T20:20:00.554223] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-25T20:20:00.554252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-25T20:20:00.567504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-25T20:20:00.567922] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-25T20:20:00.568880] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-25T20:20:00.568931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:00.569017] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:00.569050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:00.569127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:00.629038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:00.630180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:00.630269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:00.630303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:00.764826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:00.764984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:00.765025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:00.765054] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:00.768492] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2025-12-25T20:20:00.768786] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-25T20:20:00.768916] [INFO ] [sig       ] CSGP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:00.914718] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSGP.txt
[2025-12-25T20:20:00.914910] [INFO ] [sig       ] [829/3552] Completed CSGP in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-25T20:20:00.914952] [INFO ] [sig       ] [830/3552] Forecasting CSGS...
[2025-12-25T20:20:00.914983] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-25T20:20:00.915013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-25T20:20:00.927650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-25T20:20:00.928042] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-25T20:20:00.929043] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-25T20:20:00.929119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:00.929153] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:00.929371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:00.929432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:00.989424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:00.990302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:00.990398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:00.990446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:01.121170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:01.121330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:01.121371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:01.121401] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:01.124956] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=16.12%)
[2025-12-25T20:20:01.125238] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-25T20:20:01.125366] [INFO ] [sig       ] CSGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:01.275133] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSGS.txt
[2025-12-25T20:20:01.275350] [INFO ] [sig       ] [830/3552] Completed CSGS in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-25T20:20:01.275397] [INFO ] [sig       ] [831/3552] Forecasting CSIQ...
[2025-12-25T20:20:01.275429] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-25T20:20:01.275463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-25T20:20:01.288555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-25T20:20:01.289008] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-25T20:20:01.290028] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-25T20:20:01.290093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:01.290134] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:01.290171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:01.290260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:01.349814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:01.350774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:01.350868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:01.350903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:01.480914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:01.481076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:01.481117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:01.481145] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:01.484615] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2025-12-25T20:20:01.484896] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-25T20:20:01.485026] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:01.638177] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSIQ.txt
[2025-12-25T20:20:01.638348] [INFO ] [sig       ] [831/3552] Completed CSIQ in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-25T20:20:01.638415] [INFO ] [sig       ] [832/3552] Forecasting CSPI...
[2025-12-25T20:20:01.638448] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-25T20:20:01.638479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-25T20:20:01.652718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-25T20:20:01.653148] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-25T20:20:01.654209] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-25T20:20:01.654264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:01.654296] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:01.654323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:01.654381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:01.717916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:01.718786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:01.718872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:01.718905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:01.840927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:01.841098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:01.841138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:01.841230] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:01.844860] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=70.65%)
[2025-12-25T20:20:01.845149] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-25T20:20:01.845287] [INFO ] [sig       ] CSPI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:01.991044] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CSPI.txt
[2025-12-25T20:20:01.991238] [INFO ] [sig       ] [832/3552] Completed CSPI in 0.4s | 2.80 sym/s | Total: 5.0m | ETA: 16.2m
[2025-12-25T20:20:01.991287] [INFO ] [sig       ] [833/3552] Forecasting CSQ...
[2025-12-25T20:20:01.991352] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-25T20:20:01.991386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-25T20:20:02.004754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-25T20:20:02.005129] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-25T20:20:02.006105] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-25T20:20:02.006168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:02.006206] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:02.006236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:02.006296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:02.070110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:02.071262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:02.071372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:02.071417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:02.197454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:02.197633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:02.197675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:02.197705] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:02.201366] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: UP (p=58.21%)
[2025-12-25T20:20:02.201674] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-25T20:20:02.201805] [INFO ] [sig       ] CSQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:02.344097] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CSQ.txt
[2025-12-25T20:20:02.344253] [INFO ] [sig       ] [833/3552] Completed CSQ in 0.4s | 2.80 sym/s | Total: 5.0m | ETA: 16.2m
[2025-12-25T20:20:02.344293] [INFO ] [sig       ] [834/3552] Forecasting CSTL...
[2025-12-25T20:20:02.344322] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-25T20:20:02.344353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-25T20:20:02.357365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-25T20:20:02.357754] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-25T20:20:02.358555] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-25T20:20:02.358628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:02.358662] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:02.358689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:02.358748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:02.415343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:02.416405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:02.416533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:02.416595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:02.551754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:02.551920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:02.551959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:02.551989] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:02.556073] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=43.23%)
[2025-12-25T20:20:02.556384] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-25T20:20:02.556732] [INFO ] [sig       ] CSTL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:02.705717] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSTL.txt
[2025-12-25T20:20:02.706622] [INFO ] [sig       ] [834/3552] Completed CSTL in 0.4s | 2.80 sym/s | Total: 5.0m | ETA: 16.2m
[2025-12-25T20:20:02.706787] [INFO ] [sig       ] [835/3552] Forecasting CSTM...
[2025-12-25T20:20:02.706836] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-25T20:20:02.706881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-25T20:20:02.721308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-25T20:20:02.721853] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-25T20:20:02.722782] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-25T20:20:02.722845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:02.722883] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:02.722911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:02.722971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:02.784168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:02.785108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:02.785349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:02.785397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:02.919760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:02.919936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:02.919998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:02.920039] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:02.923904] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=15.78%)
[2025-12-25T20:20:02.924196] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-25T20:20:02.924332] [INFO ] [sig       ] CSTM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:03.076898] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSTM.txt
[2025-12-25T20:20:03.077091] [INFO ] [sig       ] [835/3552] Completed CSTM in 0.4s | 2.80 sym/s | Total: 5.0m | ETA: 16.2m
[2025-12-25T20:20:03.077138] [INFO ] [sig       ] [836/3552] Forecasting CSWC...
[2025-12-25T20:20:03.077170] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-25T20:20:03.077203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-25T20:20:03.172376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-25T20:20:03.172819] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-25T20:20:03.173631] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-25T20:20:03.173684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:03.173716] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:03.173743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:03.173801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:03.231750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:03.232844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:03.232931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:03.232965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:03.358707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:03.358870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:03.358913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:03.358960] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:03.362726] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=14.65%)
[2025-12-25T20:20:03.363001] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-25T20:20:03.363133] [INFO ] [sig       ] CSWC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:03.509525] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSWC.txt
[2025-12-25T20:20:03.509745] [INFO ] [sig       ] [836/3552] Completed CSWC in 0.4s | 2.80 sym/s | Total: 5.0m | ETA: 16.2m
[2025-12-25T20:20:03.509795] [INFO ] [sig       ] [837/3552] Forecasting CSX...
[2025-12-25T20:20:03.509865] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-25T20:20:03.509911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-25T20:20:03.522848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-25T20:20:03.523224] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-25T20:20:03.524282] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-25T20:20:03.524335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:03.524366] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:03.524393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:03.524452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:03.582036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:03.582910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:03.582993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:03.583025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:03.709209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:03.709371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:03.709412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:03.709440] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:03.712899] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: UP (p=80.39%)
[2025-12-25T20:20:03.713187] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-25T20:20:03.713316] [INFO ] [sig       ] CSX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:03.855314] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CSX.txt
[2025-12-25T20:20:03.855497] [INFO ] [sig       ] [837/3552] Completed CSX in 0.3s | 2.80 sym/s | Total: 5.0m | ETA: 16.2m
[2025-12-25T20:20:03.855543] [INFO ] [sig       ] [838/3552] Forecasting CTAS...
[2025-12-25T20:20:03.855632] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-25T20:20:03.855673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-25T20:20:03.867733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-25T20:20:03.868079] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-25T20:20:03.868858] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-25T20:20:03.868910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:03.868941] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:03.868967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:03.869024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:03.925819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:03.926674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:03.926757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:03.926806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:04.042940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:04.043102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:04.043142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:04.043171] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:04.046556] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: UP (p=62.86%)
[2025-12-25T20:20:04.046858] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-25T20:20:04.046986] [INFO ] [sig       ] CTAS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:04.192706] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CTAS.txt
[2025-12-25T20:20:04.192880] [INFO ] [sig       ] [838/3552] Completed CTAS in 0.3s | 2.80 sym/s | Total: 5.0m | ETA: 16.2m
[2025-12-25T20:20:04.192932] [INFO ] [sig       ] [839/3552] Forecasting CTBB...
[2025-12-25T20:20:04.192960] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-25T20:20:04.192990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-25T20:20:04.207280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-25T20:20:04.207683] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-25T20:20:04.208447] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-25T20:20:04.208498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:04.208528] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:04.208555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:04.208633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:04.265399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:04.266261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:04.266406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:04.266454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:04.385249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:04.385400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:04.385440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:04.385468] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:04.388911] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=76.82%)
[2025-12-25T20:20:04.389244] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-25T20:20:04.389378] [INFO ] [sig       ] CTBB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:04.533203] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CTBB.txt
[2025-12-25T20:20:04.533359] [INFO ] [sig       ] [839/3552] Completed CTBB in 0.3s | 2.80 sym/s | Total: 5.0m | ETA: 16.2m
[2025-12-25T20:20:04.533400] [INFO ] [sig       ] [840/3552] Forecasting CTBI...
[2025-12-25T20:20:04.533430] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-25T20:20:04.533469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-25T20:20:04.545445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-25T20:20:04.545835] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-25T20:20:04.546615] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-25T20:20:04.546667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:04.546699] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:04.546737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:04.546797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:04.604287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:04.605118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:04.605201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:04.605235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:04.728435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:04.728607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:04.728648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:04.728676] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:04.732049] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: UP (p=86.22%)
[2025-12-25T20:20:04.732331] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-25T20:20:04.732455] [INFO ] [sig       ] CTBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:04.874891] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CTBI.txt
[2025-12-25T20:20:04.875055] [INFO ] [sig       ] [840/3552] Completed CTBI in 0.3s | 2.80 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-25T20:20:04.875096] [INFO ] [sig       ] [841/3552] Forecasting CTDD...
[2025-12-25T20:20:04.875131] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-25T20:20:04.875164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-25T20:20:04.887288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-25T20:20:04.887673] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-25T20:20:04.888454] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-25T20:20:04.888507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:04.888539] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:04.888565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:04.888650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:04.945275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:04.945961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:04.946060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:04.946095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:05.064804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:05.064964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:05.065003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:05.065031] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:05.068534] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-12-25T20:20:05.068817] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-25T20:20:05.068939] [INFO ] [sig       ] CTDD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:05.216003] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CTDD.txt
[2025-12-25T20:20:05.216168] [INFO ] [sig       ] [841/3552] Completed CTDD in 0.3s | 2.80 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-25T20:20:05.216208] [INFO ] [sig       ] [842/3552] Forecasting CTKB...
[2025-12-25T20:20:05.216239] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-25T20:20:05.216278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-25T20:20:05.229139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-25T20:20:05.229504] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-25T20:20:05.230402] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-25T20:20:05.230458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:05.230491] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:05.230518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:05.230603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:05.289630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:05.290508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:05.290616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:05.290653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:05.410341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:05.410502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:05.410541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:05.410589] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:05.413915] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-12-25T20:20:05.414186] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-25T20:20:05.414303] [INFO ] [sig       ] CTKB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:05.559554] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTKB.txt
[2025-12-25T20:20:05.559805] [INFO ] [sig       ] [842/3552] Completed CTKB in 0.3s | 2.80 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-25T20:20:05.559853] [INFO ] [sig       ] [843/3552] Forecasting CTLP...
[2025-12-25T20:20:05.559915] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-25T20:20:05.559965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-25T20:20:05.572570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-25T20:20:05.572977] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-25T20:20:05.573834] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-25T20:20:05.573887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:05.573919] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:05.573947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:05.574006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:05.631403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:05.632212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:05.632294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:05.632327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:05.750477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:05.750648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:05.750688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:05.750717] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:05.754046] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=54.72%)
[2025-12-25T20:20:05.754319] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-25T20:20:05.754443] [INFO ] [sig       ] CTLP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:05.896049] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CTLP.txt
[2025-12-25T20:20:05.896208] [INFO ] [sig       ] [843/3552] Completed CTLP in 0.3s | 2.80 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-25T20:20:05.896250] [INFO ] [sig       ] [844/3552] Forecasting CTMX...
[2025-12-25T20:20:05.896279] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-25T20:20:05.896315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-25T20:20:05.908234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-25T20:20:05.908662] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-25T20:20:05.909528] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-25T20:20:05.909604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:05.909642] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:05.909670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:05.909729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:05.967676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:05.968524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:05.968626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:05.968662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:06.090348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:06.090501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:06.090541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:06.090587] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:06.093982] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: DOWN (p=20.39%)
[2025-12-25T20:20:06.094267] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-25T20:20:06.094394] [INFO ] [sig       ] CTMX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:06.235071] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTMX.txt
[2025-12-25T20:20:06.235223] [INFO ] [sig       ] [844/3552] Completed CTMX in 0.3s | 2.80 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-25T20:20:06.235264] [INFO ] [sig       ] [845/3552] Forecasting CTNM...
[2025-12-25T20:20:06.235294] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-25T20:20:06.235323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-25T20:20:06.247484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-25T20:20:06.247829] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-25T20:20:06.248642] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-25T20:20:06.248694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:06.248727] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:06.248755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:06.248813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:06.314455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:06.315494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:06.315607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:06.315651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:06.443960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:06.444118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:06.444162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:06.444198] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:06.447828] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: DOWN (p=39.58%)
[2025-12-25T20:20:06.448125] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-25T20:20:06.448269] [INFO ] [sig       ] CTNM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:06.596758] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTNM.txt
[2025-12-25T20:20:06.596939] [INFO ] [sig       ] [845/3552] Completed CTNM in 0.4s | 2.80 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-25T20:20:06.596989] [INFO ] [sig       ] [846/3552] Forecasting CTO...
[2025-12-25T20:20:06.597067] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-25T20:20:06.597118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-25T20:20:06.610314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-25T20:20:06.610736] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-25T20:20:06.611770] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-25T20:20:06.611839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:06.611916] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:06.611953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:06.612036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:06.672468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:06.673418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:06.673508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:06.673542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:06.804179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:06.804345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:06.804398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:06.804433] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:06.808036] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-25T20:20:06.808374] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-25T20:20:06.808527] [INFO ] [sig       ] CTO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:06.956609] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTO.txt
[2025-12-25T20:20:06.956772] [INFO ] [sig       ] [846/3552] Completed CTO in 0.4s | 2.80 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-25T20:20:06.956815] [INFO ] [sig       ] [847/3552] Forecasting CTRA...
[2025-12-25T20:20:06.956846] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-25T20:20:06.956878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-25T20:20:06.970999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-25T20:20:06.971423] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-25T20:20:06.972282] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-25T20:20:06.972334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:06.972367] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:06.972393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:06.972451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:07.029045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:07.030003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:07.030091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:07.030124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:07.175464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:07.175648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:07.175690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:07.175718] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:07.179288] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=96.35%)
[2025-12-25T20:20:07.179613] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-25T20:20:07.179763] [INFO ] [sig       ] CTRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:07.327772] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CTRA.txt
[2025-12-25T20:20:07.327956] [INFO ] [sig       ] [847/3552] Completed CTRA in 0.4s | 2.80 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-25T20:20:07.328000] [INFO ] [sig       ] [848/3552] Forecasting CTRE...
[2025-12-25T20:20:07.328030] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-25T20:20:07.328060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-25T20:20:07.340554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-25T20:20:07.340918] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-25T20:20:07.341700] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-25T20:20:07.341752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:07.341784] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:07.341811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:07.341870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:07.398957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:07.399811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:07.399892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:07.399925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:07.521663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:07.521818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:07.521857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:07.521884] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:07.525609] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=73.77%)
[2025-12-25T20:20:07.525880] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-25T20:20:07.526001] [INFO ] [sig       ] CTRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:07.665834] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CTRE.txt
[2025-12-25T20:20:07.665975] [INFO ] [sig       ] [848/3552] Completed CTRE in 0.3s | 2.80 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-25T20:20:07.666016] [INFO ] [sig       ] [849/3552] Forecasting CTRM...
[2025-12-25T20:20:07.666045] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-25T20:20:07.666075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-25T20:20:07.677319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-25T20:20:07.677670] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-25T20:20:07.678429] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-25T20:20:07.678481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:07.678513] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:07.678540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:07.678619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:07.736510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:07.737113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:07.737190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:07.737225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:07.854986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:07.855131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:07.855169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:07.855231] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:07.858763] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-25T20:20:07.859028] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-25T20:20:07.859172] [INFO ] [sig       ] CTRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:08.003978] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTRM.txt
[2025-12-25T20:20:08.004104] [INFO ] [sig       ] [849/3552] Completed CTRM in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.1m
[2025-12-25T20:20:08.004143] [INFO ] [sig       ] [850/3552] Forecasting CTRN...
[2025-12-25T20:20:08.004173] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-25T20:20:08.004227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-25T20:20:08.016004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-25T20:20:08.016327] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-25T20:20:08.017110] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-25T20:20:08.017162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:08.017194] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:08.017225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:08.017283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:08.073487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:08.074109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:08.074188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:08.074220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:08.194681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:08.194837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:08.194876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:08.194904] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:08.198197] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-12-25T20:20:08.198465] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-25T20:20:08.198606] [INFO ] [sig       ] CTRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:08.338074] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTRN.txt
[2025-12-25T20:20:08.338212] [INFO ] [sig       ] [850/3552] Completed CTRN in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.1m
[2025-12-25T20:20:08.338253] [INFO ] [sig       ] [851/3552] Forecasting CTS...
[2025-12-25T20:20:08.338282] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-25T20:20:08.338319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-25T20:20:08.350147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-25T20:20:08.350493] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-25T20:20:08.351270] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-25T20:20:08.351323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:08.351355] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:08.351381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:08.351452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:08.408213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:08.408965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:08.409045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:08.409079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:08.532272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:08.532425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:08.532464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:08.532494] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:08.535828] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=44.68%)
[2025-12-25T20:20:08.536101] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-25T20:20:08.536225] [INFO ] [sig       ] CTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:08.673859] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTS.txt
[2025-12-25T20:20:08.674036] [INFO ] [sig       ] [851/3552] Completed CTS in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.1m
[2025-12-25T20:20:08.674077] [INFO ] [sig       ] [852/3552] Forecasting CTSH...
[2025-12-25T20:20:08.674108] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-25T20:20:08.674139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-25T20:20:08.687855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-25T20:20:08.688228] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-25T20:20:08.689274] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-25T20:20:08.689327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:08.689359] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:08.689385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:08.689444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:08.747057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:08.747932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:08.748019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:08.748054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:08.865768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:08.865928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:08.865970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:08.865999] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:08.869314] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=13.96%)
[2025-12-25T20:20:08.869606] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-25T20:20:08.869732] [INFO ] [sig       ] CTSH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:09.007889] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTSH.txt
[2025-12-25T20:20:09.008049] [INFO ] [sig       ] [852/3552] Completed CTSH in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.1m
[2025-12-25T20:20:09.008090] [INFO ] [sig       ] [853/3552] Forecasting CTVA...
[2025-12-25T20:20:09.008121] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-25T20:20:09.008173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-25T20:20:09.020217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-25T20:20:09.020550] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-25T20:20:09.021371] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-25T20:20:09.021436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:09.021471] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:09.021499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:09.021558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:09.079304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:09.079979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:09.080060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:09.080093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:09.204022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:09.204174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:09.204213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:09.204241] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:09.207594] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=17.18%)
[2025-12-25T20:20:09.207861] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-25T20:20:09.207983] [INFO ] [sig       ] CTVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:09.353051] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTVA.txt
[2025-12-25T20:20:09.353192] [INFO ] [sig       ] [853/3552] Completed CTVA in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.1m
[2025-12-25T20:20:09.353237] [INFO ] [sig       ] [854/3552] Forecasting CUBE...
[2025-12-25T20:20:09.353271] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-25T20:20:09.353309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-25T20:20:09.365448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-25T20:20:09.365807] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-25T20:20:09.366703] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-25T20:20:09.366758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:09.366792] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:09.366819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:09.366879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:09.424019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:09.424661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:09.424744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:09.424778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:09.542625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:09.542777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:09.542818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:09.542846] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:09.546203] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-12-25T20:20:09.546475] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-25T20:20:09.546805] [INFO ] [sig       ] CUBE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:09.695894] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CUBE.txt
[2025-12-25T20:20:09.696173] [INFO ] [sig       ] [854/3552] Completed CUBE in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.1m
[2025-12-25T20:20:09.696240] [INFO ] [sig       ] [855/3552] Forecasting CUBI...
[2025-12-25T20:20:09.696309] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-25T20:20:09.696350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-25T20:20:09.710142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-25T20:20:09.710531] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-25T20:20:09.711419] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-25T20:20:09.711473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:09.711506] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:09.711534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:09.711615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:09.769912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:09.770553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:09.770687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:09.770723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:09.897646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:09.897803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:09.897842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:09.897870] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:09.901335] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2025-12-25T20:20:09.901621] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-25T20:20:09.901745] [INFO ] [sig       ] CUBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:10.040097] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CUBI.txt
[2025-12-25T20:20:10.040231] [INFO ] [sig       ] [855/3552] Completed CUBI in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-25T20:20:10.040270] [INFO ] [sig       ] [856/3552] Forecasting CUK...
[2025-12-25T20:20:10.040303] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-25T20:20:10.040335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-25T20:20:10.052500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-25T20:20:10.052871] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-25T20:20:10.053690] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-25T20:20:10.053741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:10.053772] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:10.053800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:10.053857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:10.110751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:10.111467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:10.111630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:10.111679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:10.238096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:10.238246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:10.238286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:10.238317] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:10.241917] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=19.09%)
[2025-12-25T20:20:10.242189] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-25T20:20:10.242318] [INFO ] [sig       ] CUK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:10.380612] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CUK.txt
[2025-12-25T20:20:10.380753] [INFO ] [sig       ] [856/3552] Completed CUK in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-25T20:20:10.380794] [INFO ] [sig       ] [857/3552] Forecasting CULP...
[2025-12-25T20:20:10.380837] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-25T20:20:10.380868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-25T20:20:10.392229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-25T20:20:10.392589] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-25T20:20:10.393373] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-25T20:20:10.393426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:10.393458] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:10.393487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:10.393547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:10.450053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:10.450798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:10.450876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:10.450908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:10.552782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:10.552910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:10.552951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:10.552981] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:10.556369] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-25T20:20:10.556655] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-25T20:20:10.556776] [INFO ] [sig       ] CULP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:10.695717] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CULP.txt
[2025-12-25T20:20:10.695852] [INFO ] [sig       ] [857/3552] Completed CULP in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-25T20:20:10.695892] [INFO ] [sig       ] [858/3552] Forecasting CURI...
[2025-12-25T20:20:10.695925] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-25T20:20:10.695955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-25T20:20:10.707834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-25T20:20:10.708176] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-25T20:20:10.708983] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-25T20:20:10.709037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:10.709070] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:10.709124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:10.709194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:10.765670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:10.766326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:10.766404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:10.766436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:10.888967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:10.889147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:10.889188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:10.889216] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:10.892551] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: DOWN (p=46.12%)
[2025-12-25T20:20:10.892852] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-25T20:20:10.892975] [INFO ] [sig       ] CURI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:11.031738] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CURI.txt
[2025-12-25T20:20:11.031879] [INFO ] [sig       ] [858/3552] Completed CURI in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-25T20:20:11.031918] [INFO ] [sig       ] [859/3552] Forecasting CUZ...
[2025-12-25T20:20:11.031948] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-25T20:20:11.031978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-25T20:20:11.044436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-25T20:20:11.044801] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-25T20:20:11.045604] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-25T20:20:11.045663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:11.045697] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:11.045727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:11.045787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:11.105359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:11.106281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:11.106359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:11.106391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:11.228615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:11.228773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:11.228813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:11.228842] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:11.232237] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: DOWN (p=15.76%)
[2025-12-25T20:20:11.232514] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-25T20:20:11.232661] [INFO ] [sig       ] CUZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:11.374523] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CUZ.txt
[2025-12-25T20:20:11.374733] [INFO ] [sig       ] [859/3552] Completed CUZ in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-25T20:20:11.374776] [INFO ] [sig       ] [860/3552] Forecasting CVAC...
[2025-12-25T20:20:11.374805] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-25T20:20:11.374834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-25T20:20:11.387668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-25T20:20:11.388065] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-25T20:20:11.388917] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-25T20:20:11.388972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:11.389005] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:11.389034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:11.389121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:11.448004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:11.449067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:11.449176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:11.449209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:11.573714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:11.573874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:11.573932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:11.573962] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:11.577358] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-12-25T20:20:11.577654] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-25T20:20:11.577781] [INFO ] [sig       ] CVAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:11.719556] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CVAC.txt
[2025-12-25T20:20:11.719789] [INFO ] [sig       ] [860/3552] Completed CVAC in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-25T20:20:11.719841] [INFO ] [sig       ] [861/3552] Forecasting CVBF...
[2025-12-25T20:20:11.719870] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-25T20:20:11.719929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-25T20:20:11.732925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-25T20:20:11.733336] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-25T20:20:11.734368] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-25T20:20:11.734423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:11.734455] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:11.734482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:11.734541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:11.792217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:11.793268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:11.793351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:11.793383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:11.914429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:11.914603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:11.914644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:11.914672] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:11.917961] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=35.56%)
[2025-12-25T20:20:11.918233] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-25T20:20:11.918366] [INFO ] [sig       ] CVBF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:12.058308] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CVBF.txt
[2025-12-25T20:20:12.058506] [INFO ] [sig       ] [861/3552] Completed CVBF in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-25T20:20:12.058561] [INFO ] [sig       ] [862/3552] Forecasting CVCO...
[2025-12-25T20:20:12.058613] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-25T20:20:12.058646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-25T20:20:12.070656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-25T20:20:12.071022] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-25T20:20:12.071834] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-25T20:20:12.071888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:12.071921] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:12.071950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:12.072008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:12.130182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:12.131051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:12.131134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:12.131167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:12.255513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:12.255697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:12.255738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:12.255771] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:12.259286] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-25T20:20:12.259562] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-25T20:20:12.259706] [INFO ] [sig       ] CVCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:12.402031] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CVCO.txt
[2025-12-25T20:20:12.402178] [INFO ] [sig       ] [862/3552] Completed CVCO in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-25T20:20:12.402217] [INFO ] [sig       ] [863/3552] Forecasting CVE...
[2025-12-25T20:20:12.402246] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-25T20:20:12.402275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-25T20:20:12.415074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-25T20:20:12.415469] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-25T20:20:12.416275] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-25T20:20:12.416334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:12.416393] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:12.416422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:12.416483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:12.473076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:12.473715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:12.473793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:12.473825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:12.597664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:12.597814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:12.597854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:12.597882] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:12.601269] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=72.77%)
[2025-12-25T20:20:12.601539] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-25T20:20:12.601677] [INFO ] [sig       ] CVE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:12.741449] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CVE.txt
[2025-12-25T20:20:12.741609] [INFO ] [sig       ] [863/3552] Completed CVE in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-25T20:20:12.741651] [INFO ] [sig       ] [864/3552] Forecasting CVEO...
[2025-12-25T20:20:12.741681] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-25T20:20:12.741711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-25T20:20:12.753826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-25T20:20:12.754181] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-25T20:20:12.755040] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-25T20:20:12.755094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:12.755149] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:12.755181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:12.755240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:12.811808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:12.812460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:12.812538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:12.812588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:12.929883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:12.930034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:12.930074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:12.930103] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:12.933507] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-12-25T20:20:12.933803] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-25T20:20:12.933926] [INFO ] [sig       ] CVEO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:13.072799] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CVEO.txt
[2025-12-25T20:20:13.072935] [INFO ] [sig       ] [864/3552] Completed CVEO in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-25T20:20:13.072974] [INFO ] [sig       ] [865/3552] Forecasting CVGI...
[2025-12-25T20:20:13.073004] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-25T20:20:13.073032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-25T20:20:13.085158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-25T20:20:13.085519] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-25T20:20:13.086319] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-25T20:20:13.086373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:13.086405] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:13.086434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:13.086493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:13.143238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:13.143872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:13.143950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:13.143982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:13.264066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:13.264210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:13.264248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:13.264276] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:13.267551] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=14.65%)
[2025-12-25T20:20:13.267833] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-25T20:20:13.267956] [INFO ] [sig       ] CVGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:13.405056] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CVGI.txt
[2025-12-25T20:20:13.405173] [INFO ] [sig       ] [865/3552] Completed CVGI in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-25T20:20:13.405211] [INFO ] [sig       ] [866/3552] Forecasting CVI...
[2025-12-25T20:20:13.405241] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-25T20:20:13.405270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-25T20:20:13.417367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-25T20:20:13.417727] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-25T20:20:13.418476] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-25T20:20:13.418528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:13.418558] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:13.418604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:13.418664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:13.474164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:13.474765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:13.474843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:13.474875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:13.597629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:13.597804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:13.597847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:13.597905] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:13.601451] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=52.79%)
[2025-12-25T20:20:13.601738] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-25T20:20:13.601863] [INFO ] [sig       ] CVI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:13.739371] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CVI.txt
[2025-12-25T20:20:13.739496] [INFO ] [sig       ] [866/3552] Completed CVI in 0.3s | 2.80 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-25T20:20:13.739536] [INFO ] [sig       ] [867/3552] Forecasting CVKD...
[2025-12-25T20:20:13.739590] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-25T20:20:13.739636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-25T20:20:13.753209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-25T20:20:13.753555] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-25T20:20:13.754351] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-25T20:20:13.754407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:13.754440] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:13.754468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:13.754527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:13.811308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:13.812091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:13.812168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:13.812199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:13.932250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:13.932374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:13.932411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:13.932439] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:13.935677] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: DOWN (p=13.32%)
[2025-12-25T20:20:13.935945] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-25T20:20:13.936068] [INFO ] [sig       ] CVKD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:14.074058] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CVKD.txt
[2025-12-25T20:20:14.074226] [INFO ] [sig       ] [867/3552] Completed CVKD in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 16.0m
[2025-12-25T20:20:14.074275] [INFO ] [sig       ] [868/3552] Forecasting CVNA...
[2025-12-25T20:20:14.074306] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-25T20:20:14.074336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-25T20:20:14.086853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-25T20:20:14.087257] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-25T20:20:14.088090] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-25T20:20:14.088144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:14.088176] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:14.088204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:14.088264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:14.145585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:14.146438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:14.146521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:14.146553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:14.275175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:14.275338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:14.275385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:14.275414] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:14.278868] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=6.22%)
[2025-12-25T20:20:14.279187] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-25T20:20:14.279322] [INFO ] [sig       ] CVNA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:14.423469] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CVNA.txt
[2025-12-25T20:20:14.423641] [INFO ] [sig       ] [868/3552] Completed CVNA in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 16.0m
[2025-12-25T20:20:14.423710] [INFO ] [sig       ] [869/3552] Forecasting CVRX...
[2025-12-25T20:20:14.423747] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-25T20:20:14.423776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-25T20:20:14.435822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-25T20:20:14.436147] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-25T20:20:14.436975] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-25T20:20:14.437032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:14.437065] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:14.437093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:14.437154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:14.493315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:14.493931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:14.494012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:14.494046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:14.615496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:14.615637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:14.615674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:14.615703] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:14.619272] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2025-12-25T20:20:14.619538] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-25T20:20:14.619695] [INFO ] [sig       ] CVRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:14.761541] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CVRX.txt
[2025-12-25T20:20:14.761693] [INFO ] [sig       ] [869/3552] Completed CVRX in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 16.0m
[2025-12-25T20:20:14.761734] [INFO ] [sig       ] [870/3552] Forecasting CVS...
[2025-12-25T20:20:14.761762] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-25T20:20:14.761799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-25T20:20:14.773837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-25T20:20:14.774159] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-25T20:20:14.775102] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-25T20:20:14.775154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:14.775186] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:14.775213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:14.775270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:14.832248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:14.832848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:14.832927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:14.832958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:14.956397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:14.956527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:14.956564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:14.956610] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:14.959850] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-12-25T20:20:14.960118] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-25T20:20:14.960239] [INFO ] [sig       ] CVS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:15.104836] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CVS.txt
[2025-12-25T20:20:15.105003] [INFO ] [sig       ] [870/3552] Completed CVS in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-25T20:20:15.105045] [INFO ] [sig       ] [871/3552] Forecasting CVX...
[2025-12-25T20:20:15.105084] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-25T20:20:15.105114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-25T20:20:15.118678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-25T20:20:15.118991] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-25T20:20:15.119884] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-25T20:20:15.119936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:15.119967] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:15.119994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:15.120050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:15.177822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:15.178675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:15.178755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:15.178789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:15.305033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:15.305189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:15.305229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:15.305276] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:15.308688] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=53.10%)
[2025-12-25T20:20:15.308957] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-25T20:20:15.309077] [INFO ] [sig       ] CVX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:15.449644] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CVX.txt
[2025-12-25T20:20:15.449807] [INFO ] [sig       ] [871/3552] Completed CVX in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-25T20:20:15.449847] [INFO ] [sig       ] [872/3552] Forecasting CWAN...
[2025-12-25T20:20:15.449876] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-25T20:20:15.449906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-25T20:20:15.461965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-25T20:20:15.462321] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-25T20:20:15.463103] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-25T20:20:15.463155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:15.463186] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:15.463212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:15.463270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:15.519828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:15.520474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:15.520551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:15.520601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:15.639911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:15.640028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:15.640065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:15.640093] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:15.643285] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: DOWN (p=41.35%)
[2025-12-25T20:20:15.643549] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-25T20:20:15.643685] [INFO ] [sig       ] CWAN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:15.782298] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CWAN.txt
[2025-12-25T20:20:15.782427] [INFO ] [sig       ] [872/3552] Completed CWAN in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-25T20:20:15.782473] [INFO ] [sig       ] [873/3552] Forecasting CWBC...
[2025-12-25T20:20:15.782509] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-25T20:20:15.782545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-25T20:20:15.794374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-25T20:20:15.794707] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-25T20:20:15.795454] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-25T20:20:15.795504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:15.795535] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:15.795562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:15.795641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:15.851326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:15.852123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:15.852234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:15.852268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:15.975008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:15.975119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:15.975154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:15.975182] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:15.978918] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=80.93%)
[2025-12-25T20:20:15.979206] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-25T20:20:15.979341] [INFO ] [sig       ] CWBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:16.121884] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CWBC.txt
[2025-12-25T20:20:16.122000] [INFO ] [sig       ] [873/3552] Completed CWBC in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-25T20:20:16.122039] [INFO ] [sig       ] [874/3552] Forecasting CWCO...
[2025-12-25T20:20:16.122068] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-25T20:20:16.122097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-25T20:20:16.135313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-25T20:20:16.135644] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-25T20:20:16.136395] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-25T20:20:16.136446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:16.136477] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:16.136504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:16.136593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:16.194613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:16.195215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:16.195291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:16.195322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:16.313104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:16.313260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:16.313298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:16.313325] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:16.316659] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=38.65%)
[2025-12-25T20:20:16.316947] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-25T20:20:16.317073] [INFO ] [sig       ] CWCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:16.460266] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CWCO.txt
[2025-12-25T20:20:16.460446] [INFO ] [sig       ] [874/3552] Completed CWCO in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-25T20:20:16.460488] [INFO ] [sig       ] [875/3552] Forecasting CWD...
[2025-12-25T20:20:16.460762] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-25T20:20:16.460811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-25T20:20:16.474354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-25T20:20:16.474789] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-25T20:20:16.476026] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-25T20:20:16.476079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:16.476110] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:16.476150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:16.476209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:16.534378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:16.535254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:16.535336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:16.535369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:16.644625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:16.644771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:16.644810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:16.644838] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:16.648229] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=76.79%)
[2025-12-25T20:20:16.648498] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-25T20:20:16.648641] [INFO ] [sig       ] CWD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:16.794450] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CWD.txt
[2025-12-25T20:20:16.794673] [INFO ] [sig       ] [875/3552] Completed CWD in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-25T20:20:16.794716] [INFO ] [sig       ] [876/3552] Forecasting CWEN...
[2025-12-25T20:20:16.794746] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-25T20:20:16.794804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-25T20:20:16.806985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-25T20:20:16.807392] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-25T20:20:16.808248] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-25T20:20:16.808301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:16.808334] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:16.808361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:16.808420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:16.866126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:16.867258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:16.867343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:16.867376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:16.989728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:16.989891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:16.989931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:16.989960] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:16.993421] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-12-25T20:20:16.993729] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-25T20:20:16.993862] [INFO ] [sig       ] CWEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:17.134722] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CWEN.txt
[2025-12-25T20:20:17.134947] [INFO ] [sig       ] [876/3552] Completed CWEN in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-25T20:20:17.135014] [INFO ] [sig       ] [877/3552] Forecasting CWH...
[2025-12-25T20:20:17.135057] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-25T20:20:17.135135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-25T20:20:17.147526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-25T20:20:17.147910] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-25T20:20:17.148703] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-25T20:20:17.148755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:17.148786] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:17.148813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:17.148871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:17.206406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:17.207307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:17.207391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:17.207431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:17.328343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:17.328506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:17.328546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:17.328592] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:17.331989] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=63.22%)
[2025-12-25T20:20:17.332272] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-25T20:20:17.332400] [INFO ] [sig       ] CWH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:17.473433] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CWH.txt
[2025-12-25T20:20:17.473614] [INFO ] [sig       ] [877/3552] Completed CWH in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-25T20:20:17.473656] [INFO ] [sig       ] [878/3552] Forecasting CWK...
[2025-12-25T20:20:17.473701] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-25T20:20:17.473731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-25T20:20:17.486343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-25T20:20:17.486779] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-25T20:20:17.487636] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-25T20:20:17.487691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:17.487723] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:17.487751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:17.487809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:17.545031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:17.545947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:17.546036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:17.546068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:17.662690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:17.662845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:17.662884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:17.662912] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:17.666263] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=15.29%)
[2025-12-25T20:20:17.666598] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-25T20:20:17.666725] [INFO ] [sig       ] CWK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:17.811087] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CWK.txt
[2025-12-25T20:20:17.811251] [INFO ] [sig       ] [878/3552] Completed CWK in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-25T20:20:17.811290] [INFO ] [sig       ] [879/3552] Forecasting CXDO...
[2025-12-25T20:20:17.811324] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-25T20:20:17.811362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-25T20:20:17.824387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-25T20:20:17.824812] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-25T20:20:17.825805] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-25T20:20:17.825859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:17.825891] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:17.825917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:17.825975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:17.887111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:17.888207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:17.888294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:17.888327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:18.004874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:18.005038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:18.005080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:18.005111] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:18.008936] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-12-25T20:20:18.009237] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-25T20:20:18.009360] [INFO ] [sig       ] CXDO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:18.150556] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CXDO.txt
[2025-12-25T20:20:18.150902] [INFO ] [sig       ] [879/3552] Completed CXDO in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-25T20:20:18.150944] [INFO ] [sig       ] [880/3552] Forecasting CXE...
[2025-12-25T20:20:18.150972] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-25T20:20:18.151007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-25T20:20:18.163391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-25T20:20:18.163792] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-25T20:20:18.164646] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-25T20:20:18.164700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:18.164780] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:18.164821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:18.164904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:18.226407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:18.227257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:18.227339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:18.227371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:18.339787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:18.339932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:18.339972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:18.340000] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:18.343306] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: UP (p=83.62%)
[2025-12-25T20:20:18.343599] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-25T20:20:18.343725] [INFO ] [sig       ] CXE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:18.484748] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CXE.txt
[2025-12-25T20:20:18.484890] [INFO ] [sig       ] [880/3552] Completed CXE in 0.3s | 2.81 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-25T20:20:18.484929] [INFO ] [sig       ] [881/3552] Forecasting CXSE...
[2025-12-25T20:20:18.484959] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-25T20:20:18.484989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-25T20:20:18.496220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-25T20:20:18.496608] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-25T20:20:18.497370] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-25T20:20:18.497421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:18.497452] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:18.497478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:18.497535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:18.553825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:18.554458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:18.554551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:18.554606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:18.664589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:18.664745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:18.664785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:18.664813] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:18.668194] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-12-25T20:20:18.668493] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-25T20:20:18.668660] [INFO ] [sig       ] CXSE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:18.808330] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CXSE.txt
[2025-12-25T20:20:18.808476] [INFO ] [sig       ] [881/3552] Completed CXSE in 0.3s | 2.81 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-25T20:20:18.808522] [INFO ] [sig       ] [882/3552] Forecasting CYD...
[2025-12-25T20:20:18.808554] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-25T20:20:18.808602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-25T20:20:18.821498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-25T20:20:18.821878] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-25T20:20:18.822692] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-25T20:20:18.822744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:18.822778] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:18.822805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:18.822864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:18.879757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:18.880419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:18.880499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:18.880532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:18.998612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:18.998761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:18.998800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:18.998828] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:19.002210] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-12-25T20:20:19.002487] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-25T20:20:19.002628] [INFO ] [sig       ] CYD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:19.154783] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CYD.txt
[2025-12-25T20:20:19.154962] [INFO ] [sig       ] [882/3552] Completed CYD in 0.3s | 2.81 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-25T20:20:19.155009] [INFO ] [sig       ] [883/3552] Forecasting CYH...
[2025-12-25T20:20:19.155074] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-25T20:20:19.155106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-25T20:20:19.168349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-25T20:20:19.168733] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-25T20:20:19.169545] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-25T20:20:19.169618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:19.169652] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:19.169679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:19.169735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:19.228946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:19.229896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:19.229979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:19.230011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:19.357938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:19.358087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:19.358128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:19.358192] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:19.361707] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=26.66%)
[2025-12-25T20:20:19.362007] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-25T20:20:19.362136] [INFO ] [sig       ] CYH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:19.507005] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CYH.txt
[2025-12-25T20:20:19.507152] [INFO ] [sig       ] [883/3552] Completed CYH in 0.4s | 2.81 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-25T20:20:19.507193] [INFO ] [sig       ] [884/3552] Forecasting CYN...
[2025-12-25T20:20:19.507224] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-25T20:20:19.507288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-25T20:20:19.520365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-25T20:20:19.520953] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-25T20:20:19.521957] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-25T20:20:19.522008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:19.522039] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:19.522065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:19.522122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:19.582850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:19.583727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:19.583811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:19.583845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:19.715872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:19.716053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:19.716094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:19.716124] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:19.719768] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=31.71%)
[2025-12-25T20:20:19.720060] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-25T20:20:19.720193] [INFO ] [sig       ] CYN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:19.867958] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CYN.txt
[2025-12-25T20:20:19.868122] [INFO ] [sig       ] [884/3552] Completed CYN in 0.4s | 2.81 sym/s | Total: 5.3m | ETA: 15.9m
[2025-12-25T20:20:19.868162] [INFO ] [sig       ] [885/3552] Forecasting CYRX...
[2025-12-25T20:20:19.868193] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-25T20:20:19.868223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-25T20:20:19.883213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-25T20:20:19.883860] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-25T20:20:19.884868] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-25T20:20:19.884921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:19.884952] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:19.884978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:19.885035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:19.946608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:19.947601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:19.947706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:19.947741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:20.077808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:20.077970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:20.078011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:20.078041] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:20.081522] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-25T20:20:20.081838] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-25T20:20:20.081970] [INFO ] [sig       ] CYRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:20.235049] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CYRX.txt
[2025-12-25T20:20:20.235208] [INFO ] [sig       ] [885/3552] Completed CYRX in 0.4s | 2.81 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-25T20:20:20.235255] [INFO ] [sig       ] [886/3552] Forecasting CYTK...
[2025-12-25T20:20:20.235288] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-25T20:20:20.235321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-25T20:20:20.247500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-25T20:20:20.247922] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-25T20:20:20.248781] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-25T20:20:20.248836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:20.248868] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:20.248896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:20.248953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:20.309413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:20.310275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:20.310361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:20.310396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:20.439135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:20.439295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:20.439339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:20.439369] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:20.442952] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-12-25T20:20:20.443264] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-25T20:20:20.443399] [INFO ] [sig       ] CYTK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:20.598488] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CYTK.txt
[2025-12-25T20:20:20.598647] [INFO ] [sig       ] [886/3552] Completed CYTK in 0.4s | 2.81 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-25T20:20:20.598697] [INFO ] [sig       ] [887/3552] Forecasting CZFS...
[2025-12-25T20:20:20.598730] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-25T20:20:20.598762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-25T20:20:20.608937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-25T20:20:20.609225] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-25T20:20:20.610025] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-25T20:20:20.610078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:20.610110] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:20.610136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:20.610194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:20.671239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:20.672263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:20.672344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:20.672376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:20.769199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:20.769364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:20.769403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:20.769431] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:20.772853] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: UP (p=86.30%)
[2025-12-25T20:20:20.773143] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-25T20:20:20.773272] [INFO ] [sig       ] CZFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:20.912272] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CZFS.txt
[2025-12-25T20:20:20.912409] [INFO ] [sig       ] [887/3552] Completed CZFS in 0.3s | 2.81 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-25T20:20:20.912449] [INFO ] [sig       ] [888/3552] Forecasting CZNC...
[2025-12-25T20:20:20.912479] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-25T20:20:20.912509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-25T20:20:20.924612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-25T20:20:20.924937] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-25T20:20:20.925714] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-25T20:20:20.925777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:20.925809] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:20.925836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:20.925894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:20.981817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:20.982475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:20.982554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:20.982604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:21.102597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:21.102745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:21.102783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:21.102812] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:21.106102] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=8.90%)
[2025-12-25T20:20:21.106372] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-25T20:20:21.106492] [INFO ] [sig       ] CZNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:21.243828] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CZNC.txt
[2025-12-25T20:20:21.243960] [INFO ] [sig       ] [888/3552] Completed CZNC in 0.3s | 2.81 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-25T20:20:21.243999] [INFO ] [sig       ] [889/3552] Forecasting CZWI...
[2025-12-25T20:20:21.244029] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-25T20:20:21.244058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-25T20:20:21.255743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-25T20:20:21.256070] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-25T20:20:21.256989] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-25T20:20:21.257041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:21.257072] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:21.257099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:21.257157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:21.313188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:21.313799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:21.313876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:21.313908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:21.426268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:21.426436] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:20:21.426478] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:21.426506] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:21.429906] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=90.30%)
[2025-12-25T20:20:21.430187] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-25T20:20:21.430315] [INFO ] [sig       ] CZWI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:21.568736] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CZWI.txt
[2025-12-25T20:20:21.568865] [INFO ] [sig       ] [889/3552] Completed CZWI in 0.3s | 2.81 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-25T20:20:21.568904] [INFO ] [sig       ] [890/3552] Forecasting DAIO...
[2025-12-25T20:20:21.568934] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-25T20:20:21.568963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-25T20:20:21.580695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-25T20:20:21.581011] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-25T20:20:21.581775] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-25T20:20:21.581827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:21.581858] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:21.581886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:21.581943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:21.638673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:21.639350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:21.639454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:21.639489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:21.749731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:21.749875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:21.749914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:21.749943] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:21.753362] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=80.47%)
[2025-12-25T20:20:21.753652] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-25T20:20:21.753774] [INFO ] [sig       ] DAIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:21.894138] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DAIO.txt
[2025-12-25T20:20:21.894305] [INFO ] [sig       ] [890/3552] Completed DAIO in 0.3s | 2.81 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-25T20:20:21.894345] [INFO ] [sig       ] [891/3552] Forecasting DAL...
[2025-12-25T20:20:21.894376] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-25T20:20:21.894407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-25T20:20:21.906679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-25T20:20:21.907052] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-25T20:20:21.907833] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-25T20:20:21.907884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:21.907916] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:21.907943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:21.908000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:21.964377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:21.965231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:21.965311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:21.965344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:22.085539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:22.085700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:22.085737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:22.085766] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:22.089065] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=24.59%)
[2025-12-25T20:20:22.089363] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-25T20:20:22.089489] [INFO ] [sig       ] DAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:22.233022] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DAL.txt
[2025-12-25T20:20:22.233164] [INFO ] [sig       ] [891/3552] Completed DAL in 0.3s | 2.81 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-25T20:20:22.233209] [INFO ] [sig       ] [892/3552] Forecasting DAN...
[2025-12-25T20:20:22.233240] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-25T20:20:22.233270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-25T20:20:22.245384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-25T20:20:22.245723] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-25T20:20:22.246474] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-25T20:20:22.246525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:22.246556] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:22.246602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:22.246662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:22.303269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:22.303882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:22.303959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:22.303991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:22.425402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:22.425550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:22.425605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:22.425635] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:22.428955] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=16.96%)
[2025-12-25T20:20:22.429243] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-25T20:20:22.429367] [INFO ] [sig       ] DAN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:22.567177] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DAN.txt
[2025-12-25T20:20:22.567306] [INFO ] [sig       ] [892/3552] Completed DAN in 0.3s | 2.81 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-25T20:20:22.567345] [INFO ] [sig       ] [893/3552] Forecasting DAO...
[2025-12-25T20:20:22.567375] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-25T20:20:22.567404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-25T20:20:22.578878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-25T20:20:22.579207] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-25T20:20:22.579977] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-25T20:20:22.580028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:22.580061] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:22.580088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:22.580146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:22.636705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:22.637316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:22.637397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:22.637429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:22.760594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:22.760756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:22.760795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:22.760825] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:22.764233] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=75.43%)
[2025-12-25T20:20:22.764505] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-25T20:20:22.764668] [INFO ] [sig       ] DAO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:22.910338] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DAO.txt
[2025-12-25T20:20:22.910521] [INFO ] [sig       ] [893/3552] Completed DAO in 0.3s | 2.81 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-25T20:20:22.910563] [INFO ] [sig       ] [894/3552] Forecasting DAPP...
[2025-12-25T20:20:22.910613] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-25T20:20:22.910668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-25T20:20:22.923041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-25T20:20:22.923384] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-25T20:20:22.924195] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-25T20:20:22.924249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:22.924282] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:22.924310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:22.924368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:22.982330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:22.983237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:22.983333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:22.983370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:23.108367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:23.108519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:23.108560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:23.108606] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:23.111971] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=92.43%)
[2025-12-25T20:20:23.112239] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-25T20:20:23.112361] [INFO ] [sig       ] DAPP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:23.253254] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DAPP.txt
[2025-12-25T20:20:23.253387] [INFO ] [sig       ] [894/3552] Completed DAPP in 0.3s | 2.81 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-25T20:20:23.253427] [INFO ] [sig       ] [895/3552] Forecasting DARE...
[2025-12-25T20:20:23.253456] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-25T20:20:23.253485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-25T20:20:23.265373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-25T20:20:23.265715] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-25T20:20:23.266464] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-25T20:20:23.266517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:23.266548] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:23.266603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:23.266664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:23.323439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:23.324061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:23.324138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:23.324169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:23.436974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:23.437124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:23.437180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:23.437210] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:23.440529] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-25T20:20:23.440820] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-25T20:20:23.440940] [INFO ] [sig       ] DARE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:23.580764] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DARE.txt
[2025-12-25T20:20:23.580890] [INFO ] [sig       ] [895/3552] Completed DARE in 0.3s | 2.81 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-25T20:20:23.580928] [INFO ] [sig       ] [896/3552] Forecasting DASH...
[2025-12-25T20:20:23.580958] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-25T20:20:23.580988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-25T20:20:23.592668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-25T20:20:23.592996] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-25T20:20:23.593779] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-25T20:20:23.593830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:23.593862] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:23.593888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:23.593944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:23.650678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:23.651520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:23.651621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:23.651655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:23.778109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:23.778301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:23.778349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:23.778383] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:23.782052] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2025-12-25T20:20:23.782336] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-25T20:20:23.782475] [INFO ] [sig       ] DASH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:23.931035] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DASH.txt
[2025-12-25T20:20:23.931196] [INFO ] [sig       ] [896/3552] Completed DASH in 0.4s | 2.81 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-25T20:20:23.931237] [INFO ] [sig       ] [897/3552] Forecasting DAVA...
[2025-12-25T20:20:23.931267] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-25T20:20:23.931298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-25T20:20:23.943658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-25T20:20:23.944044] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-25T20:20:23.944867] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-25T20:20:23.944920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:23.944980] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:23.945010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:23.945070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:24.007236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:24.008159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:24.008261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:24.008296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:24.130965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:24.131127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:24.131167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:24.131195] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:24.135192] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=52.25%)
[2025-12-25T20:20:24.135568] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-25T20:20:24.135805] [INFO ] [sig       ] DAVA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:24.286056] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DAVA.txt
[2025-12-25T20:20:24.286209] [INFO ] [sig       ] [897/3552] Completed DAVA in 0.4s | 2.81 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-25T20:20:24.286252] [INFO ] [sig       ] [898/3552] Forecasting DAVE...
[2025-12-25T20:20:24.286283] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-25T20:20:24.286339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-25T20:20:24.298290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-25T20:20:24.298635] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-25T20:20:24.299449] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-25T20:20:24.299501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:24.299533] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:24.299560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:24.299637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:24.357699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:24.358339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:24.358417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:24.358451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:24.480378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:24.480539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:24.480604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:24.480636] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:24.484211] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=46.21%)
[2025-12-25T20:20:24.484497] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-25T20:20:24.484645] [INFO ] [sig       ] DAVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:24.634867] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DAVE.txt
[2025-12-25T20:20:24.635037] [INFO ] [sig       ] [898/3552] Completed DAVE in 0.3s | 2.81 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-25T20:20:24.635079] [INFO ] [sig       ] [899/3552] Forecasting DAWN...
[2025-12-25T20:20:24.635110] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-25T20:20:24.635140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-25T20:20:24.647271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-25T20:20:24.647656] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-25T20:20:24.648552] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-25T20:20:24.648629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:24.648676] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:24.648706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:24.648766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:24.708089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:24.708994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:24.709080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:24.709146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:24.828640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:24.828791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:24.829009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:24.829037] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:24.832525] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=14.75%)
[2025-12-25T20:20:24.832808] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-25T20:20:24.832931] [INFO ] [sig       ] DAWN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:24.974338] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DAWN.txt
[2025-12-25T20:20:24.974467] [INFO ] [sig       ] [899/3552] Completed DAWN in 0.3s | 2.81 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-25T20:20:24.974505] [INFO ] [sig       ] [900/3552] Forecasting DB...
[2025-12-25T20:20:24.974535] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-25T20:20:24.974565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-25T20:20:24.986673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-25T20:20:24.987024] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-25T20:20:24.987884] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-25T20:20:24.987939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:24.987972] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:24.987999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:24.988058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:25.044739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:25.045356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:25.045434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:25.045466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:25.170690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:25.170847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:25.170885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:25.170955] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:25.174549] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=58.56%)
[2025-12-25T20:20:25.174900] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-25T20:20:25.175039] [INFO ] [sig       ] DB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:25.316309] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DB.txt
[2025-12-25T20:20:25.316461] [INFO ] [sig       ] [900/3552] Completed DB in 0.3s | 2.81 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-25T20:20:25.316500] [INFO ] [sig       ] [901/3552] Forecasting DBD...
[2025-12-25T20:20:25.316530] [INFO ] [sig       ] Generating forecast for: DBD
[2025-12-25T20:20:25.316559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBD' from 'https://tdm.silogroup.org/data/derivative_storage/DBD.csv'.
[2025-12-25T20:20:25.328185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBD'.
[2025-12-25T20:20:25.328551] [INFO ] [FORECASTER] Starting predict_future for DBD
[2025-12-25T20:20:25.329421] [DEBUG] [LOCAL     ] No optimal features file found for DBD: ./output/feature-sets/DBD.txt
[2025-12-25T20:20:25.329475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:25.329506] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:25.329533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:25.329606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:25.387193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:25.387901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:25.387981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:25.388015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:25.509266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:25.509414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:25.509453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:25.509482] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:25.512790] [DEBUG] [FORECASTER] DBD: Forecast T+1@11:T+2@11: DOWN (p=9.48%)
[2025-12-25T20:20:25.513063] [INFO ] [FORECASTER] Completed predict_future for DBD
[2025-12-25T20:20:25.513183] [INFO ] [sig       ] DBD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:25.653398] [INFO ] [LOCAL     ] Saved forecast: DBD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DBD.txt
[2025-12-25T20:20:25.653595] [INFO ] [sig       ] [901/3552] Completed DBD in 0.3s | 2.81 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-25T20:20:25.653639] [INFO ] [sig       ] [902/3552] Forecasting DBI...
[2025-12-25T20:20:25.653671] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-25T20:20:25.653701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-25T20:20:25.666157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-25T20:20:25.666468] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-25T20:20:25.667267] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-25T20:20:25.667318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:25.667348] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:25.667374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:25.667432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:25.723660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:25.724262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:25.724340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:25.724371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:25.842811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:25.842967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:25.843009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:25.843040] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:25.846532] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=48.84%)
[2025-12-25T20:20:25.847023] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-25T20:20:25.847150] [INFO ] [sig       ] DBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:26.003112] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DBI.txt
[2025-12-25T20:20:26.003272] [INFO ] [sig       ] [902/3552] Completed DBI in 0.3s | 2.81 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-25T20:20:26.003312] [INFO ] [sig       ] [903/3552] Forecasting DBL...
[2025-12-25T20:20:26.003343] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-25T20:20:26.003380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-25T20:20:26.015588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-25T20:20:26.015945] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-25T20:20:26.016719] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-25T20:20:26.016770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:26.016801] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:26.016827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:26.016885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:26.075320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:26.076199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:26.076283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:26.076315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:26.203172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:26.203332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:26.203371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:26.203399] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:26.206794] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=26.84%)
[2025-12-25T20:20:26.207077] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-25T20:20:26.207205] [INFO ] [sig       ] DBL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:26.346567] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DBL.txt
[2025-12-25T20:20:26.346755] [INFO ] [sig       ] [903/3552] Completed DBL in 0.3s | 2.81 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-25T20:20:26.346795] [INFO ] [sig       ] [904/3552] Forecasting DBRG...
[2025-12-25T20:20:26.346824] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-25T20:20:26.346887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-25T20:20:26.359196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-25T20:20:26.359602] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-25T20:20:26.360358] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-25T20:20:26.360409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:26.360441] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:26.360467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:26.360524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:26.417156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:26.418003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:26.418085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:26.418118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:26.539910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:26.540087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:26.540129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:26.540158] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:26.543500] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-12-25T20:20:26.543810] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-25T20:20:26.543939] [INFO ] [sig       ] DBRG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:26.687049] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DBRG.txt
[2025-12-25T20:20:26.687224] [INFO ] [sig       ] [904/3552] Completed DBRG in 0.3s | 2.81 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-25T20:20:26.687266] [INFO ] [sig       ] [905/3552] Forecasting DBX...
[2025-12-25T20:20:26.687296] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-25T20:20:26.687354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-25T20:20:26.699949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-25T20:20:26.700333] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-25T20:20:26.701107] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-25T20:20:26.701159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:26.701191] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:26.701217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:26.701274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:26.760196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:26.761043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:26.761126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:26.761158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:26.882120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:26.882282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:26.882322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:26.882351] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:26.886048] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=33.39%)
[2025-12-25T20:20:26.886317] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-25T20:20:26.886440] [INFO ] [sig       ] DBX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:27.026257] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DBX.txt
[2025-12-25T20:20:27.026410] [INFO ] [sig       ] [905/3552] Completed DBX in 0.3s | 2.81 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-25T20:20:27.026451] [INFO ] [sig       ] [906/3552] Forecasting DCBO...
[2025-12-25T20:20:27.026481] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-25T20:20:27.026511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-25T20:20:27.039434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-25T20:20:27.039820] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-25T20:20:27.040640] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-25T20:20:27.040694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:27.040727] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:27.040755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:27.040815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:27.098380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:27.099301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:27.099397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:27.099430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:27.220069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:27.220227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:27.220267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:27.220315] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:27.223868] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=31.61%)
[2025-12-25T20:20:27.224149] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-25T20:20:27.224277] [INFO ] [sig       ] DCBO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:27.370609] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DCBO.txt
[2025-12-25T20:20:27.370771] [INFO ] [sig       ] [906/3552] Completed DCBO in 0.3s | 2.81 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-25T20:20:27.370814] [INFO ] [sig       ] [907/3552] Forecasting DCI...
[2025-12-25T20:20:27.370847] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-25T20:20:27.370879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-25T20:20:27.383252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-25T20:20:27.383591] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-25T20:20:27.384368] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-25T20:20:27.384422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:27.384456] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:27.384486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:27.384545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:27.442151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:27.443009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:27.443127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:27.443161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:27.569412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:27.569564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:27.569621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:27.569650] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:27.572941] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-12-25T20:20:27.573207] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-25T20:20:27.573330] [INFO ] [sig       ] DCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:27.714698] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DCI.txt
[2025-12-25T20:20:27.714840] [INFO ] [sig       ] [907/3552] Completed DCI in 0.3s | 2.81 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-25T20:20:27.714881] [INFO ] [sig       ] [908/3552] Forecasting DCO...
[2025-12-25T20:20:27.714920] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-25T20:20:27.714950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-25T20:20:27.726805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-25T20:20:27.727127] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-25T20:20:27.727898] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-25T20:20:27.727950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:27.727981] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:27.728008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:27.728067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:27.784925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:27.785604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:27.785690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:27.785723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:27.904229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:27.904439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:27.904499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:27.904530] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:27.908413] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-12-25T20:20:27.908777] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-25T20:20:27.908917] [INFO ] [sig       ] DCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:28.051874] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DCO.txt
[2025-12-25T20:20:28.052020] [INFO ] [sig       ] [908/3552] Completed DCO in 0.3s | 2.81 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-25T20:20:28.052061] [INFO ] [sig       ] [909/3552] Forecasting DCOM...
[2025-12-25T20:20:28.052099] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-25T20:20:28.052137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-25T20:20:28.065200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-25T20:20:28.065544] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-25T20:20:28.066334] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-25T20:20:28.066386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:28.066417] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:28.066443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:28.066500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:28.123438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:28.124233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:28.124324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:28.124361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:28.246421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:28.246596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:28.246640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:28.246669] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:28.250064] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2025-12-25T20:20:28.250348] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-25T20:20:28.250476] [INFO ] [sig       ] DCOM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:28.393754] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DCOM.txt
[2025-12-25T20:20:28.393918] [INFO ] [sig       ] [909/3552] Completed DCOM in 0.3s | 2.81 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-25T20:20:28.393956] [INFO ] [sig       ] [910/3552] Forecasting DCTH...
[2025-12-25T20:20:28.393985] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-25T20:20:28.394017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-25T20:20:28.406430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-25T20:20:28.406813] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-25T20:20:28.407611] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-25T20:20:28.407663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:28.407698] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:28.407725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:28.407793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:28.464498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:28.465379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:28.465461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:28.465493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:28.585403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:28.585559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:28.585616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:28.585646] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:28.588949] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-25T20:20:28.589235] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-25T20:20:28.589360] [INFO ] [sig       ] DCTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:28.732134] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DCTH.txt
[2025-12-25T20:20:28.732332] [INFO ] [sig       ] [910/3552] Completed DCTH in 0.3s | 2.81 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-25T20:20:28.732374] [INFO ] [sig       ] [911/3552] Forecasting DD...
[2025-12-25T20:20:28.732432] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-25T20:20:28.732467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-25T20:20:28.745921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-25T20:20:28.746287] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-25T20:20:28.747258] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-25T20:20:28.747309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:28.747340] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:28.747366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:28.747423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:28.806184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:28.807043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:28.807125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:28.807157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:28.931345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:28.931505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:28.931545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:28.931592] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:28.935098] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=12.32%)
[2025-12-25T20:20:28.935383] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-25T20:20:28.935512] [INFO ] [sig       ] DD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:29.077074] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DD.txt
[2025-12-25T20:20:29.077248] [INFO ] [sig       ] [911/3552] Completed DD in 0.3s | 2.81 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-25T20:20:29.077290] [INFO ] [sig       ] [912/3552] Forecasting DDD...
[2025-12-25T20:20:29.077353] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-25T20:20:29.077388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-25T20:20:29.090309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-25T20:20:29.090695] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-25T20:20:29.091442] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-25T20:20:29.091504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:29.091536] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:29.091563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:29.091638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:29.152062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:29.153127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:29.153213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:29.153247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:29.282087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:29.282260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:29.282299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:29.282327] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:29.285766] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=66.94%)
[2025-12-25T20:20:29.286051] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-25T20:20:29.286176] [INFO ] [sig       ] DDD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:29.428135] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DDD.txt
[2025-12-25T20:20:29.428297] [INFO ] [sig       ] [912/3552] Completed DDD in 0.4s | 2.81 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-25T20:20:29.428338] [INFO ] [sig       ] [913/3552] Forecasting DDI...
[2025-12-25T20:20:29.428368] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-25T20:20:29.428398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-25T20:20:29.439988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-25T20:20:29.440299] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-25T20:20:29.441085] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-25T20:20:29.441138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:29.441172] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:29.441200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:29.441263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:29.498349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:29.499043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:29.499137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:29.499175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:29.617384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:29.617537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:29.617594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:29.617636] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:29.621119] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: UP (p=73.53%)
[2025-12-25T20:20:29.621421] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-25T20:20:29.621551] [INFO ] [sig       ] DDI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:29.763021] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DDI.txt
[2025-12-25T20:20:29.763154] [INFO ] [sig       ] [913/3552] Completed DDI in 0.3s | 2.81 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-25T20:20:29.763194] [INFO ] [sig       ] [914/3552] Forecasting DDL...
[2025-12-25T20:20:29.763223] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-25T20:20:29.763253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-25T20:20:29.775549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-25T20:20:29.775949] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-25T20:20:29.776746] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-25T20:20:29.776799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:29.776859] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:29.776888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:29.776947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:29.833349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:29.834260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:29.834347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:29.834379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:29.956366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:29.956527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:29.956584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:29.956617] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:29.960064] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-12-25T20:20:29.960360] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-25T20:20:29.960494] [INFO ] [sig       ] DDL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:30.102671] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DDL.txt
[2025-12-25T20:20:30.102816] [INFO ] [sig       ] [914/3552] Completed DDL in 0.3s | 2.81 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-25T20:20:30.103046] [INFO ] [sig       ] [915/3552] Forecasting DDOG...
[2025-12-25T20:20:30.103076] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-25T20:20:30.103105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-25T20:20:30.115526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-25T20:20:30.115857] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-25T20:20:30.116824] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-25T20:20:30.116876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:30.117098] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:30.117124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:30.117182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:30.173742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:30.174494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:30.174591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:30.174627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:30.296275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:30.296430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:30.296472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:30.296502] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:30.299966] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=74.56%)
[2025-12-25T20:20:30.300242] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-25T20:20:30.300368] [INFO ] [sig       ] DDOG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:30.444259] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DDOG.txt
[2025-12-25T20:20:30.444412] [INFO ] [sig       ] [915/3552] Completed DDOG in 0.3s | 2.81 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-25T20:20:30.444457] [INFO ] [sig       ] [916/3552] Forecasting DDS...
[2025-12-25T20:20:30.444489] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-25T20:20:30.444518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-25T20:20:30.456406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-25T20:20:30.456747] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-25T20:20:30.457509] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-25T20:20:30.457561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:30.457613] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:30.457641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:30.457698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:30.515608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:30.516252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:30.516329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:30.516360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:30.640158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:30.640512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:30.640552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:30.640599] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:30.644360] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-12-25T20:20:30.644726] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-25T20:20:30.644875] [INFO ] [sig       ] DDS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:30.887111] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DDS.txt
[2025-12-25T20:20:30.887283] [INFO ] [sig       ] [916/3552] Completed DDS in 0.4s | 2.81 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-25T20:20:30.887360] [INFO ] [sig       ] [917/3552] Forecasting DE...
[2025-12-25T20:20:30.887392] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-25T20:20:30.887424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-25T20:20:30.900200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-25T20:20:30.900634] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-25T20:20:30.901601] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-25T20:20:30.901660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:30.901694] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:30.901721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:30.901779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:30.960049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:30.961022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:30.961134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:30.961168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:31.128362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:31.128540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:31.128622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:31.128658] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:31.132831] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=27.04%)
[2025-12-25T20:20:31.133253] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-25T20:20:31.133447] [INFO ] [sig       ] DE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:31.350133] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DE.txt
[2025-12-25T20:20:31.350370] [INFO ] [sig       ] [917/3552] Completed DE in 0.5s | 2.81 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-25T20:20:31.350422] [INFO ] [sig       ] [918/3552] Forecasting DEA...
[2025-12-25T20:20:31.350507] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-25T20:20:31.350547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-25T20:20:31.368401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-25T20:20:31.368902] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-25T20:20:31.369877] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-25T20:20:31.369934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:31.369968] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:31.369995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:31.370054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:31.443121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:31.444379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:31.444496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:31.444552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:31.594123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:31.594300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:31.594343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:31.594372] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:31.598122] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=43.99%)
[2025-12-25T20:20:31.598464] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-25T20:20:31.598633] [INFO ] [sig       ] DEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:31.797396] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DEA.txt
[2025-12-25T20:20:31.797638] [INFO ] [sig       ] [918/3552] Completed DEA in 0.4s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:31.797706] [INFO ] [sig       ] [919/3552] Forecasting DECK...
[2025-12-25T20:20:31.797758] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-25T20:20:31.797813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-25T20:20:31.819568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-25T20:20:31.820123] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-25T20:20:31.821412] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-25T20:20:31.821490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:31.821544] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:31.821617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:31.821715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:31.904851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:31.906102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:31.906260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:31.906312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:32.032194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:32.032362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:32.032402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:32.032449] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:32.036129] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-12-25T20:20:32.036443] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-25T20:20:32.036601] [INFO ] [sig       ] DECK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:32.189595] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DECK.txt
[2025-12-25T20:20:32.189768] [INFO ] [sig       ] [919/3552] Completed DECK in 0.4s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:32.189812] [INFO ] [sig       ] [920/3552] Forecasting DEI...
[2025-12-25T20:20:32.189845] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-25T20:20:32.189907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-25T20:20:32.202489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-25T20:20:32.202881] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-25T20:20:32.203928] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-25T20:20:32.203983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:32.204017] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:32.204044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:32.204103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:32.263136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:32.263942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:32.264027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:32.264061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:32.401037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:32.401195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:32.401239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:32.401267] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:32.404927] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=58.95%)
[2025-12-25T20:20:32.405221] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-25T20:20:32.405355] [INFO ] [sig       ] DEI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:32.551609] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DEI.txt
[2025-12-25T20:20:32.551748] [INFO ] [sig       ] [920/3552] Completed DEI in 0.4s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:32.551789] [INFO ] [sig       ] [921/3552] Forecasting DELL...
[2025-12-25T20:20:32.551818] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-25T20:20:32.551848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-25T20:20:32.564960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-25T20:20:32.565313] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-25T20:20:32.566109] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-25T20:20:32.566161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:32.566193] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:32.566221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:32.566278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:32.623233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:32.623923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:32.624031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:32.624065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:32.745873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:32.746024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:32.746064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:32.746092] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:32.749439] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=88.14%)
[2025-12-25T20:20:32.749733] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-25T20:20:32.749856] [INFO ] [sig       ] DELL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:32.890441] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DELL.txt
[2025-12-25T20:20:32.890600] [INFO ] [sig       ] [921/3552] Completed DELL in 0.3s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:32.890642] [INFO ] [sig       ] [922/3552] Forecasting DENN...
[2025-12-25T20:20:32.890673] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-25T20:20:32.890702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-25T20:20:32.902966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-25T20:20:32.903368] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-25T20:20:32.904232] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-25T20:20:32.904377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:32.904414] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:32.904442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:32.904503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:32.962237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:32.963070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:32.963155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:32.963188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:33.084135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:33.084293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:33.084345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:33.084388] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:33.087859] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: DOWN (p=26.35%)
[2025-12-25T20:20:33.088141] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-25T20:20:33.088266] [INFO ] [sig       ] DENN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:33.238306] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DENN.txt
[2025-12-25T20:20:33.238469] [INFO ] [sig       ] [922/3552] Completed DENN in 0.3s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:33.238510] [INFO ] [sig       ] [923/3552] Forecasting DEO...
[2025-12-25T20:20:33.238540] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-25T20:20:33.238609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-25T20:20:33.251197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-25T20:20:33.251566] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-25T20:20:33.252401] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-25T20:20:33.252456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:33.252489] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:33.252529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:33.252609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:33.315022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:33.316127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:33.316214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:33.316246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:33.444187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:33.444345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:33.444387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:33.444416] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:33.447970] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=24.93%)
[2025-12-25T20:20:33.448256] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-25T20:20:33.448386] [INFO ] [sig       ] DEO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:33.595070] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DEO.txt
[2025-12-25T20:20:33.595255] [INFO ] [sig       ] [923/3552] Completed DEO in 0.4s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:33.595332] [INFO ] [sig       ] [924/3552] Forecasting DERM...
[2025-12-25T20:20:33.595366] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-25T20:20:33.595398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-25T20:20:33.607624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-25T20:20:33.608030] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-25T20:20:33.608838] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-25T20:20:33.608896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:33.608929] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:33.608957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:33.609020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:33.670691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:33.671557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:33.671688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:33.671724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:33.803277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:33.803432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:33.803474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:33.803504] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:33.807302] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=18.26%)
[2025-12-25T20:20:33.807628] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-25T20:20:33.807764] [INFO ] [sig       ] DERM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:33.960481] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DERM.txt
[2025-12-25T20:20:33.960683] [INFO ] [sig       ] [924/3552] Completed DERM in 0.4s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:33.960753] [INFO ] [sig       ] [925/3552] Forecasting DFGP...
[2025-12-25T20:20:33.960855] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-25T20:20:33.960902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-25T20:20:33.973860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-25T20:20:33.974236] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-25T20:20:33.975038] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-25T20:20:33.975089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:33.975120] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:33.975146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:33.975203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:34.035081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:34.035960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:34.036048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:34.036080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:34.167863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:34.168031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:34.168072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:34.168102] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:34.171980] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=83.41%)
[2025-12-25T20:20:34.172306] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-25T20:20:34.172477] [INFO ] [sig       ] DFGP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:34.321034] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DFGP.txt
[2025-12-25T20:20:34.321189] [INFO ] [sig       ] [925/3552] Completed DFGP in 0.4s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:34.321230] [INFO ] [sig       ] [926/3552] Forecasting DFGX...
[2025-12-25T20:20:34.321262] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-25T20:20:34.321294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-25T20:20:34.334539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-25T20:20:34.334969] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-25T20:20:34.335863] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-25T20:20:34.335918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:34.335950] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:34.335978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:34.336036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:34.396654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:34.397514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:34.397619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:34.397655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:34.528532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:34.528704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:34.528744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:34.528773] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:34.532626] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: UP (p=89.49%)
[2025-12-25T20:20:34.532912] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-25T20:20:34.533039] [INFO ] [sig       ] DFGX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:34.680030] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DFGX.txt
[2025-12-25T20:20:34.680189] [INFO ] [sig       ] [926/3552] Completed DFGX in 0.4s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:34.680231] [INFO ] [sig       ] [927/3552] Forecasting DFH...
[2025-12-25T20:20:34.680261] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-25T20:20:34.680329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-25T20:20:34.693277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-25T20:20:34.693658] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-25T20:20:34.694437] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-25T20:20:34.694490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:34.694523] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:34.694551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:34.694629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:34.759459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:34.760324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:34.760410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:34.760443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:34.890744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:34.890908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:34.890948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:34.890976] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:34.894602] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=79.59%)
[2025-12-25T20:20:34.894969] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-25T20:20:34.895105] [INFO ] [sig       ] DFH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:35.042985] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DFH.txt
[2025-12-25T20:20:35.043170] [INFO ] [sig       ] [927/3552] Completed DFH in 0.4s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:35.043215] [INFO ] [sig       ] [928/3552] Forecasting DFIN...
[2025-12-25T20:20:35.043247] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-25T20:20:35.043278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-25T20:20:35.056092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-25T20:20:35.056468] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-25T20:20:35.057463] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-25T20:20:35.057517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:35.057551] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:35.057599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:35.057661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:35.119376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:35.120332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:35.120437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:35.120472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:35.245406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:35.245596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:35.245651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:35.245682] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:35.249364] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: UP (p=94.69%)
[2025-12-25T20:20:35.249670] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-25T20:20:35.249799] [INFO ] [sig       ] DFIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:35.407736] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DFIN.txt
[2025-12-25T20:20:35.407985] [INFO ] [sig       ] [928/3552] Completed DFIN in 0.4s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:35.408053] [INFO ] [sig       ] [929/3552] Forecasting DFP...
[2025-12-25T20:20:35.408098] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-25T20:20:35.408147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-25T20:20:35.421672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-25T20:20:35.422034] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-25T20:20:35.422812] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-25T20:20:35.422875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:35.422913] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:35.422945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:35.423015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:35.482079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:35.482871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:35.482967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:35.483009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:35.623658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:35.623823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:35.623877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:35.623918] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:35.627438] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-25T20:20:35.627741] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-25T20:20:35.627889] [INFO ] [sig       ] DFP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:35.775193] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DFP.txt
[2025-12-25T20:20:35.775370] [INFO ] [sig       ] [929/3552] Completed DFP in 0.4s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:35.775438] [INFO ] [sig       ] [930/3552] Forecasting DG...
[2025-12-25T20:20:35.775513] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-25T20:20:35.775549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-25T20:20:35.788911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-25T20:20:35.789352] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-25T20:20:35.790185] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-25T20:20:35.790238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:35.790271] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:35.790298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:35.790355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:35.851373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:35.852305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:35.852394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:35.852428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:35.986044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:35.986217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:35.986262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:35.986292] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:35.990142] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=40.94%)
[2025-12-25T20:20:35.990468] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-25T20:20:35.990623] [INFO ] [sig       ] DG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:36.141264] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DG.txt
[2025-12-25T20:20:36.141426] [INFO ] [sig       ] [930/3552] Completed DG in 0.4s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:36.141469] [INFO ] [sig       ] [931/3552] Forecasting DGCB...
[2025-12-25T20:20:36.141499] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-25T20:20:36.141529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-25T20:20:36.154532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-25T20:20:36.154916] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-25T20:20:36.155730] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-25T20:20:36.155782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:36.155871] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:36.155903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:36.155968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:36.217049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:36.217873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:36.217958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:36.217991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:36.340321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:36.340480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:36.340522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:36.340549] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:36.343941] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-25T20:20:36.344217] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-25T20:20:36.344343] [INFO ] [sig       ] DGCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:36.483160] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DGCB.txt
[2025-12-25T20:20:36.483296] [INFO ] [sig       ] [931/3552] Completed DGCB in 0.3s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:36.483336] [INFO ] [sig       ] [932/3552] Forecasting DGICA...
[2025-12-25T20:20:36.483365] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-25T20:20:36.483394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-25T20:20:36.495646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-25T20:20:36.495960] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-25T20:20:36.496737] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-25T20:20:36.496789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:36.496820] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:36.496847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:36.496904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:36.553261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:36.553872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:36.553953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:36.553984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:36.675891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:36.676037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:36.676078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:36.676106] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:36.679457] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-25T20:20:36.679757] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-25T20:20:36.679905] [INFO ] [sig       ] DGICA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:36.820390] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DGICA.txt
[2025-12-25T20:20:36.820516] [INFO ] [sig       ] [932/3552] Completed DGICA in 0.3s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:36.820554] [INFO ] [sig       ] [933/3552] Forecasting DGII...
[2025-12-25T20:20:36.820600] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-25T20:20:36.820631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-25T20:20:36.833724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-25T20:20:36.834050] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-25T20:20:36.835029] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-25T20:20:36.835079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:36.835110] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:36.835137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:36.835193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:36.893165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:36.893831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:36.893909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:36.893941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:37.016549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:37.016709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:37.016748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:37.016777] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:37.020092] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: DOWN (p=34.31%)
[2025-12-25T20:20:37.020362] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-25T20:20:37.020481] [INFO ] [sig       ] DGII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:37.158198] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DGII.txt
[2025-12-25T20:20:37.158342] [INFO ] [sig       ] [933/3552] Completed DGII in 0.3s | 2.81 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-25T20:20:37.158383] [INFO ] [sig       ] [934/3552] Forecasting DGRE...
[2025-12-25T20:20:37.158413] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-25T20:20:37.158444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-25T20:20:37.170536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-25T20:20:37.170868] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-25T20:20:37.171636] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-25T20:20:37.171688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:37.171720] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:37.171747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:37.171815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:37.227729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:37.228619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:37.228700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:37.228732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:37.335952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:37.336106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:37.336145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:37.336208] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:37.339613] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: DOWN (p=36.83%)
[2025-12-25T20:20:37.339895] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-25T20:20:37.340020] [INFO ] [sig       ] DGRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:37.479025] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DGRE.txt
[2025-12-25T20:20:37.479201] [INFO ] [sig       ] [934/3552] Completed DGRE in 0.3s | 2.81 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-25T20:20:37.479242] [INFO ] [sig       ] [935/3552] Forecasting DGRS...
[2025-12-25T20:20:37.479277] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-25T20:20:37.479306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-25T20:20:37.491316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-25T20:20:37.491684] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-25T20:20:37.492435] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-25T20:20:37.492486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:37.492517] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:37.492544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:37.492619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:37.548988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:37.549742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:37.549822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:37.549854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:37.666783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:37.666929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:37.666971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:37.666999] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:37.670341] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=18.93%)
[2025-12-25T20:20:37.670637] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-25T20:20:37.670762] [INFO ] [sig       ] DGRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:37.812932] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DGRS.txt
[2025-12-25T20:20:37.813067] [INFO ] [sig       ] [935/3552] Completed DGRS in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-25T20:20:37.813108] [INFO ] [sig       ] [936/3552] Forecasting DGX...
[2025-12-25T20:20:37.813137] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-25T20:20:37.813166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-25T20:20:37.824722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-25T20:20:37.825032] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-25T20:20:37.825800] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-25T20:20:37.825862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:37.825894] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:37.825920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:37.825978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:37.881941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:37.882644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:37.882722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:37.882753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:38.003876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:38.004032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:38.004070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:38.004103] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:38.007414] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-25T20:20:38.007705] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-25T20:20:38.007833] [INFO ] [sig       ] DGX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:38.149850] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DGX.txt
[2025-12-25T20:20:38.149985] [INFO ] [sig       ] [936/3552] Completed DGX in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-25T20:20:38.150030] [INFO ] [sig       ] [937/3552] Forecasting DH...
[2025-12-25T20:20:38.150062] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-25T20:20:38.150093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-25T20:20:38.162622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-25T20:20:38.162926] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-25T20:20:38.163895] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-25T20:20:38.163947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:38.163978] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:38.164004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:38.164061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:38.221494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:38.222119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:38.222203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:38.222238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:38.345322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:38.345463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:38.345502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:38.345529] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:38.348991] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-25T20:20:38.349283] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-25T20:20:38.349404] [INFO ] [sig       ] DH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:38.490831] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DH.txt
[2025-12-25T20:20:38.490966] [INFO ] [sig       ] [937/3552] Completed DH in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-25T20:20:38.491005] [INFO ] [sig       ] [938/3552] Forecasting DHC...
[2025-12-25T20:20:38.491035] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-25T20:20:38.491065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-25T20:20:38.502351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-25T20:20:38.502669] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-25T20:20:38.503415] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-25T20:20:38.503467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:38.503498] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:38.503525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:38.503599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:38.559652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:38.560509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:38.560615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:38.560651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:38.681699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:38.681862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:38.681901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:38.681931] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:38.685272] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2025-12-25T20:20:38.685585] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-25T20:20:38.685716] [INFO ] [sig       ] DHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:38.828875] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DHC.txt
[2025-12-25T20:20:38.829020] [INFO ] [sig       ] [938/3552] Completed DHC in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-25T20:20:38.829078] [INFO ] [sig       ] [939/3552] Forecasting DHF...
[2025-12-25T20:20:38.829133] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-25T20:20:38.829165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-25T20:20:38.843755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-25T20:20:38.844132] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-25T20:20:38.845120] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-25T20:20:38.845366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:38.845397] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:38.845424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:38.845482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:38.902041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:38.902679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:38.902757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:38.902790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:39.017558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:39.017721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:39.017761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:39.017796] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:39.021141] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=23.23%)
[2025-12-25T20:20:39.021410] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-25T20:20:39.021531] [INFO ] [sig       ] DHF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:39.159932] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DHF.txt
[2025-12-25T20:20:39.160066] [INFO ] [sig       ] [939/3552] Completed DHF in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-25T20:20:39.160114] [INFO ] [sig       ] [940/3552] Forecasting DHI...
[2025-12-25T20:20:39.160146] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-25T20:20:39.160182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-25T20:20:39.172151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-25T20:20:39.172470] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-25T20:20:39.173260] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-25T20:20:39.173311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:39.173343] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:39.173369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:39.173427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:39.229833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:39.230476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:39.230554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:39.230604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:39.353252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:39.353385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:39.353423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:39.353452] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:39.356732] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=39.89%)
[2025-12-25T20:20:39.356999] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-25T20:20:39.357119] [INFO ] [sig       ] DHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:39.495473] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DHI.txt
[2025-12-25T20:20:39.495627] [INFO ] [sig       ] [940/3552] Completed DHI in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-25T20:20:39.495671] [INFO ] [sig       ] [941/3552] Forecasting DHIL...
[2025-12-25T20:20:39.495700] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-25T20:20:39.495729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-25T20:20:39.507787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-25T20:20:39.508105] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-25T20:20:39.509058] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-25T20:20:39.509141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:39.509180] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:39.509208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:39.509267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:39.566338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:39.567046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:39.567158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:39.567192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:39.682829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:39.682971] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:20:39.683016] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:39.683058] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:39.686556] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=58.06%)
[2025-12-25T20:20:39.686855] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-25T20:20:39.687018] [INFO ] [sig       ] DHIL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:39.826721] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DHIL.txt
[2025-12-25T20:20:39.826849] [INFO ] [sig       ] [941/3552] Completed DHIL in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-25T20:20:39.826889] [INFO ] [sig       ] [942/3552] Forecasting DHX...
[2025-12-25T20:20:39.826919] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-25T20:20:39.826948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-25T20:20:39.839153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-25T20:20:39.839507] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-25T20:20:39.840299] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-25T20:20:39.840352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:39.840384] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:39.840411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:39.840471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:39.899268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:39.900062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:39.900143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:39.900177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:40.019796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:40.019938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:40.019981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:40.020010] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:40.023517] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=89.53%)
[2025-12-25T20:20:40.023818] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-25T20:20:40.023948] [INFO ] [sig       ] DHX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:40.165089] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DHX.txt
[2025-12-25T20:20:40.165242] [INFO ] [sig       ] [942/3552] Completed DHX in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-25T20:20:40.165282] [INFO ] [sig       ] [943/3552] Forecasting DIBS...
[2025-12-25T20:20:40.165312] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-25T20:20:40.165343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-25T20:20:40.177087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-25T20:20:40.177409] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-25T20:20:40.178212] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-25T20:20:40.178265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:40.178296] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:40.178323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:40.178380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:40.237332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:40.237985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:40.238064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:40.238096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:40.384796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:40.384948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:40.385010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:40.385040] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:40.389546] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: DOWN (p=24.48%)
[2025-12-25T20:20:40.389877] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-25T20:20:40.390012] [INFO ] [sig       ] DIBS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:40.529413] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DIBS.txt
[2025-12-25T20:20:40.529602] [INFO ] [sig       ] [943/3552] Completed DIBS in 0.4s | 2.81 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-25T20:20:40.529645] [INFO ] [sig       ] [944/3552] Forecasting DIN...
[2025-12-25T20:20:40.529676] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-25T20:20:40.529705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-25T20:20:40.542804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-25T20:20:40.543199] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-25T20:20:40.543983] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-25T20:20:40.544035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:40.544067] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:40.544094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:40.544152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:40.602012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:40.603083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:40.603171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:40.603206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:40.726124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:40.726313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:40.726353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:40.726383] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:40.729859] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-12-25T20:20:40.730178] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-25T20:20:40.730309] [INFO ] [sig       ] DIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:40.872268] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DIN.txt
[2025-12-25T20:20:40.872461] [INFO ] [sig       ] [944/3552] Completed DIN in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-25T20:20:40.872534] [INFO ] [sig       ] [945/3552] Forecasting DINO...
[2025-12-25T20:20:40.872567] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-25T20:20:40.872620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-25T20:20:40.884544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-25T20:20:40.884967] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-25T20:20:40.885847] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-25T20:20:40.885906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:40.885940] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:40.885966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:40.886025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:40.944066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:40.944791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:40.944887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:40.944923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:41.069951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:41.070121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:41.070162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:41.070192] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:41.073676] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=64.18%)
[2025-12-25T20:20:41.073958] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-25T20:20:41.074083] [INFO ] [sig       ] DINO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:41.213704] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DINO.txt
[2025-12-25T20:20:41.213844] [INFO ] [sig       ] [945/3552] Completed DINO in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-25T20:20:41.213888] [INFO ] [sig       ] [946/3552] Forecasting DIOD...
[2025-12-25T20:20:41.213918] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-25T20:20:41.213948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-25T20:20:41.227543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-25T20:20:41.227896] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-25T20:20:41.228670] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-25T20:20:41.228721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:41.228753] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:41.228780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:41.228837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:41.289824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:41.290567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:41.290677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:41.290713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:41.413995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:41.414147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:41.414187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:41.414216] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:41.417558] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: DOWN (p=48.39%)
[2025-12-25T20:20:41.417847] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-25T20:20:41.417969] [INFO ] [sig       ] DIOD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:41.556453] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DIOD.txt
[2025-12-25T20:20:41.556591] [INFO ] [sig       ] [946/3552] Completed DIOD in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-25T20:20:41.556632] [INFO ] [sig       ] [947/3552] Forecasting DIS...
[2025-12-25T20:20:41.556662] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-25T20:20:41.556695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-25T20:20:41.568434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-25T20:20:41.568789] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-25T20:20:41.569566] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-25T20:20:41.569642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:41.569685] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:41.569712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:41.569769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:41.626847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:41.627463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:41.627541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:41.627590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:41.745527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:41.745680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:41.745720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:41.745749] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:41.749015] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-12-25T20:20:41.749308] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-25T20:20:41.749434] [INFO ] [sig       ] DIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:41.889074] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DIS.txt
[2025-12-25T20:20:41.889231] [INFO ] [sig       ] [947/3552] Completed DIS in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-25T20:20:41.889270] [INFO ] [sig       ] [948/3552] Forecasting DJCO...
[2025-12-25T20:20:41.889300] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-25T20:20:41.889329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-25T20:20:41.900513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-25T20:20:41.900865] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-25T20:20:41.901700] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-25T20:20:41.901753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:41.901812] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:41.901842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:41.901915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:41.960089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:41.960739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:41.960816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:41.960849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:42.076151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:42.076296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:42.076335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:42.076363] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:42.079680] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-12-25T20:20:42.079952] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-25T20:20:42.080078] [INFO ] [sig       ] DJCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:42.222014] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DJCO.txt
[2025-12-25T20:20:42.222144] [INFO ] [sig       ] [948/3552] Completed DJCO in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-25T20:20:42.222183] [INFO ] [sig       ] [949/3552] Forecasting DK...
[2025-12-25T20:20:42.222214] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-25T20:20:42.222243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-25T20:20:42.235195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-25T20:20:42.235748] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-25T20:20:42.236711] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-25T20:20:42.236763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:42.236794] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:42.236819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:42.236876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:42.295850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:42.296466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:42.296543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:42.296594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:42.417538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:42.417707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:42.417749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:42.417779] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:42.421211] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=80.46%)
[2025-12-25T20:20:42.421489] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-25T20:20:42.421630] [INFO ] [sig       ] DK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:42.565644] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DK.txt
[2025-12-25T20:20:42.565824] [INFO ] [sig       ] [949/3552] Completed DK in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-25T20:20:42.565865] [INFO ] [sig       ] [950/3552] Forecasting DKL...
[2025-12-25T20:20:42.565896] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-25T20:20:42.565925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-25T20:20:42.577935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-25T20:20:42.578319] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-25T20:20:42.579151] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-25T20:20:42.579204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:42.579237] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:42.579265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:42.579325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:42.636034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:42.636899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:42.636981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:42.637013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:42.756685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:42.756844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:42.756884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:42.756912] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:42.760487] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=45.90%)
[2025-12-25T20:20:42.760790] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-25T20:20:42.760920] [INFO ] [sig       ] DKL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:42.902608] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DKL.txt
[2025-12-25T20:20:42.902746] [INFO ] [sig       ] [950/3552] Completed DKL in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-25T20:20:42.902785] [INFO ] [sig       ] [951/3552] Forecasting DKNG...
[2025-12-25T20:20:42.902818] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-25T20:20:42.902854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-25T20:20:42.915965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-25T20:20:42.916300] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-25T20:20:42.917106] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-25T20:20:42.917159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:42.917192] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:42.917220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:42.917279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:42.974554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:42.975151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:42.975226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:42.975257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:43.093433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:43.093607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:43.093648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:43.093677] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:43.097125] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-12-25T20:20:43.097425] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-25T20:20:43.097556] [INFO ] [sig       ] DKNG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:43.237667] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DKNG.txt
[2025-12-25T20:20:43.237830] [INFO ] [sig       ] [951/3552] Completed DKNG in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-25T20:20:43.237879] [INFO ] [sig       ] [952/3552] Forecasting DKS...
[2025-12-25T20:20:43.237909] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-25T20:20:43.237939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-25T20:20:43.250245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-25T20:20:43.250590] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-25T20:20:43.251395] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-25T20:20:43.251447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:43.251479] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:43.251505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:43.251562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:43.307944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:43.308660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:43.308749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:43.308783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:43.432372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:43.432733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:43.432777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:43.432807] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:43.436778] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=65.55%)
[2025-12-25T20:20:43.437121] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-25T20:20:43.437270] [INFO ] [sig       ] DKS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:43.582470] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DKS.txt
[2025-12-25T20:20:43.582644] [INFO ] [sig       ] [952/3552] Completed DKS in 0.3s | 2.81 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-25T20:20:43.582689] [INFO ] [sig       ] [953/3552] Forecasting DLB...
[2025-12-25T20:20:43.582719] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-25T20:20:43.582749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-25T20:20:43.594412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-25T20:20:43.594761] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-25T20:20:43.595553] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-25T20:20:43.595631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:43.595665] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:43.595692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:43.595749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:43.653907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:43.654684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:43.654765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:43.654799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:43.776322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:43.776479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:43.776520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:43.776549] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:43.779947] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=77.37%)
[2025-12-25T20:20:43.780230] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-25T20:20:43.780354] [INFO ] [sig       ] DLB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:43.919770] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DLB.txt
[2025-12-25T20:20:43.919923] [INFO ] [sig       ] [953/3552] Completed DLB in 0.3s | 2.81 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-25T20:20:43.919962] [INFO ] [sig       ] [954/3552] Forecasting DLHC...
[2025-12-25T20:20:43.919993] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-25T20:20:43.920022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-25T20:20:43.932273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-25T20:20:43.932702] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-25T20:20:43.933479] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-25T20:20:43.933532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:43.933562] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:43.933608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:43.933667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:43.989912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:43.990821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:43.990907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:43.990941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:44.109670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:44.109831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:44.109872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:44.109900] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:44.113291] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: UP (p=56.66%)
[2025-12-25T20:20:44.113606] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-25T20:20:44.113739] [INFO ] [sig       ] DLHC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:44.256097] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DLHC.txt
[2025-12-25T20:20:44.256263] [INFO ] [sig       ] [954/3552] Completed DLHC in 0.3s | 2.81 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-25T20:20:44.256306] [INFO ] [sig       ] [955/3552] Forecasting DLNG...
[2025-12-25T20:20:44.256336] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-25T20:20:44.256365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-25T20:20:44.268004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-25T20:20:44.268377] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-25T20:20:44.269180] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-25T20:20:44.269232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:44.269263] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:44.269288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:44.269345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:44.326427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:44.327298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:44.327381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:44.327415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:44.443616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:44.443767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:44.443808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:44.443836] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:44.447180] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2025-12-25T20:20:44.447451] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-25T20:20:44.447592] [INFO ] [sig       ] DLNG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:44.586876] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DLNG.txt
[2025-12-25T20:20:44.587013] [INFO ] [sig       ] [955/3552] Completed DLNG in 0.3s | 2.81 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-25T20:20:44.587053] [INFO ] [sig       ] [956/3552] Forecasting DLO...
[2025-12-25T20:20:44.587107] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-25T20:20:44.587139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-25T20:20:44.599073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-25T20:20:44.599457] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-25T20:20:44.600280] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-25T20:20:44.600332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:44.600362] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:44.600389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:44.600446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:44.658938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:44.659841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:44.659921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:44.659953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:44.781029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:44.781182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:44.781223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:44.781251] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:44.784717] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-12-25T20:20:44.784994] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-25T20:20:44.785121] [INFO ] [sig       ] DLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:44.928674] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DLO.txt
[2025-12-25T20:20:44.928825] [INFO ] [sig       ] [956/3552] Completed DLO in 0.3s | 2.81 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-25T20:20:44.928866] [INFO ] [sig       ] [957/3552] Forecasting DLPN...
[2025-12-25T20:20:44.928896] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-25T20:20:44.928952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-25T20:20:44.940485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-25T20:20:44.940820] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-25T20:20:44.941566] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-25T20:20:44.941636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:44.941667] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:44.941693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:44.941752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:45.000888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:45.001854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:45.001966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:45.002002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:45.111693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:45.111855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:45.111895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:45.111925] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:45.115355] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2025-12-25T20:20:45.115654] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-25T20:20:45.115786] [INFO ] [sig       ] DLPN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:45.256786] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DLPN.txt
[2025-12-25T20:20:45.256920] [INFO ] [sig       ] [957/3552] Completed DLPN in 0.3s | 2.81 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-25T20:20:45.256957] [INFO ] [sig       ] [958/3552] Forecasting DLTH...
[2025-12-25T20:20:45.256987] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-25T20:20:45.257016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-25T20:20:45.268873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-25T20:20:45.269253] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-25T20:20:45.270071] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-25T20:20:45.270123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:45.270156] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:45.270184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:45.270254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:45.327177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:45.327852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:45.327957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:45.327991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:45.452902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:45.453062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:45.453103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:45.453132] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:45.456567] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: UP (p=87.03%)
[2025-12-25T20:20:45.456872] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-25T20:20:45.456998] [INFO ] [sig       ] DLTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:45.602527] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DLTH.txt
[2025-12-25T20:20:45.602703] [INFO ] [sig       ] [958/3552] Completed DLTH in 0.3s | 2.81 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-25T20:20:45.602747] [INFO ] [sig       ] [959/3552] Forecasting DLX...
[2025-12-25T20:20:45.602779] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-25T20:20:45.602808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-25T20:20:45.615040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-25T20:20:45.615377] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-25T20:20:45.616184] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-25T20:20:45.616237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:45.616270] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:45.616299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:45.616381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:45.675171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:45.675977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:45.676062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:45.676095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:45.800063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:45.800228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:45.800466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:45.800496] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:45.804110] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=20.58%)
[2025-12-25T20:20:45.804559] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-25T20:20:45.804708] [INFO ] [sig       ] DLX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:45.947248] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DLX.txt
[2025-12-25T20:20:45.947409] [INFO ] [sig       ] [959/3552] Completed DLX in 0.3s | 2.81 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-25T20:20:45.947450] [INFO ] [sig       ] [960/3552] Forecasting DLY...
[2025-12-25T20:20:45.947482] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-25T20:20:45.947513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-25T20:20:45.960695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-25T20:20:45.961091] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-25T20:20:45.962108] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-25T20:20:45.962180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:45.962213] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:45.962254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:45.962358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:46.022115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:46.022955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:46.023038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:46.023071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:46.140460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:46.140634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:46.140675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:46.140703] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:46.144199] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: DOWN (p=5.42%)
[2025-12-25T20:20:46.144541] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-25T20:20:46.144702] [INFO ] [sig       ] DLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:46.288180] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DLY.txt
[2025-12-25T20:20:46.288331] [INFO ] [sig       ] [960/3552] Completed DLY in 0.3s | 2.81 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-25T20:20:46.288371] [INFO ] [sig       ] [961/3552] Forecasting DMAC...
[2025-12-25T20:20:46.288401] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-25T20:20:46.288436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-25T20:20:46.300465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-25T20:20:46.300811] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-25T20:20:46.301562] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-25T20:20:46.301631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:46.301663] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:46.301689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:46.301746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:46.363841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:46.364843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:46.364936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:46.364970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:46.493902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:46.494054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:46.494094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:46.494125] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:46.497803] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=26.18%)
[2025-12-25T20:20:46.498089] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-25T20:20:46.498219] [INFO ] [sig       ] DMAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:46.642631] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DMAC.txt
[2025-12-25T20:20:46.642818] [INFO ] [sig       ] [961/3552] Completed DMAC in 0.4s | 2.81 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-25T20:20:46.642858] [INFO ] [sig       ] [962/3552] Forecasting DMB...
[2025-12-25T20:20:46.642920] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-25T20:20:46.642954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-25T20:20:46.655923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-25T20:20:46.656316] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-25T20:20:46.657117] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-25T20:20:46.657169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:46.657202] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:46.657231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:46.657290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:46.715473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:46.716377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:46.716463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:46.716497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:46.839774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:46.839938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:46.839979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:46.840007] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:46.843853] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=32.80%)
[2025-12-25T20:20:46.844127] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-25T20:20:46.844250] [INFO ] [sig       ] DMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:46.993957] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DMB.txt
[2025-12-25T20:20:46.994124] [INFO ] [sig       ] [962/3552] Completed DMB in 0.4s | 2.81 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-25T20:20:46.994166] [INFO ] [sig       ] [963/3552] Forecasting DMLP...
[2025-12-25T20:20:46.994196] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-25T20:20:46.994251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-25T20:20:47.006885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-25T20:20:47.007314] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-25T20:20:47.008170] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-25T20:20:47.008223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:47.008254] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:47.008281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:47.008339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:47.069031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:47.069962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:47.070049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:47.070083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:47.205932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:47.206092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:47.206135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:47.206163] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:47.209641] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: DOWN (p=20.60%)
[2025-12-25T20:20:47.209919] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-25T20:20:47.210056] [INFO ] [sig       ] DMLP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:47.358343] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DMLP.txt
[2025-12-25T20:20:47.358528] [INFO ] [sig       ] [963/3552] Completed DMLP in 0.4s | 2.81 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-25T20:20:47.358601] [INFO ] [sig       ] [964/3552] Forecasting DMO...
[2025-12-25T20:20:47.358661] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-25T20:20:47.358694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-25T20:20:47.372544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-25T20:20:47.373000] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-25T20:20:47.373872] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-25T20:20:47.373934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:47.373979] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:47.374014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:47.374074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:47.438514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:47.439478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:47.439566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:47.439620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:47.566922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:47.567079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:47.567120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:47.567150] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:47.570787] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=54.36%)
[2025-12-25T20:20:47.571077] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-25T20:20:47.571215] [INFO ] [sig       ] DMO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:47.723793] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DMO.txt
[2025-12-25T20:20:47.723998] [INFO ] [sig       ] [964/3552] Completed DMO in 0.4s | 2.81 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-25T20:20:47.724047] [INFO ] [sig       ] [965/3552] Forecasting DMRC...
[2025-12-25T20:20:47.724118] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-25T20:20:47.724152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-25T20:20:47.738135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-25T20:20:47.738762] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-25T20:20:47.739816] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-25T20:20:47.739869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:47.739952] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:47.739981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:47.740040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:47.798452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:47.802475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:47.802623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:47.802661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:47.931758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:47.931915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:47.931956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:47.931986] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:47.935475] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: DOWN (p=43.22%)
[2025-12-25T20:20:47.935806] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-25T20:20:47.935955] [INFO ] [sig       ] DMRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:48.083132] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DMRC.txt
[2025-12-25T20:20:48.083318] [INFO ] [sig       ] [965/3552] Completed DMRC in 0.4s | 2.81 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-25T20:20:48.083368] [INFO ] [sig       ] [966/3552] Forecasting DMXF...
[2025-12-25T20:20:48.083438] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-25T20:20:48.083470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-25T20:20:48.096258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-25T20:20:48.096699] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-25T20:20:48.098059] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-25T20:20:48.098128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:48.098160] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:48.098187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:48.098246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:48.158060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:48.158984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:48.159085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:48.159139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:48.282918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:48.283101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:48.283156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:48.283189] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:48.286855] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: DOWN (p=3.93%)
[2025-12-25T20:20:48.287229] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-25T20:20:48.287391] [INFO ] [sig       ] DMXF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:48.437894] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DMXF.txt
[2025-12-25T20:20:48.438095] [INFO ] [sig       ] [966/3552] Completed DMXF in 0.4s | 2.81 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-25T20:20:48.438142] [INFO ] [sig       ] [967/3552] Forecasting DNA...
[2025-12-25T20:20:48.438174] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-25T20:20:48.438246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-25T20:20:48.450849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-25T20:20:48.451253] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-25T20:20:48.452068] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-25T20:20:48.452121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:48.452158] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:48.452186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:48.452249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:48.513070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:48.513983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:48.514066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:48.514100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:48.640213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:48.640403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:48.640471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:48.640503] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:48.644838] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=87.34%)
[2025-12-25T20:20:48.645208] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-25T20:20:48.645553] [INFO ] [sig       ] DNA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:48.787949] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DNA.txt
[2025-12-25T20:20:48.788113] [INFO ] [sig       ] [967/3552] Completed DNA in 0.3s | 2.81 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-25T20:20:48.788155] [INFO ] [sig       ] [968/3552] Forecasting DNLI...
[2025-12-25T20:20:48.788188] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-25T20:20:48.788221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-25T20:20:48.801073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-25T20:20:48.801445] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-25T20:20:48.802257] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-25T20:20:48.802312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:48.802344] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:48.802372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:48.802430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:48.858972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:48.859902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:48.859988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:48.860021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:48.987312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:48.987693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:48.987736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:48.987900] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:48.991900] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: UP (p=50.85%)
[2025-12-25T20:20:48.992189] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-25T20:20:48.992321] [INFO ] [sig       ] DNLI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:49.142985] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DNLI.txt
[2025-12-25T20:20:49.143151] [INFO ] [sig       ] [968/3552] Completed DNLI in 0.4s | 2.81 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-25T20:20:49.143195] [INFO ] [sig       ] [969/3552] Forecasting DNP...
[2025-12-25T20:20:49.143226] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-25T20:20:49.143283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-25T20:20:49.155862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-25T20:20:49.156247] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-25T20:20:49.157116] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-25T20:20:49.157171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:49.157205] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:49.157233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:49.157293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:49.214869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:49.215696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:49.215778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:49.215811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:49.351730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:49.351904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:49.351945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:49.351975] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:49.355418] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=75.37%)
[2025-12-25T20:20:49.355711] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-25T20:20:49.355852] [INFO ] [sig       ] DNP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:49.506195] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DNP.txt
[2025-12-25T20:20:49.506361] [INFO ] [sig       ] [969/3552] Completed DNP in 0.4s | 2.81 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-25T20:20:49.506402] [INFO ] [sig       ] [970/3552] Forecasting DNTH...
[2025-12-25T20:20:49.506432] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-25T20:20:49.506461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-25T20:20:49.519215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-25T20:20:49.519617] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-25T20:20:49.520409] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-25T20:20:49.520462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:49.520494] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:49.520522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:49.520596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:49.578082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:49.578970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:49.579084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:49.579140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:49.700820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:49.700977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:49.701018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:49.701047] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:49.704348] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=36.63%)
[2025-12-25T20:20:49.704637] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-25T20:20:49.704762] [INFO ] [sig       ] DNTH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:49.844957] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DNTH.txt
[2025-12-25T20:20:49.845097] [INFO ] [sig       ] [970/3552] Completed DNTH in 0.3s | 2.81 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-25T20:20:49.845136] [INFO ] [sig       ] [971/3552] Forecasting DOCN...
[2025-12-25T20:20:49.845165] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-25T20:20:49.845195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-25T20:20:49.856822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-25T20:20:49.857179] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-25T20:20:49.858104] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-25T20:20:49.858158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:49.858203] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:49.858232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:49.858292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:49.914132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:49.914846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:49.914926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:49.914959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:50.036524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:50.036696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:50.036738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:50.036766] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:50.043212] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=26.79%)
[2025-12-25T20:20:50.043526] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-25T20:20:50.043679] [INFO ] [sig       ] DOCN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:50.187912] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DOCN.txt
[2025-12-25T20:20:50.188070] [INFO ] [sig       ] [971/3552] Completed DOCN in 0.3s | 2.81 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-25T20:20:50.188117] [INFO ] [sig       ] [972/3552] Forecasting DOCS...
[2025-12-25T20:20:50.188149] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-25T20:20:50.188209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-25T20:20:50.200339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-25T20:20:50.200729] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-25T20:20:50.201564] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-25T20:20:50.201641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:50.201675] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:50.201702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:50.201763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:50.259632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:50.260381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:50.260464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:50.260498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:50.388323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:50.388672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:50.388715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:50.388745] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:50.392532] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=61.56%)
[2025-12-25T20:20:50.392828] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-25T20:20:50.392954] [INFO ] [sig       ] DOCS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:50.533869] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DOCS.txt
[2025-12-25T20:20:50.534018] [INFO ] [sig       ] [972/3552] Completed DOCS in 0.3s | 2.81 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-25T20:20:50.534062] [INFO ] [sig       ] [973/3552] Forecasting DOGZ...
[2025-12-25T20:20:50.534096] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-25T20:20:50.534153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-25T20:20:50.546783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-25T20:20:50.547140] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-25T20:20:50.547952] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-25T20:20:50.548007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:50.548040] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:50.548068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:50.548127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:50.604660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:50.605250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:50.605330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:50.605361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:50.729019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:50.729188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:50.729228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:50.729257] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:50.732563] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=69.14%)
[2025-12-25T20:20:50.732848] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-25T20:20:50.732969] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:50.872155] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DOGZ.txt
[2025-12-25T20:20:50.872308] [INFO ] [sig       ] [973/3552] Completed DOGZ in 0.3s | 2.81 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-25T20:20:50.872349] [INFO ] [sig       ] [974/3552] Forecasting DOLE...
[2025-12-25T20:20:50.872379] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-25T20:20:50.872439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-25T20:20:50.884304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-25T20:20:50.884647] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-25T20:20:50.885400] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-25T20:20:50.885451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:50.885482] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:50.885509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:50.885589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:50.941745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:50.942570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:50.942665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:50.942697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:51.063987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:51.064137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:51.064178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:51.064206] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:51.067608] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=36.04%)
[2025-12-25T20:20:51.067889] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-25T20:20:51.068016] [INFO ] [sig       ] DOLE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:51.207660] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DOLE.txt
[2025-12-25T20:20:51.207784] [INFO ] [sig       ] [974/3552] Completed DOLE in 0.3s | 2.81 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-25T20:20:51.207822] [INFO ] [sig       ] [975/3552] Forecasting DOMO...
[2025-12-25T20:20:51.207859] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-25T20:20:51.207894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-25T20:20:51.219751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-25T20:20:51.220061] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-25T20:20:51.220834] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-25T20:20:51.220887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:51.220918] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:51.220946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:51.221003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:51.279079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:51.279734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:51.279835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:51.279868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:51.400163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:51.400313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:51.400353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:51.400383] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:51.403716] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=24.14%)
[2025-12-25T20:20:51.403986] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-25T20:20:51.404109] [INFO ] [sig       ] DOMO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:51.542599] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DOMO.txt
[2025-12-25T20:20:51.542733] [INFO ] [sig       ] [975/3552] Completed DOMO in 0.3s | 2.81 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-25T20:20:51.542772] [INFO ] [sig       ] [976/3552] Forecasting DORM...
[2025-12-25T20:20:51.542802] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-25T20:20:51.542833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-25T20:20:51.554839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-25T20:20:51.555150] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-25T20:20:51.555913] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-25T20:20:51.555967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:51.555998] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:51.556025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:51.556083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:51.611851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:51.612444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:51.612521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:51.612553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:51.735161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:51.735319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:51.735360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:51.735389] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:51.738726] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: DOWN (p=14.99%)
[2025-12-25T20:20:51.738996] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-25T20:20:51.739143] [INFO ] [sig       ] DORM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:51.886023] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DORM.txt
[2025-12-25T20:20:51.886175] [INFO ] [sig       ] [976/3552] Completed DORM in 0.3s | 2.81 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-25T20:20:51.886216] [INFO ] [sig       ] [977/3552] Forecasting DOUG...
[2025-12-25T20:20:51.886246] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-25T20:20:51.886276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-25T20:20:51.899278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-25T20:20:51.899678] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-25T20:20:51.900442] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-25T20:20:51.900494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:51.900526] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:51.900552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:51.900639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:51.956568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:51.957307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:51.957386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:51.957419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:52.075070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:52.075227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:52.075267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:52.075296] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:52.078636] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-12-25T20:20:52.078904] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-25T20:20:52.079025] [INFO ] [sig       ] DOUG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:52.216126] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DOUG.txt
[2025-12-25T20:20:52.216241] [INFO ] [sig       ] [977/3552] Completed DOUG in 0.3s | 2.81 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-25T20:20:52.216279] [INFO ] [sig       ] [978/3552] Forecasting DOX...
[2025-12-25T20:20:52.216307] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-25T20:20:52.216336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-25T20:20:52.228152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-25T20:20:52.228459] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-25T20:20:52.232470] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-25T20:20:52.232536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:52.232583] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:52.232613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:52.232672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:52.289863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:52.290621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:52.290701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:52.290734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:52.411436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:52.411616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:52.411658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:52.411704] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:52.415027] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-25T20:20:52.415300] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-25T20:20:52.415421] [INFO ] [sig       ] DOX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:52.553816] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DOX.txt
[2025-12-25T20:20:52.554002] [INFO ] [sig       ] [978/3552] Completed DOX in 0.3s | 2.81 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-25T20:20:52.554044] [INFO ] [sig       ] [979/3552] Forecasting DPG...
[2025-12-25T20:20:52.554082] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-25T20:20:52.554113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-25T20:20:52.566121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-25T20:20:52.566439] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-25T20:20:52.567222] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-25T20:20:52.567278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:52.567310] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:52.567337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:52.567395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:52.624002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:52.624738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:52.624823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:52.624855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:52.745250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:52.745414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:52.745454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:52.745482] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:52.748800] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=38.18%)
[2025-12-25T20:20:52.749073] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-25T20:20:52.749216] [INFO ] [sig       ] DPG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:52.888493] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DPG.txt
[2025-12-25T20:20:52.888648] [INFO ] [sig       ] [979/3552] Completed DPG in 0.3s | 2.81 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-25T20:20:52.888691] [INFO ] [sig       ] [980/3552] Forecasting DPRO...
[2025-12-25T20:20:52.888720] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-25T20:20:52.888750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-25T20:20:52.901637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-25T20:20:52.902073] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-25T20:20:52.903048] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-25T20:20:52.903101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:52.903133] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:52.903158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:52.903215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:52.962099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:52.963163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:52.963245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:52.963294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:53.082597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:53.082757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:53.082796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:53.082825] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:53.086188] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=80.16%)
[2025-12-25T20:20:53.086478] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-25T20:20:53.086623] [INFO ] [sig       ] DPRO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:53.228723] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DPRO.txt
[2025-12-25T20:20:53.228886] [INFO ] [sig       ] [980/3552] Completed DPRO in 0.3s | 2.81 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-25T20:20:53.228929] [INFO ] [sig       ] [981/3552] Forecasting DPZ...
[2025-12-25T20:20:53.228958] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-25T20:20:53.228988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-25T20:20:53.241412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-25T20:20:53.241777] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-25T20:20:53.242533] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-25T20:20:53.242601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:53.242635] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:53.242662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:53.242719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:53.299307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:53.300139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:53.300222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:53.300262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:53.417824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:53.417981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:53.418021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:53.418051] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:53.421390] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-25T20:20:53.421690] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-25T20:20:53.421819] [INFO ] [sig       ] DPZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:53.562518] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DPZ.txt
[2025-12-25T20:20:53.562711] [INFO ] [sig       ] [981/3552] Completed DPZ in 0.3s | 2.81 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-25T20:20:53.562755] [INFO ] [sig       ] [982/3552] Forecasting DQ...
[2025-12-25T20:20:53.562809] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-25T20:20:53.562842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-25T20:20:53.574684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-25T20:20:53.575055] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-25T20:20:53.575861] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-25T20:20:53.575913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:53.575972] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:53.576000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:53.576071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:53.632095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:53.632822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:53.632902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:53.632935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:53.753909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:53.754067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:53.754108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:53.754137] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:53.757460] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2025-12-25T20:20:53.757750] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-25T20:20:53.757874] [INFO ] [sig       ] DQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:53.895876] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DQ.txt
[2025-12-25T20:20:53.896016] [INFO ] [sig       ] [982/3552] Completed DQ in 0.3s | 2.81 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-25T20:20:53.896057] [INFO ] [sig       ] [983/3552] Forecasting DRD...
[2025-12-25T20:20:53.896086] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-25T20:20:53.896116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-25T20:20:53.908093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-25T20:20:53.908412] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-25T20:20:53.909223] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-25T20:20:53.909275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:53.909307] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:53.909336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:53.909394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:53.966272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:53.966932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:53.967013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:53.967046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:54.087622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:54.087781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:54.087830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:54.087860] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:54.091314] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=53.23%)
[2025-12-25T20:20:54.091614] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-25T20:20:54.091746] [INFO ] [sig       ] DRD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:54.231050] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DRD.txt
[2025-12-25T20:20:54.231224] [INFO ] [sig       ] [983/3552] Completed DRD in 0.3s | 2.81 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-25T20:20:54.231266] [INFO ] [sig       ] [984/3552] Forecasting DRH...
[2025-12-25T20:20:54.231332] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-25T20:20:54.231366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-25T20:20:54.242959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-25T20:20:54.243288] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-25T20:20:54.244084] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-25T20:20:54.244147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:54.244179] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:54.244206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:54.244262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:54.302629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:54.303383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:54.303465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:54.303499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:54.425518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:54.425686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:54.425727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:54.425756] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:54.429214] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=69.79%)
[2025-12-25T20:20:54.429501] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-25T20:20:54.429658] [INFO ] [sig       ] DRH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:54.602683] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DRH.txt
[2025-12-25T20:20:54.602825] [INFO ] [sig       ] [984/3552] Completed DRH in 0.4s | 2.81 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-25T20:20:54.602867] [INFO ] [sig       ] [985/3552] Forecasting DRI...
[2025-12-25T20:20:54.602898] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-25T20:20:54.602930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-25T20:20:54.615675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-25T20:20:54.616020] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-25T20:20:54.616836] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-25T20:20:54.616891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:54.616923] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:54.616950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:54.617008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:54.677328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:54.678101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:54.678192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:54.678226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:54.816973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:54.817145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:54.817194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:54.817236] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:54.821932] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-12-25T20:20:54.822253] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-25T20:20:54.822392] [INFO ] [sig       ] DRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:54.968044] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DRI.txt
[2025-12-25T20:20:54.968213] [INFO ] [sig       ] [985/3552] Completed DRI in 0.4s | 2.81 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-25T20:20:54.968256] [INFO ] [sig       ] [986/3552] Forecasting DRIO...
[2025-12-25T20:20:54.968286] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-25T20:20:54.968317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-25T20:20:54.981789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-25T20:20:54.982203] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-25T20:20:54.982994] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-25T20:20:54.983047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:54.983078] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:54.983103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:54.983160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:55.042008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:55.042860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:55.042941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:55.042973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:55.169550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:55.169721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:55.169762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:55.169791] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:55.173530] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=81.81%)
[2025-12-25T20:20:55.174027] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-25T20:20:55.174154] [INFO ] [sig       ] DRIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:55.324599] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DRIO.txt
[2025-12-25T20:20:55.324764] [INFO ] [sig       ] [986/3552] Completed DRIO in 0.4s | 2.81 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-25T20:20:55.324807] [INFO ] [sig       ] [987/3552] Forecasting DRLL...
[2025-12-25T20:20:55.324837] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-25T20:20:55.324866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-25T20:20:55.337376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-25T20:20:55.337756] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-25T20:20:55.338711] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-25T20:20:55.338763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:55.338794] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:55.338819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:55.338876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:55.398162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:55.399245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:55.399328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:55.399362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:55.522918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:55.523074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:55.523114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:55.523143] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:55.526522] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=72.54%)
[2025-12-25T20:20:55.526826] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-25T20:20:55.526958] [INFO ] [sig       ] DRLL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:55.679047] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DRLL.txt
[2025-12-25T20:20:55.679241] [INFO ] [sig       ] [987/3552] Completed DRLL in 0.4s | 2.81 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-25T20:20:55.679285] [INFO ] [sig       ] [988/3552] Forecasting DRMA...
[2025-12-25T20:20:55.679329] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-25T20:20:55.679364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-25T20:20:55.691714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-25T20:20:55.692113] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-25T20:20:55.692978] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-25T20:20:55.693032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:55.693063] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:55.693091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:55.693150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:55.749881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:55.750792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:55.750873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:55.750906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:55.867062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:55.867221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:55.867265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:55.867296] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:55.870719] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=54.78%)
[2025-12-25T20:20:55.871001] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-25T20:20:55.871131] [INFO ] [sig       ] DRMA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:56.011555] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DRMA.txt
[2025-12-25T20:20:56.011734] [INFO ] [sig       ] [988/3552] Completed DRMA in 0.3s | 2.81 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-25T20:20:56.011782] [INFO ] [sig       ] [989/3552] Forecasting DRS...
[2025-12-25T20:20:56.011820] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-25T20:20:56.011912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-25T20:20:56.023831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-25T20:20:56.024218] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-25T20:20:56.025084] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-25T20:20:56.025139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:56.025172] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:56.025199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:56.025258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:56.085783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:56.086637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:56.086722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:56.086756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:56.206709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:56.206872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:56.206913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:56.206944] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:56.210861] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: DOWN (p=22.92%)
[2025-12-25T20:20:56.211172] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-25T20:20:56.211304] [INFO ] [sig       ] DRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:56.350671] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DRS.txt
[2025-12-25T20:20:56.350808] [INFO ] [sig       ] [989/3552] Completed DRS in 0.3s | 2.81 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-25T20:20:56.350847] [INFO ] [sig       ] [990/3552] Forecasting DRTS...
[2025-12-25T20:20:56.350877] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-25T20:20:56.350908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-25T20:20:56.361990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-25T20:20:56.362313] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-25T20:20:56.363094] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-25T20:20:56.363146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:56.363178] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:56.363205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:56.363262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:56.421334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:56.422062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:56.422145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:56.422180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:56.542092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:56.542282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:56.542339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:56.542383] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:56.546545] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=25.66%)
[2025-12-25T20:20:56.546878] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-25T20:20:56.547018] [INFO ] [sig       ] DRTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:56.691153] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DRTS.txt
[2025-12-25T20:20:56.691323] [INFO ] [sig       ] [990/3552] Completed DRTS in 0.3s | 2.81 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-25T20:20:56.691369] [INFO ] [sig       ] [991/3552] Forecasting DRUG...
[2025-12-25T20:20:56.691429] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-25T20:20:56.691464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-25T20:20:56.703109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-25T20:20:56.703502] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-25T20:20:56.704289] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-25T20:20:56.704341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:56.704372] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:56.704398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:56.704455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:56.760556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:56.761340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:56.761419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:56.761452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:56.883802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:56.883967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:56.884010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:56.884040] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:56.887790] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: UP (p=76.76%)
[2025-12-25T20:20:56.888070] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-25T20:20:56.888193] [INFO ] [sig       ] DRUG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:57.029735] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DRUG.txt
[2025-12-25T20:20:57.029881] [INFO ] [sig       ] [991/3552] Completed DRUG in 0.3s | 2.81 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-25T20:20:57.029922] [INFO ] [sig       ] [992/3552] Forecasting DRVN...
[2025-12-25T20:20:57.029952] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-25T20:20:57.029990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-25T20:20:57.046124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-25T20:20:57.046557] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-25T20:20:57.047596] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-25T20:20:57.047648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:57.047680] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:57.047708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:57.047765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:57.108091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:57.108779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:57.108913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:57.108966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:57.231066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:57.231216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:57.231257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:57.231285] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:57.234625] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=76.21%)
[2025-12-25T20:20:57.234902] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-25T20:20:57.235024] [INFO ] [sig       ] DRVN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:57.373958] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DRVN.txt
[2025-12-25T20:20:57.374089] [INFO ] [sig       ] [992/3552] Completed DRVN in 0.3s | 2.81 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-25T20:20:57.374128] [INFO ] [sig       ] [993/3552] Forecasting DSGN...
[2025-12-25T20:20:57.374158] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-25T20:20:57.374188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-25T20:20:57.385952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-25T20:20:57.386315] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-25T20:20:57.387286] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-25T20:20:57.387337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:57.387369] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:57.387396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:57.387453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:57.445935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:57.446665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:57.446743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:57.446775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:57.566699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:57.566836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:57.566875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:57.566905] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:57.570359] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=58.77%)
[2025-12-25T20:20:57.570648] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-25T20:20:57.570772] [INFO ] [sig       ] DSGN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:57.710142] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DSGN.txt
[2025-12-25T20:20:57.710275] [INFO ] [sig       ] [993/3552] Completed DSGN in 0.3s | 2.81 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-25T20:20:57.710314] [INFO ] [sig       ] [994/3552] Forecasting DSGX...
[2025-12-25T20:20:57.710349] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-25T20:20:57.710381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-25T20:20:57.722171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-25T20:20:57.722500] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-25T20:20:57.723274] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-25T20:20:57.723325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:57.723356] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:57.723383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:57.723440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:57.780959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:57.781632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:57.781710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:57.781742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:57.897828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:57.897974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:57.898012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:57.898041] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:57.901381] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: UP (p=54.39%)
[2025-12-25T20:20:57.901667] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-25T20:20:57.901789] [INFO ] [sig       ] DSGX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:58.039537] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DSGX.txt
[2025-12-25T20:20:58.039690] [INFO ] [sig       ] [994/3552] Completed DSGX in 0.3s | 2.81 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-25T20:20:58.039731] [INFO ] [sig       ] [995/3552] Forecasting DSL...
[2025-12-25T20:20:58.039764] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-25T20:20:58.039793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-25T20:20:58.051881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-25T20:20:58.052192] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-25T20:20:58.052963] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-25T20:20:58.053014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:58.053057] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:58.053086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:58.053143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:58.109931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:58.110551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:58.110645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:58.110678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:58.232530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:58.232698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:58.232738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:58.232768] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:58.236257] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=68.78%)
[2025-12-25T20:20:58.236525] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-25T20:20:58.236854] [INFO ] [sig       ] DSL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:58.376248] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DSL.txt
[2025-12-25T20:20:58.376457] [INFO ] [sig       ] [995/3552] Completed DSL in 0.3s | 2.81 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-25T20:20:58.376515] [INFO ] [sig       ] [996/3552] Forecasting DSM...
[2025-12-25T20:20:58.376613] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-25T20:20:58.376660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-25T20:20:58.387952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-25T20:20:58.388298] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-25T20:20:58.389132] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-25T20:20:58.389188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:58.389222] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:58.389251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:58.389310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:58.447368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:58.448176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:58.448255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:58.448287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:58.578689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:58.578875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:58.578928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:58.578966] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:58.583804] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-25T20:20:58.584207] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-25T20:20:58.584384] [INFO ] [sig       ] DSM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:58.740129] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DSM.txt
[2025-12-25T20:20:58.740301] [INFO ] [sig       ] [996/3552] Completed DSM in 0.4s | 2.81 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-25T20:20:58.740342] [INFO ] [sig       ] [997/3552] Forecasting DSP...
[2025-12-25T20:20:58.740373] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-25T20:20:58.740432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-25T20:20:58.752171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-25T20:20:58.752591] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-25T20:20:58.753365] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-25T20:20:58.753429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:58.753468] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:58.753501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:58.753564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:58.809956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:58.810868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:58.810988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:58.811038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:58.933818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:58.933967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:58.934008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:58.934037] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:58.937811] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: UP (p=81.27%)
[2025-12-25T20:20:58.938079] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-25T20:20:58.938203] [INFO ] [sig       ] DSP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:20:59.076249] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DSP.txt
[2025-12-25T20:20:59.076398] [INFO ] [sig       ] [997/3552] Completed DSP in 0.3s | 2.81 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-25T20:20:59.076436] [INFO ] [sig       ] [998/3552] Forecasting DSX...
[2025-12-25T20:20:59.076467] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-25T20:20:59.076496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-25T20:20:59.088438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-25T20:20:59.088803] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-25T20:20:59.089620] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-25T20:20:59.089672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:59.089704] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:59.089731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:59.089788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:59.145756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:59.146394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:59.146470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:59.146519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:59.265237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:59.265388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:59.265429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:59.265458] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:59.268772] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=29.80%)
[2025-12-25T20:20:59.269044] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-25T20:20:59.269179] [INFO ] [sig       ] DSX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:59.407359] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DSX.txt
[2025-12-25T20:20:59.407523] [INFO ] [sig       ] [998/3552] Completed DSX in 0.3s | 2.81 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-25T20:20:59.407585] [INFO ] [sig       ] [999/3552] Forecasting DTB...
[2025-12-25T20:20:59.407657] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-25T20:20:59.407719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-25T20:20:59.419841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-25T20:20:59.420202] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-25T20:20:59.421044] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-25T20:20:59.421101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:59.421162] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:59.421192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:59.421251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:59.477363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:59.478122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:59.478204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:59.478238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:59.591149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:59.591295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:59.591334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:59.591363] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:59.594651] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=8.18%)
[2025-12-25T20:20:59.594919] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-25T20:20:59.595044] [INFO ] [sig       ] DTB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:20:59.734327] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DTB.txt
[2025-12-25T20:20:59.734465] [INFO ] [sig       ] [999/3552] Completed DTB in 0.3s | 2.81 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-25T20:20:59.734505] [INFO ] [sig       ] [1000/3552] Forecasting DTE...
[2025-12-25T20:20:59.734539] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-25T20:20:59.734585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-25T20:20:59.747084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-25T20:20:59.747427] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-25T20:20:59.748206] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-25T20:20:59.748258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:20:59.748289] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:20:59.748315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:20:59.748371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:20:59.804360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:20:59.805106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:20:59.805186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:20:59.805218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:20:59.921607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:20:59.921757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:20:59.921796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:20:59.921825] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:20:59.925113] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=9.05%)
[2025-12-25T20:20:59.925384] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-25T20:20:59.925504] [INFO ] [sig       ] DTE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:00.071245] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DTE.txt
[2025-12-25T20:21:00.071442] [INFO ] [sig       ] [1000/3552] Completed DTE in 0.3s | 2.81 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-25T20:21:00.071496] [INFO ] [sig       ] [1001/3552] Forecasting DTG...
[2025-12-25T20:21:00.071529] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-25T20:21:00.071560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-25T20:21:00.083712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-25T20:21:00.084102] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-25T20:21:00.084917] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-25T20:21:00.084969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:00.085001] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:00.085028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:00.085087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:00.140940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:00.141741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:00.141821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:00.141854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:00.262535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:00.262835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:00.262876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:00.262906] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:00.266490] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-25T20:21:00.266806] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-25T20:21:00.266936] [INFO ] [sig       ] DTG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:00.419991] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DTG.txt
[2025-12-25T20:21:00.420181] [INFO ] [sig       ] [1001/3552] Completed DTG in 0.3s | 2.81 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-25T20:21:00.420228] [INFO ] [sig       ] [1002/3552] Forecasting DTIL...
[2025-12-25T20:21:00.420261] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-25T20:21:00.420292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-25T20:21:00.435591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-25T20:21:00.436030] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-25T20:21:00.437026] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-25T20:21:00.437095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:00.437146] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:00.437194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:00.437286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:00.500627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:00.501423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:00.501508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:00.501542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:00.618664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:00.618782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:00.618821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:00.618919] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:00.622942] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-12-25T20:21:00.623238] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-25T20:21:00.623372] [INFO ] [sig       ] DTIL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:00.774838] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DTIL.txt
[2025-12-25T20:21:00.775034] [INFO ] [sig       ] [1002/3552] Completed DTIL in 0.4s | 2.81 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-25T20:21:00.775086] [INFO ] [sig       ] [1003/3552] Forecasting DTM...
[2025-12-25T20:21:00.775119] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-25T20:21:00.775150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-25T20:21:00.787440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-25T20:21:00.787829] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-25T20:21:00.788619] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-25T20:21:00.788672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:00.788704] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:00.788732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:00.788790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:00.845627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:00.846374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:00.846456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:00.846488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:00.969643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:00.969758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:00.969798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:00.969827] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:00.973090] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=17.29%)
[2025-12-25T20:21:00.973366] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-25T20:21:00.973499] [INFO ] [sig       ] DTM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:01.122650] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DTM.txt
[2025-12-25T20:21:01.122852] [INFO ] [sig       ] [1003/3552] Completed DTM in 0.3s | 2.81 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-25T20:21:01.122899] [INFO ] [sig       ] [1004/3552] Forecasting DUK...
[2025-12-25T20:21:01.122930] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-25T20:21:01.122961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-25T20:21:01.136006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-25T20:21:01.136442] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-25T20:21:01.137356] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-25T20:21:01.137413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:01.137446] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:01.137473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:01.137532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:01.201339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:01.202203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:01.202292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:01.202342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:01.328118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:01.328312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:01.328357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:01.328387] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:01.332140] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=36.76%)
[2025-12-25T20:21:01.332422] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-25T20:21:01.332548] [INFO ] [sig       ] DUK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:01.484369] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DUK.txt
[2025-12-25T20:21:01.484527] [INFO ] [sig       ] [1004/3552] Completed DUK in 0.4s | 2.81 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-25T20:21:01.484588] [INFO ] [sig       ] [1005/3552] Forecasting DUKB...
[2025-12-25T20:21:01.484623] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-25T20:21:01.484654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-25T20:21:01.501255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-25T20:21:01.501715] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-25T20:21:01.502514] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-25T20:21:01.502567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:01.502625] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:01.502652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:01.502709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:01.573913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:01.575101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:01.575234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:01.575284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:01.700585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:01.700739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:01.700778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:01.700806] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:01.704148] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=12.90%)
[2025-12-25T20:21:01.704414] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-25T20:21:01.704539] [INFO ] [sig       ] DUKB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:01.852699] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DUKB.txt
[2025-12-25T20:21:01.852872] [INFO ] [sig       ] [1005/3552] Completed DUKB in 0.4s | 2.81 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-25T20:21:01.852915] [INFO ] [sig       ] [1006/3552] Forecasting DUOL...
[2025-12-25T20:21:01.852945] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-25T20:21:01.853002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-25T20:21:01.865505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-25T20:21:01.865916] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-25T20:21:01.866698] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-25T20:21:01.866750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:01.866782] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:01.866832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:01.866892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:01.925972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:01.926869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:01.926954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:01.926987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:02.051825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:02.051986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:02.052027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:02.052055] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:02.055554] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: UP (p=70.62%)
[2025-12-25T20:21:02.055915] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-25T20:21:02.056044] [INFO ] [sig       ] DUOL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:02.202633] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DUOL.txt
[2025-12-25T20:21:02.203023] [INFO ] [sig       ] [1006/3552] Completed DUOL in 0.4s | 2.81 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-25T20:21:02.203069] [INFO ] [sig       ] [1007/3552] Forecasting DVA...
[2025-12-25T20:21:02.203098] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-25T20:21:02.203128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-25T20:21:02.215925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-25T20:21:02.216313] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-25T20:21:02.217104] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-25T20:21:02.217157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:02.217188] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:02.217215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:02.217273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:02.274962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:02.276027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:02.276114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:02.276148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:02.401169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:02.401326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:02.401367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:02.401398] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:02.404860] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=37.91%)
[2025-12-25T20:21:02.405145] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-25T20:21:02.405274] [INFO ] [sig       ] DVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:02.542344] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DVA.txt
[2025-12-25T20:21:02.542481] [INFO ] [sig       ] [1007/3552] Completed DVA in 0.3s | 2.81 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-25T20:21:02.542521] [INFO ] [sig       ] [1008/3552] Forecasting DVAX...
[2025-12-25T20:21:02.542550] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-25T20:21:02.542595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-25T20:21:02.554516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-25T20:21:02.554914] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-25T20:21:02.555735] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-25T20:21:02.555790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:02.555823] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:02.555851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:02.555910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:02.612877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:02.613639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:02.613725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:02.613758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:02.739195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:02.739384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:02.739459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:02.739494] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:02.742982] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: UP (p=79.44%)
[2025-12-25T20:21:02.743291] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-25T20:21:02.743427] [INFO ] [sig       ] DVAX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:02.886822] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DVAX.txt
[2025-12-25T20:21:02.886972] [INFO ] [sig       ] [1008/3552] Completed DVAX in 0.3s | 2.81 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-25T20:21:02.887013] [INFO ] [sig       ] [1009/3552] Forecasting DVN...
[2025-12-25T20:21:02.887045] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-25T20:21:02.887075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-25T20:21:02.900325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-25T20:21:02.900740] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-25T20:21:02.901529] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-25T20:21:02.901808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:02.901859] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:02.901903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:02.901996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:02.964591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:02.965636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:02.965754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:02.965788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:03.091112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:03.091269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:03.091311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:03.091342] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:03.094899] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-12-25T20:21:03.095190] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-25T20:21:03.095322] [INFO ] [sig       ] DVN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:03.236150] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DVN.txt
[2025-12-25T20:21:03.236297] [INFO ] [sig       ] [1009/3552] Completed DVN in 0.3s | 2.81 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-25T20:21:03.236338] [INFO ] [sig       ] [1010/3552] Forecasting DWAS...
[2025-12-25T20:21:03.236368] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-25T20:21:03.236398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-25T20:21:03.248122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-25T20:21:03.248509] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-25T20:21:03.249309] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-25T20:21:03.249362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:03.249394] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:03.249420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:03.249477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:03.305810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:03.306701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:03.306782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:03.306815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:03.430600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:03.430763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:03.430804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:03.430834] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:03.434314] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-12-25T20:21:03.434628] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-25T20:21:03.434763] [INFO ] [sig       ] DWAS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:03.583773] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DWAS.txt
[2025-12-25T20:21:03.583931] [INFO ] [sig       ] [1010/3552] Completed DWAS in 0.3s | 2.81 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-25T20:21:03.583972] [INFO ] [sig       ] [1011/3552] Forecasting DWSH...
[2025-12-25T20:21:03.584002] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-25T20:21:03.584031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-25T20:21:03.596365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-25T20:21:03.596746] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-25T20:21:03.597559] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-25T20:21:03.597632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:03.597666] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:03.597694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:03.597753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:03.658204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:03.659072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:03.659176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:03.659209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:03.765534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:03.765705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:03.765744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:03.765773] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:03.769067] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=95.64%)
[2025-12-25T20:21:03.769363] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-25T20:21:03.769487] [INFO ] [sig       ] DWSH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:03.918248] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DWSH.txt
[2025-12-25T20:21:03.918420] [INFO ] [sig       ] [1011/3552] Completed DWSH in 0.3s | 2.81 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-25T20:21:03.918463] [INFO ] [sig       ] [1012/3552] Forecasting DX...
[2025-12-25T20:21:03.918522] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-25T20:21:03.918554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-25T20:21:03.934550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-25T20:21:03.934943] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-25T20:21:03.935736] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-25T20:21:03.935789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:03.935821] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:03.935849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:03.935906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:03.995685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:03.996530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:03.996636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:03.996673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:04.118985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:04.119178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:04.119220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:04.119253] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:04.122764] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=17.91%)
[2025-12-25T20:21:04.123045] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-25T20:21:04.123183] [INFO ] [sig       ] DX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:04.269144] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DX.txt
[2025-12-25T20:21:04.269311] [INFO ] [sig       ] [1012/3552] Completed DX in 0.4s | 2.81 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-25T20:21:04.269351] [INFO ] [sig       ] [1013/3552] Forecasting DXC...
[2025-12-25T20:21:04.269381] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-25T20:21:04.269438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-25T20:21:04.283358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-25T20:21:04.283740] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-25T20:21:04.284514] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-25T20:21:04.284594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:04.284630] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:04.284657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:04.284715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:04.343233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:04.344157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:04.344254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:04.344287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:04.464932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:04.465091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:04.465132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:04.465160] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:04.468477] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=80.14%)
[2025-12-25T20:21:04.468787] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-25T20:21:04.468913] [INFO ] [sig       ] DXC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:04.608410] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DXC.txt
[2025-12-25T20:21:04.608609] [INFO ] [sig       ] [1013/3552] Completed DXC in 0.3s | 2.82 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-25T20:21:04.608654] [INFO ] [sig       ] [1014/3552] Forecasting DXCM...
[2025-12-25T20:21:04.608684] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-25T20:21:04.608715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-25T20:21:04.622434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-25T20:21:04.623082] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-25T20:21:04.624100] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-25T20:21:04.624153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:04.624185] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:04.624213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:04.624271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:04.685524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:04.686339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:04.686426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:04.686460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:04.818319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:04.818498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:04.818554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:04.818602] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:04.822455] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=57.36%)
[2025-12-25T20:21:04.822806] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-25T20:21:04.822968] [INFO ] [sig       ] DXCM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:04.974388] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DXCM.txt
[2025-12-25T20:21:04.974558] [INFO ] [sig       ] [1014/3552] Completed DXCM in 0.4s | 2.82 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-25T20:21:04.974650] [INFO ] [sig       ] [1015/3552] Forecasting DXPE...
[2025-12-25T20:21:04.974684] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-25T20:21:04.974715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-25T20:21:04.988489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-25T20:21:04.988899] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-25T20:21:04.989827] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-25T20:21:04.989882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:04.989915] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:04.989942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:04.990003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:05.046743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:05.047596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:05.047679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:05.047711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:05.166833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:05.167013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:05.167054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:05.167084] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:05.170561] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: DOWN (p=28.07%)
[2025-12-25T20:21:05.170859] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-25T20:21:05.170989] [INFO ] [sig       ] DXPE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:05.311962] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DXPE.txt
[2025-12-25T20:21:05.312101] [INFO ] [sig       ] [1015/3552] Completed DXPE in 0.3s | 2.82 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-25T20:21:05.312141] [INFO ] [sig       ] [1016/3552] Forecasting DY...
[2025-12-25T20:21:05.312170] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-25T20:21:05.312200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-25T20:21:05.325186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-25T20:21:05.325525] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-25T20:21:05.326293] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-25T20:21:05.326345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:05.326402] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:05.326431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:05.326489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:05.383902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:05.384688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:05.384770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:05.384802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:05.510115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:05.510397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:05.510440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:05.510470] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:05.513876] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: DOWN (p=10.92%)
[2025-12-25T20:21:05.514144] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-25T20:21:05.514266] [INFO ] [sig       ] DY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:05.655624] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DY.txt
[2025-12-25T20:21:05.655865] [INFO ] [sig       ] [1016/3552] Completed DY in 0.3s | 2.82 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-25T20:21:05.655938] [INFO ] [sig       ] [1017/3552] Forecasting DYN...
[2025-12-25T20:21:05.655975] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-25T20:21:05.656006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-25T20:21:05.670006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-25T20:21:05.670447] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-25T20:21:05.671407] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-25T20:21:05.671462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:05.671496] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:05.671525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:05.671609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:05.728691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:05.729634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:05.729725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:05.729758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:05.858495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:05.858680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:05.858729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:05.858759] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:05.862318] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=45.82%)
[2025-12-25T20:21:05.862623] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-25T20:21:05.862784] [INFO ] [sig       ] DYN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:06.008506] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DYN.txt
[2025-12-25T20:21:06.008717] [INFO ] [sig       ] [1017/3552] Completed DYN in 0.4s | 2.82 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-25T20:21:06.008768] [INFO ] [sig       ] [1018/3552] Forecasting E...
[2025-12-25T20:21:06.008826] [INFO ] [sig       ] Generating forecast for: E
[2025-12-25T20:21:06.008861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-25T20:21:06.020929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-25T20:21:06.021310] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-25T20:21:06.022110] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-25T20:21:06.022164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:06.022199] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:06.022228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:06.022287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:06.081024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:06.081810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:06.081895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:06.081929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:06.207061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:06.207254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:06.207300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:06.207329] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:06.210799] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-12-25T20:21:06.211079] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-25T20:21:06.211205] [INFO ] [sig       ] E: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:06.351030] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/E.txt
[2025-12-25T20:21:06.351195] [INFO ] [sig       ] [1018/3552] Completed E in 0.3s | 2.82 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-25T20:21:06.351268] [INFO ] [sig       ] [1019/3552] Forecasting EA...
[2025-12-25T20:21:06.351301] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-25T20:21:06.351332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-25T20:21:06.364971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-25T20:21:06.365392] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-25T20:21:06.366229] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-25T20:21:06.366283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:06.366328] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:06.366357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:06.366416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:06.424226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:06.425158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:06.425244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:06.425276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:06.553117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:06.553289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:06.553337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:06.553367] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:06.557027] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=87.70%)
[2025-12-25T20:21:06.557343] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-25T20:21:06.557474] [INFO ] [sig       ] EA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:06.699088] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EA.txt
[2025-12-25T20:21:06.699279] [INFO ] [sig       ] [1019/3552] Completed EA in 0.3s | 2.82 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-25T20:21:06.699346] [INFO ] [sig       ] [1020/3552] Forecasting EAF...
[2025-12-25T20:21:06.699380] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-25T20:21:06.699410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-25T20:21:06.711496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-25T20:21:06.711893] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-25T20:21:06.712689] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-25T20:21:06.712743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:06.712775] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:06.712801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:06.712858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:06.768656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:06.769370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:06.769451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:06.769483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:06.887028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:06.887188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:06.887227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:06.887258] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:06.890701] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=9.93%)
[2025-12-25T20:21:06.890982] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-25T20:21:06.891108] [INFO ] [sig       ] EAF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:07.050106] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EAF.txt
[2025-12-25T20:21:07.050287] [INFO ] [sig       ] [1020/3552] Completed EAF in 0.4s | 2.82 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-25T20:21:07.050332] [INFO ] [sig       ] [1021/3552] Forecasting EAI...
[2025-12-25T20:21:07.050363] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-25T20:21:07.050392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-25T20:21:07.062996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-25T20:21:07.063396] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-25T20:21:07.064292] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-25T20:21:07.064348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:07.064381] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:07.064409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:07.064469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:07.127515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:07.128508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:07.128610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:07.128647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:07.247533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:07.247753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:07.247797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:07.247827] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:07.251396] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=66.39%)
[2025-12-25T20:21:07.251716] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-25T20:21:07.251853] [INFO ] [sig       ] EAI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:07.396067] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EAI.txt
[2025-12-25T20:21:07.396240] [INFO ] [sig       ] [1021/3552] Completed EAI in 0.3s | 2.82 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-25T20:21:07.396284] [INFO ] [sig       ] [1022/3552] Forecasting EARN...
[2025-12-25T20:21:07.396313] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-25T20:21:07.396375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-25T20:21:07.409542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-25T20:21:07.409975] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-25T20:21:07.410789] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-25T20:21:07.410841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:07.410872] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:07.410898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:07.410955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:07.467898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:07.468790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:07.468876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:07.468910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:07.593843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:07.594000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:07.594040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:07.594069] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:07.597792] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=66.84%)
[2025-12-25T20:21:07.598095] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-25T20:21:07.598229] [INFO ] [sig       ] EARN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:07.746378] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EARN.txt
[2025-12-25T20:21:07.746558] [INFO ] [sig       ] [1022/3552] Completed EARN in 0.4s | 2.82 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-25T20:21:07.746625] [INFO ] [sig       ] [1023/3552] Forecasting EB...
[2025-12-25T20:21:07.746665] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-25T20:21:07.746697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-25T20:21:07.760009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-25T20:21:07.760444] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-25T20:21:07.761236] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-25T20:21:07.761290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:07.761321] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:07.761348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:07.761404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:07.820838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:07.821787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:07.821878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:07.821911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:07.943380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:07.943536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:07.943594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:07.943627] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:07.947013] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: UP (p=81.74%)
[2025-12-25T20:21:07.947285] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-25T20:21:07.947413] [INFO ] [sig       ] EB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:08.089720] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EB.txt
[2025-12-25T20:21:08.090071] [INFO ] [sig       ] [1023/3552] Completed EB in 0.3s | 2.82 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-25T20:21:08.090112] [INFO ] [sig       ] [1024/3552] Forecasting EBAY...
[2025-12-25T20:21:08.090143] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-25T20:21:08.090174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-25T20:21:08.102896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-25T20:21:08.103274] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-25T20:21:08.104095] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-25T20:21:08.104148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:08.104180] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:08.104206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:08.104263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:08.162101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:08.162952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:08.163035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:08.163068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:08.287318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:08.287480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:08.287519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:08.287548] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:08.291029] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: DOWN (p=40.48%)
[2025-12-25T20:21:08.291305] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-25T20:21:08.291427] [INFO ] [sig       ] EBAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:08.438075] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EBAY.txt
[2025-12-25T20:21:08.438277] [INFO ] [sig       ] [1024/3552] Completed EBAY in 0.3s | 2.82 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-25T20:21:08.438349] [INFO ] [sig       ] [1025/3552] Forecasting EBC...
[2025-12-25T20:21:08.438379] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-25T20:21:08.438409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-25T20:21:08.452338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-25T20:21:08.452755] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-25T20:21:08.453556] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-25T20:21:08.453634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:08.453667] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:08.453693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:08.453751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:08.513528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:08.514408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:08.514495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:08.514527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:08.640676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:08.640835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:08.640873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:08.640901] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:08.644220] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2025-12-25T20:21:08.644491] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-25T20:21:08.644643] [INFO ] [sig       ] EBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:08.785246] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EBC.txt
[2025-12-25T20:21:08.785389] [INFO ] [sig       ] [1025/3552] Completed EBC in 0.3s | 2.82 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-25T20:21:08.785428] [INFO ] [sig       ] [1026/3552] Forecasting EBF...
[2025-12-25T20:21:08.785457] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-25T20:21:08.785485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-25T20:21:08.797823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-25T20:21:08.798184] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-25T20:21:08.798967] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-25T20:21:08.799018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:08.799049] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:08.799075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:08.799152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:08.856776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:08.857602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:08.857688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:08.857721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:08.978268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:08.978427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:08.978466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:08.978512] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:08.982174] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2025-12-25T20:21:08.982456] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-25T20:21:08.982598] [INFO ] [sig       ] EBF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:09.121863] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EBF.txt
[2025-12-25T20:21:09.121996] [INFO ] [sig       ] [1026/3552] Completed EBF in 0.3s | 2.82 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-25T20:21:09.122036] [INFO ] [sig       ] [1027/3552] Forecasting EBON...
[2025-12-25T20:21:09.122065] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-25T20:21:09.122094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-25T20:21:09.136982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-25T20:21:09.137408] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-25T20:21:09.138403] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-25T20:21:09.138456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:09.138487] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:09.138513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:09.138585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:09.196426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:09.197529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:09.197632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:09.197666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:09.303488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:09.303668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:09.303708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:09.303737] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:09.307434] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-12-25T20:21:09.307722] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-25T20:21:09.307846] [INFO ] [sig       ] EBON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:09.448955] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EBON.txt
[2025-12-25T20:21:09.449134] [INFO ] [sig       ] [1027/3552] Completed EBON in 0.3s | 2.82 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-25T20:21:09.449177] [INFO ] [sig       ] [1028/3552] Forecasting EBS...
[2025-12-25T20:21:09.449207] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-25T20:21:09.449237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-25T20:21:09.461752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-25T20:21:09.462140] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-25T20:21:09.462925] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-25T20:21:09.462977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:09.463008] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:09.463034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:09.463091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:09.520209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:09.521119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:09.521207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:09.521241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:09.669271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:09.669493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:09.669548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:09.669609] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:09.674519] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=29.55%)
[2025-12-25T20:21:09.674950] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-25T20:21:09.675100] [INFO ] [sig       ] EBS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:09.823029] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EBS.txt
[2025-12-25T20:21:09.823195] [INFO ] [sig       ] [1028/3552] Completed EBS in 0.4s | 2.82 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-25T20:21:09.823237] [INFO ] [sig       ] [1029/3552] Forecasting EC...
[2025-12-25T20:21:09.823268] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-25T20:21:09.823325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-25T20:21:09.837389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-25T20:21:09.837868] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-25T20:21:09.838687] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-25T20:21:09.838740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:09.838772] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:09.838798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:09.838856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:09.898655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:09.899568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:09.899678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:09.899713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:10.021628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:10.021789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:10.021830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:10.021858] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:10.025360] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2025-12-25T20:21:10.025658] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-25T20:21:10.025783] [INFO ] [sig       ] EC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:10.184257] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EC.txt
[2025-12-25T20:21:10.184428] [INFO ] [sig       ] [1029/3552] Completed EC in 0.4s | 2.82 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-25T20:21:10.184501] [INFO ] [sig       ] [1030/3552] Forecasting ECC...
[2025-12-25T20:21:10.184532] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-25T20:21:10.184562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-25T20:21:10.196607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-25T20:21:10.196981] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-25T20:21:10.197783] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-25T20:21:10.197835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:10.197867] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:10.197895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:10.197964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:10.257567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:10.258445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:10.258533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:10.258566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:10.377602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:10.377765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:10.377983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:10.378012] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:10.381554] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: DOWN (p=18.36%)
[2025-12-25T20:21:10.381931] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-25T20:21:10.382071] [INFO ] [sig       ] ECC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:10.527410] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ECC.txt
[2025-12-25T20:21:10.527592] [INFO ] [sig       ] [1030/3552] Completed ECC in 0.3s | 2.82 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-25T20:21:10.527636] [INFO ] [sig       ] [1031/3552] Forecasting ECL...
[2025-12-25T20:21:10.527665] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-25T20:21:10.527725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-25T20:21:10.539870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-25T20:21:10.540259] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-25T20:21:10.541124] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-25T20:21:10.541180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:10.541212] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:10.541239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:10.541297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:10.604450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:10.605456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:10.605549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:10.605599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:10.728960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:10.729146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:10.729188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:10.729217] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:10.732659] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-12-25T20:21:10.732945] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-25T20:21:10.733100] [INFO ] [sig       ] ECL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:10.875484] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ECL.txt
[2025-12-25T20:21:10.875634] [INFO ] [sig       ] [1031/3552] Completed ECL in 0.3s | 2.82 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-25T20:21:10.875677] [INFO ] [sig       ] [1032/3552] Forecasting ECPG...
[2025-12-25T20:21:10.875711] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-25T20:21:10.875744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-25T20:21:10.888308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-25T20:21:10.888668] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-25T20:21:10.889435] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-25T20:21:10.889498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:10.889529] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:10.889556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:10.889633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:10.947656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:10.948463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:10.948549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:10.948602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:11.069990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:11.070144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:11.070186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:11.070214] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:11.074177] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: UP (p=90.94%)
[2025-12-25T20:21:11.074457] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-25T20:21:11.074603] [INFO ] [sig       ] ECPG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:11.216723] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ECPG.txt
[2025-12-25T20:21:11.216855] [INFO ] [sig       ] [1032/3552] Completed ECPG in 0.3s | 2.82 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-25T20:21:11.216893] [INFO ] [sig       ] [1033/3552] Forecasting ECX...
[2025-12-25T20:21:11.216923] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-25T20:21:11.216952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-25T20:21:11.228790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-25T20:21:11.229183] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-25T20:21:11.230137] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-25T20:21:11.230189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:11.230221] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:11.230273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:11.230332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:11.287662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:11.288477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:11.288559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:11.288610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:11.411156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:11.411347] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:21:11.411397] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:11.411427] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:11.415037] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-25T20:21:11.415321] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-25T20:21:11.415447] [INFO ] [sig       ] ECX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:11.556286] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ECX.txt
[2025-12-25T20:21:11.556421] [INFO ] [sig       ] [1033/3552] Completed ECX in 0.3s | 2.82 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-25T20:21:11.556460] [INFO ] [sig       ] [1034/3552] Forecasting ED...
[2025-12-25T20:21:11.556491] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-25T20:21:11.556528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-25T20:21:11.568763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-25T20:21:11.569137] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-25T20:21:11.569928] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-25T20:21:11.569979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:11.570011] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:11.570037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:11.570095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:11.627760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:11.628435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:11.628512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:11.628543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:11.750347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:11.750505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:11.750546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:11.750594] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:11.754162] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-12-25T20:21:11.754449] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-25T20:21:11.754598] [INFO ] [sig       ] ED: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:11.901544] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ED.txt
[2025-12-25T20:21:11.901723] [INFO ] [sig       ] [1034/3552] Completed ED in 0.3s | 2.82 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-25T20:21:11.901765] [INFO ] [sig       ] [1035/3552] Forecasting EDAP...
[2025-12-25T20:21:11.901796] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-25T20:21:11.901825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-25T20:21:11.914225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-25T20:21:11.914635] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-25T20:21:11.915475] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-25T20:21:11.915529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:11.915561] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:11.915609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:11.915669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:11.974613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:11.975505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:11.975611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:11.975647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:12.097327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:12.097503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:12.097547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:12.097592] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:12.101163] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2025-12-25T20:21:12.101455] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-25T20:21:12.101599] [INFO ] [sig       ] EDAP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:12.243280] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EDAP.txt
[2025-12-25T20:21:12.243424] [INFO ] [sig       ] [1035/3552] Completed EDAP in 0.3s | 2.82 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-25T20:21:12.243472] [INFO ] [sig       ] [1036/3552] Forecasting EDD...
[2025-12-25T20:21:12.243505] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-25T20:21:12.243536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-25T20:21:12.256441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-25T20:21:12.256833] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-25T20:21:12.257635] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-25T20:21:12.257688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:12.257720] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:12.257746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:12.257805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:12.316316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:12.316994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:12.317075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:12.317109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:12.442068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:12.442230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:12.442272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:12.442301] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:12.445727] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=27.58%)
[2025-12-25T20:21:12.446054] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-25T20:21:12.446186] [INFO ] [sig       ] EDD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:12.592928] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EDD.txt
[2025-12-25T20:21:12.593097] [INFO ] [sig       ] [1036/3552] Completed EDD in 0.3s | 2.82 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-25T20:21:12.593139] [INFO ] [sig       ] [1037/3552] Forecasting EDF...
[2025-12-25T20:21:12.593170] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-25T20:21:12.593200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-25T20:21:12.605745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-25T20:21:12.606166] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-25T20:21:12.607005] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-25T20:21:12.607064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:12.607101] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:12.607129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:12.607188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:12.666680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:12.667534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:12.667639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:12.667674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:12.785098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:12.785247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:12.785288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:12.785316] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:12.788718] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: DOWN (p=28.06%)
[2025-12-25T20:21:12.788990] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-25T20:21:12.789154] [INFO ] [sig       ] EDF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:12.933291] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EDF.txt
[2025-12-25T20:21:12.933462] [INFO ] [sig       ] [1037/3552] Completed EDF in 0.3s | 2.82 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-25T20:21:12.933503] [INFO ] [sig       ] [1038/3552] Forecasting EDN...
[2025-12-25T20:21:12.933533] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-25T20:21:12.933564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-25T20:21:12.945653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-25T20:21:12.946030] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-25T20:21:12.946825] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-25T20:21:12.946879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:12.946910] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:12.946937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:12.946995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:13.004274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:13.005172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:13.005253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:13.005285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:13.128250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:13.128403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:13.128443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:13.128471] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:13.131837] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=20.66%)
[2025-12-25T20:21:13.132123] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-25T20:21:13.132243] [INFO ] [sig       ] EDN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:13.273264] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EDN.txt
[2025-12-25T20:21:13.273431] [INFO ] [sig       ] [1038/3552] Completed EDN in 0.3s | 2.82 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-25T20:21:13.273474] [INFO ] [sig       ] [1039/3552] Forecasting EE...
[2025-12-25T20:21:13.273503] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-25T20:21:13.273532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-25T20:21:13.285461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-25T20:21:13.285829] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-25T20:21:13.286566] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-25T20:21:13.286641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:13.286672] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:13.286699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:13.286757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:13.342420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:13.343066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:13.343147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:13.343179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:13.464042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:13.464204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:13.464261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:13.464291] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:13.467662] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=93.67%)
[2025-12-25T20:21:13.467942] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-25T20:21:13.468068] [INFO ] [sig       ] EE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:13.608815] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EE.txt
[2025-12-25T20:21:13.608950] [INFO ] [sig       ] [1039/3552] Completed EE in 0.3s | 2.82 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-25T20:21:13.608990] [INFO ] [sig       ] [1040/3552] Forecasting EEMA...
[2025-12-25T20:21:13.609020] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-25T20:21:13.609050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-25T20:21:13.620862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-25T20:21:13.621247] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-25T20:21:13.622037] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-25T20:21:13.622090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:13.622122] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:13.622148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:13.622207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:13.680658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:13.681373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:13.681466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:13.681499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:13.803953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:13.804098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:13.804141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:13.804182] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:13.807568] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: DOWN (p=8.90%)
[2025-12-25T20:21:13.807888] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-25T20:21:13.808178] [INFO ] [sig       ] EEMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:13.948177] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EEMA.txt
[2025-12-25T20:21:13.948311] [INFO ] [sig       ] [1040/3552] Completed EEMA in 0.3s | 2.82 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-25T20:21:13.948350] [INFO ] [sig       ] [1041/3552] Forecasting EEX...
[2025-12-25T20:21:13.948380] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-25T20:21:13.948410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-25T20:21:13.960154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-25T20:21:13.960505] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-25T20:21:13.961266] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-25T20:21:13.961318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:13.961351] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:13.961377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:13.961440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:14.020397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:14.021262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:14.021365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:14.021400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:14.143820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:14.143980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:14.144025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:14.144055] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:14.147470] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=37.81%)
[2025-12-25T20:21:14.147771] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-25T20:21:14.147899] [INFO ] [sig       ] EEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:14.289652] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EEX.txt
[2025-12-25T20:21:14.289813] [INFO ] [sig       ] [1041/3552] Completed EEX in 0.3s | 2.82 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-25T20:21:14.289856] [INFO ] [sig       ] [1042/3552] Forecasting EFC...
[2025-12-25T20:21:14.289886] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-25T20:21:14.289943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-25T20:21:14.302836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-25T20:21:14.303205] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-25T20:21:14.304003] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-25T20:21:14.304056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:14.304088] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:14.304115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:14.304173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:14.361636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:14.362378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:14.362460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:14.362494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:14.478282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:14.478441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:14.478493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:14.478526] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:14.481939] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-25T20:21:14.482223] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-25T20:21:14.482348] [INFO ] [sig       ] EFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:14.629327] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EFC.txt
[2025-12-25T20:21:14.629485] [INFO ] [sig       ] [1042/3552] Completed EFC in 0.3s | 2.82 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-25T20:21:14.629529] [INFO ] [sig       ] [1043/3552] Forecasting EFSC...
[2025-12-25T20:21:14.629561] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-25T20:21:14.629607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-25T20:21:14.643303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-25T20:21:14.643711] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-25T20:21:14.644535] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-25T20:21:14.644614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:14.644663] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:14.644692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:14.644752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:14.701458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:14.702135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:14.702216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:14.702250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:14.821794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:14.821961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:14.822001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:14.822030] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:14.825412] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: DOWN (p=12.54%)
[2025-12-25T20:21:14.825710] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-25T20:21:14.825837] [INFO ] [sig       ] EFSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:14.966250] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EFSC.txt
[2025-12-25T20:21:14.966395] [INFO ] [sig       ] [1043/3552] Completed EFSC in 0.3s | 2.82 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-25T20:21:14.966434] [INFO ] [sig       ] [1044/3552] Forecasting EFX...
[2025-12-25T20:21:14.966465] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-25T20:21:14.966517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-25T20:21:14.978643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-25T20:21:14.978978] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-25T20:21:14.979784] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-25T20:21:14.979837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:14.979869] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:14.979895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:14.979953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:15.036472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:15.037333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:15.037412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:15.037446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:15.156802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:15.156970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:15.157010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:15.157039] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:15.160775] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=18.54%)
[2025-12-25T20:21:15.161244] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-25T20:21:15.161363] [INFO ] [sig       ] EFX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:15.300409] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EFX.txt
[2025-12-25T20:21:15.300597] [INFO ] [sig       ] [1044/3552] Completed EFX in 0.3s | 2.82 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-25T20:21:15.300639] [INFO ] [sig       ] [1045/3552] Forecasting EG...
[2025-12-25T20:21:15.300670] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-25T20:21:15.300699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-25T20:21:15.312979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-25T20:21:15.313337] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-25T20:21:15.314109] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-25T20:21:15.314161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:15.314191] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:15.314218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:15.314280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:15.370817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:15.371569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:15.371667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:15.371699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:15.492069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:15.492431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:15.492473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:15.492502] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:15.496373] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=85.78%)
[2025-12-25T20:21:15.496665] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-25T20:21:15.496790] [INFO ] [sig       ] EG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:15.639960] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EG.txt
[2025-12-25T20:21:15.640129] [INFO ] [sig       ] [1045/3552] Completed EG in 0.3s | 2.82 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-25T20:21:15.640169] [INFO ] [sig       ] [1046/3552] Forecasting EGAN...
[2025-12-25T20:21:15.640199] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-25T20:21:15.640228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-25T20:21:15.652142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-25T20:21:15.652511] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-25T20:21:15.653278] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-25T20:21:15.653329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:15.653360] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:15.653387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:15.653444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:15.709602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:15.710357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:15.710437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:15.710470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:15.831141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:15.831294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:15.831334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:15.831363] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:15.834730] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-25T20:21:15.835027] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-25T20:21:15.835154] [INFO ] [sig       ] EGAN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:15.976033] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EGAN.txt
[2025-12-25T20:21:15.976197] [INFO ] [sig       ] [1046/3552] Completed EGAN in 0.3s | 2.82 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-25T20:21:15.976264] [INFO ] [sig       ] [1047/3552] Forecasting EGBN...
[2025-12-25T20:21:15.976295] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-25T20:21:15.976364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-25T20:21:15.988427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-25T20:21:15.988828] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-25T20:21:15.989627] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-25T20:21:15.989679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:15.989711] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:15.989738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:15.989795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:16.046203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:16.047080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:16.047170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:16.047204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:16.165107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:16.165270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:16.165312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:16.165341] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:16.168689] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: UP (p=87.24%)
[2025-12-25T20:21:16.168959] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-25T20:21:16.169078] [INFO ] [sig       ] EGBN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:16.366122] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EGBN.txt
[2025-12-25T20:21:16.366267] [INFO ] [sig       ] [1047/3552] Completed EGBN in 0.4s | 2.82 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-25T20:21:16.366307] [INFO ] [sig       ] [1048/3552] Forecasting EGP...
[2025-12-25T20:21:16.366336] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-25T20:21:16.366366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-25T20:21:16.382250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-25T20:21:16.382681] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-25T20:21:16.383483] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-25T20:21:16.383536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:16.383592] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:16.383623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:16.383682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:16.440748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:16.441702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:16.441809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:16.441844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:16.563477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:16.563658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:16.563699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:16.563728] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:16.567114] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-25T20:21:16.567421] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-25T20:21:16.567553] [INFO ] [sig       ] EGP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:16.707855] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EGP.txt
[2025-12-25T20:21:16.708014] [INFO ] [sig       ] [1048/3552] Completed EGP in 0.3s | 2.82 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-25T20:21:16.708056] [INFO ] [sig       ] [1049/3552] Forecasting EGY...
[2025-12-25T20:21:16.708118] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-25T20:21:16.708150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-25T20:21:16.720739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-25T20:21:16.721137] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-25T20:21:16.721946] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-25T20:21:16.721998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:16.722029] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:16.722057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:16.722114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:16.778403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:16.779200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:16.779280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:16.779312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:16.894713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:16.894872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:16.894912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:16.894939] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:16.898240] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=27.91%)
[2025-12-25T20:21:16.898510] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-25T20:21:16.898648] [INFO ] [sig       ] EGY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:17.040469] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EGY.txt
[2025-12-25T20:21:17.040632] [INFO ] [sig       ] [1049/3552] Completed EGY in 0.3s | 2.82 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-25T20:21:17.040699] [INFO ] [sig       ] [1050/3552] Forecasting EH...
[2025-12-25T20:21:17.040730] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-25T20:21:17.040760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-25T20:21:17.053102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-25T20:21:17.053494] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-25T20:21:17.054282] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-25T20:21:17.054335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:17.054367] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:17.054424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:17.054485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:17.110945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:17.111788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:17.111882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:17.111915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:17.230321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:17.230483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:17.230524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:17.230552] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:17.233986] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=65.30%)
[2025-12-25T20:21:17.234266] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-25T20:21:17.234389] [INFO ] [sig       ] EH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:17.373344] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EH.txt
[2025-12-25T20:21:17.373524] [INFO ] [sig       ] [1050/3552] Completed EH in 0.3s | 2.82 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-25T20:21:17.373592] [INFO ] [sig       ] [1051/3552] Forecasting EHAB...
[2025-12-25T20:21:17.373625] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-25T20:21:17.373661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-25T20:21:17.386017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-25T20:21:17.386348] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-25T20:21:17.387105] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-25T20:21:17.387157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:17.387188] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:17.387214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:17.387271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:17.444092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:17.444967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:17.445056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:17.445087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:17.567878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:17.568039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:17.568079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:17.568107] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:17.571468] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-12-25T20:21:17.571780] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-25T20:21:17.571912] [INFO ] [sig       ] EHAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:17.712988] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EHAB.txt
[2025-12-25T20:21:17.713176] [INFO ] [sig       ] [1051/3552] Completed EHAB in 0.3s | 2.82 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-25T20:21:17.713224] [INFO ] [sig       ] [1052/3552] Forecasting EHC...
[2025-12-25T20:21:17.713257] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-25T20:21:17.713328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-25T20:21:17.725937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-25T20:21:17.726276] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-25T20:21:17.727088] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-25T20:21:17.727140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:17.727171] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:17.727199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:17.727257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:17.782782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:17.783385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:17.783476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:17.783509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:17.901449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:17.901624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:17.901666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:17.901694] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:17.904983] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=22.95%)
[2025-12-25T20:21:17.905250] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-25T20:21:17.905372] [INFO ] [sig       ] EHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:18.045045] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EHC.txt
[2025-12-25T20:21:18.045221] [INFO ] [sig       ] [1052/3552] Completed EHC in 0.3s | 2.82 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-25T20:21:18.045269] [INFO ] [sig       ] [1053/3552] Forecasting EHI...
[2025-12-25T20:21:18.045301] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-25T20:21:18.045330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-25T20:21:18.057415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-25T20:21:18.057816] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-25T20:21:18.058559] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-25T20:21:18.058632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:18.058663] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:18.058690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:18.058747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:18.117432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:18.118414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:18.118497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:18.118530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:18.235425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:18.235607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:18.235649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:18.235677] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:18.239044] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=21.25%)
[2025-12-25T20:21:18.239334] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-25T20:21:18.239458] [INFO ] [sig       ] EHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:18.384674] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EHI.txt
[2025-12-25T20:21:18.384840] [INFO ] [sig       ] [1053/3552] Completed EHI in 0.3s | 2.82 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-25T20:21:18.384881] [INFO ] [sig       ] [1054/3552] Forecasting EHTH...
[2025-12-25T20:21:18.384911] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-25T20:21:18.384942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-25T20:21:18.398941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-25T20:21:18.399395] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-25T20:21:18.400312] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-25T20:21:18.400369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:18.400402] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:18.400429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:18.400488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:18.463712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:18.464674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:18.464769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:18.464806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:18.609503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:18.609724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:18.609789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:18.609839] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:18.614118] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-12-25T20:21:18.614470] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-25T20:21:18.614637] [INFO ] [sig       ] EHTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:18.838546] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EHTH.txt
[2025-12-25T20:21:18.838788] [INFO ] [sig       ] [1054/3552] Completed EHTH in 0.5s | 2.82 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-25T20:21:18.838841] [INFO ] [sig       ] [1055/3552] Forecasting EIC...
[2025-12-25T20:21:18.838882] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-25T20:21:18.838920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-25T20:21:18.853763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-25T20:21:18.854249] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-25T20:21:18.855222] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-25T20:21:18.855281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:18.855318] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:18.855348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:18.855419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:18.925389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:18.926491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:18.926612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:18.926653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:19.082521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:19.082711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:19.082754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:19.082783] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:19.086859] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=33.67%)
[2025-12-25T20:21:19.087317] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-25T20:21:19.087535] [INFO ] [sig       ] EIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:19.287656] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EIC.txt
[2025-12-25T20:21:19.287904] [INFO ] [sig       ] [1055/3552] Completed EIC in 0.4s | 2.82 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-25T20:21:19.287958] [INFO ] [sig       ] [1056/3552] Forecasting EIG...
[2025-12-25T20:21:19.287993] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-25T20:21:19.288063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-25T20:21:19.305798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-25T20:21:19.306326] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-25T20:21:19.308450] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-25T20:21:19.308539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:19.308612] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:19.308665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:19.308739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:19.385266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:19.386229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:19.386339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:19.386375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:19.536322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:19.536518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:19.536606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:19.536658] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:19.542504] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=38.29%)
[2025-12-25T20:21:19.543031] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-25T20:21:19.543219] [INFO ] [sig       ] EIG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:19.720413] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EIG.txt
[2025-12-25T20:21:19.720603] [INFO ] [sig       ] [1056/3552] Completed EIG in 0.4s | 2.82 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-25T20:21:19.720647] [INFO ] [sig       ] [1057/3552] Forecasting EIX...
[2025-12-25T20:21:19.720677] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-25T20:21:19.720707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-25T20:21:19.733464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-25T20:21:19.733904] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-25T20:21:19.734738] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-25T20:21:19.734790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:19.734822] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:19.734848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:19.734905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:19.793604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:19.794515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:19.794631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:19.794666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:19.919055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:19.919241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:19.919282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:19.919310] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:19.922785] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=9.82%)
[2025-12-25T20:21:19.923072] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-25T20:21:19.923198] [INFO ] [sig       ] EIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:20.068930] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EIX.txt
[2025-12-25T20:21:20.069080] [INFO ] [sig       ] [1057/3552] Completed EIX in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-25T20:21:20.069169] [INFO ] [sig       ] [1058/3552] Forecasting EL...
[2025-12-25T20:21:20.069202] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-25T20:21:20.069232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-25T20:21:20.081567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-25T20:21:20.081946] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-25T20:21:20.082758] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-25T20:21:20.082810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:20.082842] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:20.082869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:20.082927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:20.139775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:20.140496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:20.140595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:20.140632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:20.267138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:20.267499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:20.267540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:20.267584] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:20.271286] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=93.93%)
[2025-12-25T20:21:20.271629] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-25T20:21:20.271767] [INFO ] [sig       ] EL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:20.427825] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EL.txt
[2025-12-25T20:21:20.427986] [INFO ] [sig       ] [1058/3552] Completed EL in 0.4s | 2.82 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-25T20:21:20.428028] [INFO ] [sig       ] [1059/3552] Forecasting ELAB...
[2025-12-25T20:21:20.428057] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-25T20:21:20.428087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-25T20:21:20.440746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-25T20:21:20.441148] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-25T20:21:20.441932] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-25T20:21:20.441989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:20.442019] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:20.442046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:20.442103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:20.498071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:20.498703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:20.498784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:20.498815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:20.619816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:20.619967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:20.620008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:20.620036] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:20.623362] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-25T20:21:20.623668] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-25T20:21:20.623801] [INFO ] [sig       ] ELAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:20.761812] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELAB.txt
[2025-12-25T20:21:20.761949] [INFO ] [sig       ] [1059/3552] Completed ELAB in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-25T20:21:20.761994] [INFO ] [sig       ] [1060/3552] Forecasting ELAN...
[2025-12-25T20:21:20.762023] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-25T20:21:20.762053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-25T20:21:20.774417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-25T20:21:20.774791] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-25T20:21:20.775545] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-25T20:21:20.775622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:20.775655] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:20.775682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:20.775748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:20.832654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:20.833320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:20.833427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:20.833462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:20.957300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:20.957452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:20.957493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:20.957524] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:20.960948] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-12-25T20:21:20.961224] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-25T20:21:20.961353] [INFO ] [sig       ] ELAN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:21.106531] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELAN.txt
[2025-12-25T20:21:21.106694] [INFO ] [sig       ] [1060/3552] Completed ELAN in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-25T20:21:21.106756] [INFO ] [sig       ] [1061/3552] Forecasting ELC...
[2025-12-25T20:21:21.106789] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-25T20:21:21.106820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-25T20:21:21.118425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-25T20:21:21.118785] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-25T20:21:21.119603] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-25T20:21:21.119655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:21.119686] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:21.119712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:21.119770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:21.177070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:21.177710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:21.177788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:21.177820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:21.294317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:21.294500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:21.294544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:21.294594] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:21.298523] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=49.20%)
[2025-12-25T20:21:21.298907] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-25T20:21:21.299070] [INFO ] [sig       ] ELC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:21.439784] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELC.txt
[2025-12-25T20:21:21.439947] [INFO ] [sig       ] [1061/3552] Completed ELC in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-25T20:21:21.439987] [INFO ] [sig       ] [1062/3552] Forecasting ELDN...
[2025-12-25T20:21:21.440016] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-25T20:21:21.440046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-25T20:21:21.453620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-25T20:21:21.454026] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-25T20:21:21.455098] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-25T20:21:21.455349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:21.455382] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:21.455409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:21.455468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:21.515876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:21.516990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:21.517075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:21.517109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:21.634022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:21.634169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:21.634209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:21.634237] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:21.637521] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=78.57%)
[2025-12-25T20:21:21.637811] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-25T20:21:21.637932] [INFO ] [sig       ] ELDN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:21.778008] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ELDN.txt
[2025-12-25T20:21:21.778132] [INFO ] [sig       ] [1062/3552] Completed ELDN in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-25T20:21:21.778171] [INFO ] [sig       ] [1063/3552] Forecasting ELF...
[2025-12-25T20:21:21.778200] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-25T20:21:21.778229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-25T20:21:21.790604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-25T20:21:21.790967] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-25T20:21:21.791752] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-25T20:21:21.791803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:21.791835] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:21.791862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:21.791924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:21.850637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:21.851345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:21.851425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:21.851457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:21.969953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:21.970105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:21.970164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:21.970194] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:21.973490] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-25T20:21:21.973775] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-25T20:21:21.973898] [INFO ] [sig       ] ELF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:22.112996] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELF.txt
[2025-12-25T20:21:22.113143] [INFO ] [sig       ] [1063/3552] Completed ELF in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-25T20:21:22.113183] [INFO ] [sig       ] [1064/3552] Forecasting ELME...
[2025-12-25T20:21:22.113212] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-25T20:21:22.113269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-25T20:21:22.125080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-25T20:21:22.125421] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-25T20:21:22.126193] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-25T20:21:22.126244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:22.126276] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:22.126303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:22.126360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:22.183136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:22.183767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:22.183842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:22.183873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:22.306321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:22.306462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:22.306500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:22.306530] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:22.309854] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=14.26%)
[2025-12-25T20:21:22.310157] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-25T20:21:22.310278] [INFO ] [sig       ] ELME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:22.449567] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELME.txt
[2025-12-25T20:21:22.449716] [INFO ] [sig       ] [1064/3552] Completed ELME in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-25T20:21:22.449756] [INFO ] [sig       ] [1065/3552] Forecasting ELP...
[2025-12-25T20:21:22.449786] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-25T20:21:22.449816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-25T20:21:22.461655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-25T20:21:22.461986] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-25T20:21:22.462765] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-25T20:21:22.462817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:22.462848] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:22.462876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:22.462933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:22.519263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:22.519885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:22.519983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:22.520023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:22.640956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:22.641102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:22.641141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:22.641169] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:22.644478] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-25T20:21:22.644833] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-25T20:21:22.644956] [INFO ] [sig       ] ELP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:22.788367] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ELP.txt
[2025-12-25T20:21:22.788496] [INFO ] [sig       ] [1065/3552] Completed ELP in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-25T20:21:22.788534] [INFO ] [sig       ] [1066/3552] Forecasting ELS...
[2025-12-25T20:21:22.788563] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-25T20:21:22.788610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-25T20:21:22.802156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-25T20:21:22.802484] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-25T20:21:22.803258] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-25T20:21:22.803310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:22.803342] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:22.803368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:22.803424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:22.859915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:22.860536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:22.860629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:22.860662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:22.975373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:22.975491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:22.975529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:22.975558] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:22.978774] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-12-25T20:21:22.979045] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-25T20:21:22.979190] [INFO ] [sig       ] ELS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:23.120111] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ELS.txt
[2025-12-25T20:21:23.120236] [INFO ] [sig       ] [1066/3552] Completed ELS in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-25T20:21:23.120276] [INFO ] [sig       ] [1067/3552] Forecasting ELTX...
[2025-12-25T20:21:23.120304] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-25T20:21:23.120334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-25T20:21:23.131690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-25T20:21:23.132030] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-25T20:21:23.133006] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-25T20:21:23.133057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:23.133127] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:23.133166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:23.133244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:23.191140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:23.191806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:23.191884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:23.191916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:23.314099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:23.314251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:23.314292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:23.314320] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:23.317612] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=44.56%)
[2025-12-25T20:21:23.317883] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-25T20:21:23.318005] [INFO ] [sig       ] ELTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:23.457901] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELTX.txt
[2025-12-25T20:21:23.458029] [INFO ] [sig       ] [1067/3552] Completed ELTX in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-25T20:21:23.458068] [INFO ] [sig       ] [1068/3552] Forecasting ELVA...
[2025-12-25T20:21:23.458097] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-25T20:21:23.458126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-25T20:21:23.470023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-25T20:21:23.470372] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-25T20:21:23.471311] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-25T20:21:23.471362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:23.471542] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:23.471589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:23.471651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:23.527832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:23.528445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:23.528521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:23.528553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:23.642314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:23.642454] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:21:23.642494] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:23.642522] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:23.645868] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-12-25T20:21:23.646140] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-25T20:21:23.646261] [INFO ] [sig       ] ELVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:23.787410] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELVA.txt
[2025-12-25T20:21:23.787531] [INFO ] [sig       ] [1068/3552] Completed ELVA in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-25T20:21:23.787586] [INFO ] [sig       ] [1069/3552] Forecasting ELVN...
[2025-12-25T20:21:23.787619] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-25T20:21:23.787648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-25T20:21:23.800655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-25T20:21:23.801007] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-25T20:21:23.801803] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-25T20:21:23.801854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:23.801886] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:23.801913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:23.801970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:23.859182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:23.859798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:23.859875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:23.859907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:23.977841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:23.977963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:23.977999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:23.978027] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:23.981238] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-12-25T20:21:23.981509] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-25T20:21:23.981648] [INFO ] [sig       ] ELVN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:24.121435] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ELVN.txt
[2025-12-25T20:21:24.121561] [INFO ] [sig       ] [1069/3552] Completed ELVN in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-25T20:21:24.121618] [INFO ] [sig       ] [1070/3552] Forecasting ELWS...
[2025-12-25T20:21:24.121656] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-25T20:21:24.121687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-25T20:21:24.132929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-25T20:21:24.133280] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-25T20:21:24.134044] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-25T20:21:24.134096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:24.134128] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:24.134155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:24.134212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:24.191879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:24.192470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:24.192545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:24.192598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:24.304558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:24.304720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:24.304759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:24.304820] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:24.308363] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-25T20:21:24.308655] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-25T20:21:24.308782] [INFO ] [sig       ] ELWS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:24.449118] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELWS.txt
[2025-12-25T20:21:24.449272] [INFO ] [sig       ] [1070/3552] Completed ELWS in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-25T20:21:24.449320] [INFO ] [sig       ] [1071/3552] Forecasting EM...
[2025-12-25T20:21:24.449358] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-25T20:21:24.449389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-25T20:21:24.461351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-25T20:21:24.461713] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-25T20:21:24.462473] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-25T20:21:24.462525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:24.462556] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:24.462601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:24.462660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:24.519222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:24.519849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:24.519944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:24.519981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:24.632563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:24.632699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:24.632737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:24.632765] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:24.635957] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-12-25T20:21:24.636222] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-25T20:21:24.636343] [INFO ] [sig       ] EM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:24.776813] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EM.txt
[2025-12-25T20:21:24.776943] [INFO ] [sig       ] [1071/3552] Completed EM in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-25T20:21:24.776984] [INFO ] [sig       ] [1072/3552] Forecasting EMB...
[2025-12-25T20:21:24.777013] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-25T20:21:24.777051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-25T20:21:24.789485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-25T20:21:24.789849] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-25T20:21:24.790614] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-25T20:21:24.790666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:24.790697] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:24.790723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:24.790780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:24.846226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:24.846856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:24.846933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:24.846965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:24.965804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:24.965954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:24.965992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:24.966021] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:24.969390] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-12-25T20:21:24.969683] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-25T20:21:24.969806] [INFO ] [sig       ] EMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:25.110901] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EMB.txt
[2025-12-25T20:21:25.111051] [INFO ] [sig       ] [1072/3552] Completed EMB in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-25T20:21:25.111094] [INFO ] [sig       ] [1073/3552] Forecasting EMBC...
[2025-12-25T20:21:25.111123] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-25T20:21:25.111180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-25T20:21:25.123439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-25T20:21:25.123819] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-25T20:21:25.124604] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-25T20:21:25.124656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:25.124687] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:25.124713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:25.124771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:25.184039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:25.184862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:25.184944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:25.184976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:25.306398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:25.306542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:25.306596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:25.306626] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:25.309903] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: UP (p=81.21%)
[2025-12-25T20:21:25.310169] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-25T20:21:25.310291] [INFO ] [sig       ] EMBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:25.450729] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EMBC.txt
[2025-12-25T20:21:25.450858] [INFO ] [sig       ] [1073/3552] Completed EMBC in 0.3s | 2.82 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-25T20:21:25.450902] [INFO ] [sig       ] [1074/3552] Forecasting EMD...
[2025-12-25T20:21:25.450935] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-25T20:21:25.450964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-25T20:21:25.464655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-25T20:21:25.465116] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-25T20:21:25.466083] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-25T20:21:25.466146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:25.466188] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:25.466225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:25.466302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:25.527456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:25.528401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:25.528503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:25.528536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:25.660440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:25.660623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:25.660666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:25.660713] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:25.664276] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-12-25T20:21:25.664589] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-25T20:21:25.664721] [INFO ] [sig       ] EMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:25.814204] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EMD.txt
[2025-12-25T20:21:25.814391] [INFO ] [sig       ] [1074/3552] Completed EMD in 0.4s | 2.82 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-25T20:21:25.814478] [INFO ] [sig       ] [1075/3552] Forecasting EMF...
[2025-12-25T20:21:25.814515] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-25T20:21:25.814546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-25T20:21:25.826861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-25T20:21:25.827258] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-25T20:21:25.828068] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-25T20:21:25.828126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:25.828169] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:25.828202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:25.828261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:25.885924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:25.886667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:25.886748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:25.886782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:25.999945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:26.000093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:26.000141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:26.000175] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:26.003441] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=17.54%)
[2025-12-25T20:21:26.003729] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-25T20:21:26.003851] [INFO ] [sig       ] EMF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:26.144079] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EMF.txt
[2025-12-25T20:21:26.144202] [INFO ] [sig       ] [1075/3552] Completed EMF in 0.3s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:26.144240] [INFO ] [sig       ] [1076/3552] Forecasting EMN...
[2025-12-25T20:21:26.144270] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-25T20:21:26.144489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-25T20:21:26.156687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-25T20:21:26.157076] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-25T20:21:26.157855] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-25T20:21:26.157906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:26.157937] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:26.157963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:26.158020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:26.214834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:26.215453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:26.215529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:26.215562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:26.335911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:26.336037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:26.336075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:26.336102] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:26.339714] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=40.87%)
[2025-12-25T20:21:26.339979] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-25T20:21:26.340120] [INFO ] [sig       ] EMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:26.479052] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EMN.txt
[2025-12-25T20:21:26.479197] [INFO ] [sig       ] [1076/3552] Completed EMN in 0.3s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:26.479237] [INFO ] [sig       ] [1077/3552] Forecasting EMO...
[2025-12-25T20:21:26.479266] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-25T20:21:26.479295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-25T20:21:26.491561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-25T20:21:26.491918] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-25T20:21:26.492687] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-25T20:21:26.492738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:26.492769] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:26.492796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:26.492853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:26.548699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:26.549349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:26.549462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:26.549499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:26.663199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:26.663350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:26.663390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:26.663418] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:26.666767] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-25T20:21:26.667036] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-25T20:21:26.667162] [INFO ] [sig       ] EMO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:26.806721] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EMO.txt
[2025-12-25T20:21:26.806864] [INFO ] [sig       ] [1077/3552] Completed EMO in 0.3s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:26.806905] [INFO ] [sig       ] [1078/3552] Forecasting EMXC...
[2025-12-25T20:21:26.806936] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-25T20:21:26.806966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-25T20:21:26.819169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-25T20:21:26.819531] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-25T20:21:26.820311] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-25T20:21:26.820362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:26.820394] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:26.820420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:26.820489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:26.877404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:26.878012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:26.878088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:26.878119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:26.999045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:26.999183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:26.999220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:26.999247] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:27.002727] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=57.40%)
[2025-12-25T20:21:27.002993] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-25T20:21:27.003115] [INFO ] [sig       ] EMXC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:27.142460] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EMXC.txt
[2025-12-25T20:21:27.142607] [INFO ] [sig       ] [1078/3552] Completed EMXC in 0.3s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:27.142648] [INFO ] [sig       ] [1079/3552] Forecasting ENB...
[2025-12-25T20:21:27.142678] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-25T20:21:27.142707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-25T20:21:27.155211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-25T20:21:27.155548] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-25T20:21:27.156321] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-25T20:21:27.156373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:27.156404] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:27.156431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:27.156488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:27.212520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:27.213126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:27.213204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:27.213235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:27.336927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:27.337068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:27.337104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:27.337132] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:27.340459] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-12-25T20:21:27.340746] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-25T20:21:27.340869] [INFO ] [sig       ] ENB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:27.478060] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENB.txt
[2025-12-25T20:21:27.478202] [INFO ] [sig       ] [1079/3552] Completed ENB in 0.3s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:27.478241] [INFO ] [sig       ] [1080/3552] Forecasting ENGN...
[2025-12-25T20:21:27.478269] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-25T20:21:27.478300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-25T20:21:27.490658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-25T20:21:27.490989] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-25T20:21:27.491759] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-25T20:21:27.491822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:27.491855] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:27.491882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:27.491939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:27.547504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:27.548128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:27.548204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:27.548235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:27.677491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:27.677661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:27.677701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:27.677730] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:27.681081] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=24.51%)
[2025-12-25T20:21:27.681352] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-25T20:21:27.681475] [INFO ] [sig       ] ENGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:27.823030] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENGN.txt
[2025-12-25T20:21:27.823190] [INFO ] [sig       ] [1080/3552] Completed ENGN in 0.3s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:27.823230] [INFO ] [sig       ] [1081/3552] Forecasting ENIC...
[2025-12-25T20:21:27.823260] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-25T20:21:27.823289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-25T20:21:27.836065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-25T20:21:27.836400] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-25T20:21:27.837166] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-25T20:21:27.837218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:27.837249] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:27.837276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:27.837333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:27.895632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:27.896263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:27.896339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:27.896371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:28.023045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:28.023202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:28.023241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:28.023271] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:28.026813] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-12-25T20:21:28.027087] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-25T20:21:28.027209] [INFO ] [sig       ] ENIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:28.169548] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ENIC.txt
[2025-12-25T20:21:28.169711] [INFO ] [sig       ] [1081/3552] Completed ENIC in 0.3s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:28.169751] [INFO ] [sig       ] [1082/3552] Forecasting ENPH...
[2025-12-25T20:21:28.169781] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-25T20:21:28.169811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-25T20:21:28.183709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-25T20:21:28.184086] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-25T20:21:28.184870] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-25T20:21:28.184921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:28.184951] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:28.184979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:28.185035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:28.243755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:28.244451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:28.244530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:28.244561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:28.367721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:28.367894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:28.367936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:28.367966] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:28.372362] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-12-25T20:21:28.372666] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-25T20:21:28.372810] [INFO ] [sig       ] ENPH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:28.522379] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ENPH.txt
[2025-12-25T20:21:28.522545] [INFO ] [sig       ] [1082/3552] Completed ENPH in 0.4s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:28.522605] [INFO ] [sig       ] [1083/3552] Forecasting ENS...
[2025-12-25T20:21:28.522642] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-25T20:21:28.522705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-25T20:21:28.535090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-25T20:21:28.535482] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-25T20:21:28.536302] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-25T20:21:28.536355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:28.536389] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:28.536417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:28.536475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:28.594718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:28.595532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:28.595636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:28.595675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:28.714148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:28.714301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:28.714341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:28.714371] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:28.717723] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-12-25T20:21:28.717997] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-25T20:21:28.718120] [INFO ] [sig       ] ENS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:28.859889] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENS.txt
[2025-12-25T20:21:28.860050] [INFO ] [sig       ] [1083/3552] Completed ENS in 0.3s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:28.860095] [INFO ] [sig       ] [1084/3552] Forecasting ENSC...
[2025-12-25T20:21:28.860133] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-25T20:21:28.860169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-25T20:21:28.872785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-25T20:21:28.873160] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-25T20:21:28.873964] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-25T20:21:28.874017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:28.874076] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:28.874105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:28.874167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:28.932117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:28.932952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:28.933042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:28.933086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:29.061171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:29.061327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:29.061555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:29.061602] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:29.065214] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: DOWN (p=28.14%)
[2025-12-25T20:21:29.065685] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-25T20:21:29.065815] [INFO ] [sig       ] ENSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:29.210819] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENSC.txt
[2025-12-25T20:21:29.210971] [INFO ] [sig       ] [1084/3552] Completed ENSC in 0.4s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:29.211012] [INFO ] [sig       ] [1085/3552] Forecasting ENSG...
[2025-12-25T20:21:29.211042] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-25T20:21:29.211072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-25T20:21:29.223462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-25T20:21:29.223854] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-25T20:21:29.224632] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-25T20:21:29.224684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:29.224715] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:29.224742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:29.224800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:29.282716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:29.283494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:29.283597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:29.283633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:29.408528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:29.408716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:29.408759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:29.408788] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:29.412685] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-25T20:21:29.412987] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-25T20:21:29.413117] [INFO ] [sig       ] ENSG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:29.561182] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENSG.txt
[2025-12-25T20:21:29.561335] [INFO ] [sig       ] [1085/3552] Completed ENSG in 0.4s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:29.561375] [INFO ] [sig       ] [1086/3552] Forecasting ENTA...
[2025-12-25T20:21:29.561601] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-25T20:21:29.561634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-25T20:21:29.574467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-25T20:21:29.574860] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-25T20:21:29.575653] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-25T20:21:29.575706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:29.575740] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:29.575768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:29.575828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:29.636806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:29.637617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:29.637696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:29.637728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:29.774720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:29.774873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:29.774911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:29.774940] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:29.778242] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: DOWN (p=37.43%)
[2025-12-25T20:21:29.778512] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-25T20:21:29.778648] [INFO ] [sig       ] ENTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:29.927941] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENTA.txt
[2025-12-25T20:21:29.928105] [INFO ] [sig       ] [1086/3552] Completed ENTA in 0.4s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:29.928145] [INFO ] [sig       ] [1087/3552] Forecasting ENTG...
[2025-12-25T20:21:29.928175] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-25T20:21:29.928206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-25T20:21:29.941374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-25T20:21:29.941784] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-25T20:21:29.942591] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-25T20:21:29.942645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:29.942676] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:29.942703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:29.942761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:30.010295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:30.011317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:30.011417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:30.011463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:30.153764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:30.153937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:30.153980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:30.154042] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:30.157769] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=34.69%)
[2025-12-25T20:21:30.158061] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-25T20:21:30.158194] [INFO ] [sig       ] ENTG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:30.301062] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENTG.txt
[2025-12-25T20:21:30.301209] [INFO ] [sig       ] [1087/3552] Completed ENTG in 0.4s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:30.301248] [INFO ] [sig       ] [1088/3552] Forecasting ENTX...
[2025-12-25T20:21:30.301278] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-25T20:21:30.301308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-25T20:21:30.314251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-25T20:21:30.314880] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-25T20:21:30.315695] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-25T20:21:30.315749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:30.315781] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:30.315807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:30.315864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:30.373048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:30.374194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:30.374279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:30.374311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:30.491980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:30.492152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:30.492199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:30.492228] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:30.496715] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-25T20:21:30.497108] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-25T20:21:30.497287] [INFO ] [sig       ] ENTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:30.636661] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ENTX.txt
[2025-12-25T20:21:30.636811] [INFO ] [sig       ] [1088/3552] Completed ENTX in 0.3s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:30.636852] [INFO ] [sig       ] [1089/3552] Forecasting ENVA...
[2025-12-25T20:21:30.636881] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-25T20:21:30.636910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-25T20:21:30.649268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-25T20:21:30.649680] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-25T20:21:30.650434] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-25T20:21:30.650486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:30.650518] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:30.650545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:30.650627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:30.706525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:30.707265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:30.707348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:30.707379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:30.830239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:30.830404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:30.830445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:30.830475] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:30.833804] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-25T20:21:30.834080] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-25T20:21:30.834210] [INFO ] [sig       ] ENVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:30.975231] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENVA.txt
[2025-12-25T20:21:30.975397] [INFO ] [sig       ] [1089/3552] Completed ENVA in 0.3s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:30.975440] [INFO ] [sig       ] [1090/3552] Forecasting ENVB...
[2025-12-25T20:21:30.975470] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-25T20:21:30.975501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-25T20:21:30.987399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-25T20:21:30.987787] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-25T20:21:30.988535] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-25T20:21:30.988611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:30.988645] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:30.988672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:30.988730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:31.044418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:31.045205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:31.045310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:31.045343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:31.170235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:31.170415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:31.170458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:31.170489] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:31.174214] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=48.82%)
[2025-12-25T20:21:31.174511] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-25T20:21:31.174655] [INFO ] [sig       ] ENVB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:31.328673] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENVB.txt
[2025-12-25T20:21:31.328863] [INFO ] [sig       ] [1090/3552] Completed ENVB in 0.4s | 2.82 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-25T20:21:31.328930] [INFO ] [sig       ] [1091/3552] Forecasting ENVX...
[2025-12-25T20:21:31.328971] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-25T20:21:31.329034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-25T20:21:31.342989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-25T20:21:31.343427] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-25T20:21:31.344263] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-25T20:21:31.344331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:31.344376] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:31.344415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:31.344477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:31.407818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:31.408669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:31.408753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:31.408786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:31.535537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:31.535712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:31.535754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:31.535783] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:31.539190] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=69.21%)
[2025-12-25T20:21:31.539469] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-25T20:21:31.539612] [INFO ] [sig       ] ENVX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:31.681136] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ENVX.txt
[2025-12-25T20:21:31.681318] [INFO ] [sig       ] [1091/3552] Completed ENVX in 0.4s | 2.82 sym/s | Total: 6.4m | ETA: 14.5m
[2025-12-25T20:21:31.681360] [INFO ] [sig       ] [1092/3552] Forecasting EOD...
[2025-12-25T20:21:31.681390] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-25T20:21:31.681420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-25T20:21:31.693795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-25T20:21:31.694194] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-25T20:21:31.694997] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-25T20:21:31.695050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:31.695082] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:31.695108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:31.695173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:31.757126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:31.758170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:31.758274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:31.758309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:31.878703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:31.878847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:31.878886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:31.878914] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:31.882192] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=36.83%)
[2025-12-25T20:21:31.882476] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-25T20:21:31.882620] [INFO ] [sig       ] EOD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:32.022034] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EOD.txt
[2025-12-25T20:21:32.022155] [INFO ] [sig       ] [1092/3552] Completed EOD in 0.3s | 2.82 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-25T20:21:32.022195] [INFO ] [sig       ] [1093/3552] Forecasting EOG...
[2025-12-25T20:21:32.022229] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-25T20:21:32.022258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-25T20:21:32.035150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-25T20:21:32.035698] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-25T20:21:32.036457] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-25T20:21:32.036508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:32.036539] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:32.036565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:32.036643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:32.094521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:32.095125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:32.095208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:32.095240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:32.212693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:32.212800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:32.212835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:32.212863] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:32.216722] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-25T20:21:32.217010] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-25T20:21:32.217141] [INFO ] [sig       ] EOG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:32.357585] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EOG.txt
[2025-12-25T20:21:32.357705] [INFO ] [sig       ] [1093/3552] Completed EOG in 0.3s | 2.82 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-25T20:21:32.357744] [INFO ] [sig       ] [1094/3552] Forecasting EOI...
[2025-12-25T20:21:32.357772] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-25T20:21:32.357801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-25T20:21:32.371681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-25T20:21:32.372025] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-25T20:21:32.372797] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-25T20:21:32.372854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:32.372885] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:32.372912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:32.372970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:32.429831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:32.430439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:32.430539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:32.430587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:32.555284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:32.555436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:32.555475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:32.555503] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:32.559202] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=52.97%)
[2025-12-25T20:21:32.559475] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-25T20:21:32.559631] [INFO ] [sig       ] EOI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:32.698600] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EOI.txt
[2025-12-25T20:21:32.698755] [INFO ] [sig       ] [1094/3552] Completed EOI in 0.3s | 2.82 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-25T20:21:32.698803] [INFO ] [sig       ] [1095/3552] Forecasting EOLS...
[2025-12-25T20:21:32.698839] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-25T20:21:32.698869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-25T20:21:32.711335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-25T20:21:32.711735] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-25T20:21:32.712679] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-25T20:21:32.712730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:32.712761] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:32.712786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:32.712844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:32.770185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:32.770849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:32.770929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:32.770961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:32.892545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:32.892748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:32.892803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:32.892846] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:32.897649] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: UP (p=87.12%)
[2025-12-25T20:21:32.898045] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-25T20:21:32.898224] [INFO ] [sig       ] EOLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:33.057394] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EOLS.txt
[2025-12-25T20:21:33.057563] [INFO ] [sig       ] [1095/3552] Completed EOLS in 0.4s | 2.82 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-25T20:21:33.057625] [INFO ] [sig       ] [1096/3552] Forecasting EOS...
[2025-12-25T20:21:33.057656] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-25T20:21:33.057713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-25T20:21:33.070560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-25T20:21:33.070970] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-25T20:21:33.071774] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-25T20:21:33.071827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:33.071858] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:33.071885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:33.071943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:33.128300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:33.129207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:33.129294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:33.129326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:33.250896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:33.251057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:33.251098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:33.251125] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:33.254593] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=43.97%)
[2025-12-25T20:21:33.254911] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-25T20:21:33.255066] [INFO ] [sig       ] EOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:33.395495] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EOS.txt
[2025-12-25T20:21:33.395682] [INFO ] [sig       ] [1096/3552] Completed EOS in 0.3s | 2.82 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-25T20:21:33.395726] [INFO ] [sig       ] [1097/3552] Forecasting EOSE...
[2025-12-25T20:21:33.395755] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-25T20:21:33.395816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-25T20:21:33.408272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-25T20:21:33.408687] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-25T20:21:33.409498] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-25T20:21:33.409550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:33.409598] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:33.409627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:33.409685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:33.466627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:33.467512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:33.467617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:33.467654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:33.590016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:33.590172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:33.590212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:33.590242] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:33.593726] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=28.04%)
[2025-12-25T20:21:33.594033] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-25T20:21:33.594170] [INFO ] [sig       ] EOSE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:33.737858] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EOSE.txt
[2025-12-25T20:21:33.738059] [INFO ] [sig       ] [1097/3552] Completed EOSE in 0.3s | 2.82 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-25T20:21:33.738101] [INFO ] [sig       ] [1098/3552] Forecasting EPAC...
[2025-12-25T20:21:33.738131] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-25T20:21:33.738161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-25T20:21:33.751089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-25T20:21:33.751498] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-25T20:21:33.752633] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-25T20:21:33.752684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:33.752716] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:33.752742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:33.752799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:33.810814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:33.811712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:33.811797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:33.811830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:33.934559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:33.934738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:33.934795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:33.934824] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:33.938214] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-12-25T20:21:33.938513] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-25T20:21:33.938666] [INFO ] [sig       ] EPAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:34.080164] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EPAC.txt
[2025-12-25T20:21:34.080328] [INFO ] [sig       ] [1098/3552] Completed EPAC in 0.3s | 2.82 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-25T20:21:34.080368] [INFO ] [sig       ] [1099/3552] Forecasting EPAM...
[2025-12-25T20:21:34.080399] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-25T20:21:34.080429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-25T20:21:34.092725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-25T20:21:34.093112] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-25T20:21:34.093903] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-25T20:21:34.093955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:34.093987] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:34.094014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:34.094071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:34.150382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:34.151256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:34.151341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:34.151373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:34.272471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:34.272649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:34.272691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:34.272721] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:34.276172] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=9.58%)
[2025-12-25T20:21:34.276486] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-25T20:21:34.276639] [INFO ] [sig       ] EPAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:34.418147] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EPAM.txt
[2025-12-25T20:21:34.418318] [INFO ] [sig       ] [1099/3552] Completed EPAM in 0.3s | 2.82 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-25T20:21:34.418358] [INFO ] [sig       ] [1100/3552] Forecasting EPC...
[2025-12-25T20:21:34.418418] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-25T20:21:34.418451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-25T20:21:34.430943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-25T20:21:34.431337] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-25T20:21:34.432131] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-25T20:21:34.432183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:34.432215] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:34.432242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:34.432299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:34.489290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:34.490166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:34.490267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:34.490300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:34.615883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:34.616042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:34.616083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:34.616111] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:34.619600] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=74.15%)
[2025-12-25T20:21:34.619916] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-25T20:21:34.620051] [INFO ] [sig       ] EPC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:34.778185] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EPC.txt
[2025-12-25T20:21:34.778369] [INFO ] [sig       ] [1100/3552] Completed EPC in 0.4s | 2.82 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-25T20:21:34.778413] [INFO ] [sig       ] [1101/3552] Forecasting EPD...
[2025-12-25T20:21:34.778442] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-25T20:21:34.778471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-25T20:21:34.791953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-25T20:21:34.792352] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-25T20:21:34.793141] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-25T20:21:34.793193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:34.793251] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:34.793279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:34.793337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:34.849760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:34.850680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:34.850770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:34.850802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:34.975104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:34.975264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:34.975307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:34.975335] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:34.978772] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=35.31%)
[2025-12-25T20:21:34.979076] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-25T20:21:34.979231] [INFO ] [sig       ] EPD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:35.126989] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EPD.txt
[2025-12-25T20:21:35.127161] [INFO ] [sig       ] [1101/3552] Completed EPD in 0.3s | 2.82 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-25T20:21:35.127204] [INFO ] [sig       ] [1102/3552] Forecasting EPSN...
[2025-12-25T20:21:35.127233] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-25T20:21:35.127296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-25T20:21:35.141067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-25T20:21:35.141668] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-25T20:21:35.142434] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-25T20:21:35.142485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:35.142709] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:35.142739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:35.142797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:35.202667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:35.203723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:35.203812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:35.203844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:35.328937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:35.329126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:35.329169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:35.329198] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:35.333326] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-25T20:21:35.333650] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-25T20:21:35.333780] [INFO ] [sig       ] EPSN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:35.477818] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EPSN.txt
[2025-12-25T20:21:35.477957] [INFO ] [sig       ] [1102/3552] Completed EPSN in 0.4s | 2.82 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-25T20:21:35.477996] [INFO ] [sig       ] [1103/3552] Forecasting EQBK...
[2025-12-25T20:21:35.478051] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-25T20:21:35.478082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-25T20:21:35.489830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-25T20:21:35.490215] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-25T20:21:35.490994] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-25T20:21:35.491046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:35.491078] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:35.491105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:35.491162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:35.554140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:35.555003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:35.555094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:35.555128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:35.675701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:35.675860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:35.675899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:35.675927] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:35.679383] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=93.22%)
[2025-12-25T20:21:35.679701] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-25T20:21:35.679827] [INFO ] [sig       ] EQBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:35.844521] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EQBK.txt
[2025-12-25T20:21:35.844727] [INFO ] [sig       ] [1103/3552] Completed EQBK in 0.4s | 2.82 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-25T20:21:35.844775] [INFO ] [sig       ] [1104/3552] Forecasting EQH...
[2025-12-25T20:21:35.844807] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-25T20:21:35.844841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-25T20:21:35.858050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-25T20:21:35.858454] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-25T20:21:35.859293] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-25T20:21:35.859346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:35.859378] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:35.859406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:35.859465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:35.920815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:35.921737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:35.921834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:35.921873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:36.053557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:36.053737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:36.053776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:36.053851] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:36.057222] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=41.31%)
[2025-12-25T20:21:36.057519] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-25T20:21:36.057670] [INFO ] [sig       ] EQH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:36.197718] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EQH.txt
[2025-12-25T20:21:36.197877] [INFO ] [sig       ] [1104/3552] Completed EQH in 0.4s | 2.82 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-25T20:21:36.197917] [INFO ] [sig       ] [1105/3552] Forecasting EQIX...
[2025-12-25T20:21:36.197976] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-25T20:21:36.198007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-25T20:21:36.209772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-25T20:21:36.210129] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-25T20:21:36.210904] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-25T20:21:36.210957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:36.210988] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:36.211014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:36.211071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:36.266949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:36.267598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:36.267675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:36.267707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:36.395825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:36.396011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:36.396053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:36.396082] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:36.399660] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-25T20:21:36.399932] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-25T20:21:36.400069] [INFO ] [sig       ] EQIX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:36.537486] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EQIX.txt
[2025-12-25T20:21:36.537665] [INFO ] [sig       ] [1105/3552] Completed EQIX in 0.3s | 2.82 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-25T20:21:36.537708] [INFO ] [sig       ] [1106/3552] Forecasting ERAS...
[2025-12-25T20:21:36.537744] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-25T20:21:36.537806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-25T20:21:36.550007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-25T20:21:36.550392] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-25T20:21:36.551182] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-25T20:21:36.551235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:36.551267] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:36.551294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:36.551353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:36.607358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:36.608160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:36.608244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:36.608279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:36.726157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:36.726317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:36.726360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:36.726391] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:36.729774] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-12-25T20:21:36.730056] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-25T20:21:36.730181] [INFO ] [sig       ] ERAS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:36.868533] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ERAS.txt
[2025-12-25T20:21:36.868716] [INFO ] [sig       ] [1106/3552] Completed ERAS in 0.3s | 2.82 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-25T20:21:36.868756] [INFO ] [sig       ] [1107/3552] Forecasting ERIC...
[2025-12-25T20:21:36.868788] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-25T20:21:36.868818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-25T20:21:36.881717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-25T20:21:36.882101] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-25T20:21:36.883052] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-25T20:21:36.883104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:36.883134] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:36.883160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:36.883217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:36.938727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:36.939626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:36.939711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:36.939743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:37.068095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:37.068274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:37.068314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:37.068342] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:37.072104] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=55.48%)
[2025-12-25T20:21:37.072428] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-25T20:21:37.072584] [INFO ] [sig       ] ERIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:37.210437] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ERIC.txt
[2025-12-25T20:21:37.210609] [INFO ] [sig       ] [1107/3552] Completed ERIC in 0.3s | 2.82 sym/s | Total: 6.5m | ETA: 14.4m
[2025-12-25T20:21:37.210650] [INFO ] [sig       ] [1108/3552] Forecasting ERIE...
[2025-12-25T20:21:37.210680] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-25T20:21:37.210710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-25T20:21:37.223358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-25T20:21:37.223759] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-25T20:21:37.224520] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-25T20:21:37.224588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:37.224622] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:37.224649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:37.224705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:37.280449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:37.281363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:37.281447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:37.281479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:37.398161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:37.398319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:37.398360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:37.398388] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:37.402649] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-25T20:21:37.402934] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-25T20:21:37.403060] [INFO ] [sig       ] ERIE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:37.542526] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ERIE.txt
[2025-12-25T20:21:37.542715] [INFO ] [sig       ] [1108/3552] Completed ERIE in 0.3s | 2.82 sym/s | Total: 6.5m | ETA: 14.4m
[2025-12-25T20:21:37.542757] [INFO ] [sig       ] [1109/3552] Forecasting ERII...
[2025-12-25T20:21:37.542787] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-25T20:21:37.542817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-25T20:21:37.555918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-25T20:21:37.556310] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-25T20:21:37.557100] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-25T20:21:37.557152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:37.557183] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:37.557210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:37.557266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:37.614009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:37.614878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:37.614959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:37.614991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:37.739394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:37.739553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:37.739611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:37.739658] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:37.743033] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=78.91%)
[2025-12-25T20:21:37.743317] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-25T20:21:37.743444] [INFO ] [sig       ] ERII: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:37.885417] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ERII.txt
[2025-12-25T20:21:37.885614] [INFO ] [sig       ] [1109/3552] Completed ERII in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-25T20:21:37.885662] [INFO ] [sig       ] [1110/3552] Forecasting ERNA...
[2025-12-25T20:21:37.885693] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-25T20:21:37.885753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-25T20:21:37.898133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-25T20:21:37.898538] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-25T20:21:37.899367] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-25T20:21:37.899419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:37.899450] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:37.899476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:37.899532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:37.955073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:37.955967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:37.956088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:37.956123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:38.075107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:38.075266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:38.075305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:38.075333] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:38.079078] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=83.99%)
[2025-12-25T20:21:38.079382] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-25T20:21:38.079508] [INFO ] [sig       ] ERNA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:38.224198] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ERNA.txt
[2025-12-25T20:21:38.224386] [INFO ] [sig       ] [1110/3552] Completed ERNA in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-25T20:21:38.224479] [INFO ] [sig       ] [1111/3552] Forecasting ERO...
[2025-12-25T20:21:38.224517] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-25T20:21:38.224551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-25T20:21:38.238085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-25T20:21:38.238493] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-25T20:21:38.239343] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-25T20:21:38.239395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:38.239427] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:38.239455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:38.239513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:38.298904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:38.299839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:38.299965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:38.300041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:38.425274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:38.425440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:38.425483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:38.425709] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:38.429190] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=83.33%)
[2025-12-25T20:21:38.429503] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-25T20:21:38.429664] [INFO ] [sig       ] ERO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:38.569234] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ERO.txt
[2025-12-25T20:21:38.569402] [INFO ] [sig       ] [1111/3552] Completed ERO in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-25T20:21:38.569442] [INFO ] [sig       ] [1112/3552] Forecasting ES...
[2025-12-25T20:21:38.569504] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-25T20:21:38.569536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-25T20:21:38.586137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-25T20:21:38.586843] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-25T20:21:38.587972] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-25T20:21:38.588029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:38.588063] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:38.588091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:38.588149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:38.647415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:38.648333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:38.648446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:38.648483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:38.769130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:38.769286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:38.769329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:38.769359] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:38.772847] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-25T20:21:38.773133] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-25T20:21:38.773264] [INFO ] [sig       ] ES: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:38.914011] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ES.txt
[2025-12-25T20:21:38.914135] [INFO ] [sig       ] [1112/3552] Completed ES in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-25T20:21:38.914174] [INFO ] [sig       ] [1113/3552] Forecasting ESAB...
[2025-12-25T20:21:38.914204] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-25T20:21:38.914234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-25T20:21:38.926538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-25T20:21:38.926893] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-25T20:21:38.927704] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-25T20:21:38.927756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:38.927788] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:38.927815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:38.927883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:38.983753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:38.984363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:38.984440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:38.984472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:39.104544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:39.104714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:39.104756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:39.104784] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:39.108096] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-12-25T20:21:39.108362] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-25T20:21:39.108482] [INFO ] [sig       ] ESAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:39.250436] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ESAB.txt
[2025-12-25T20:21:39.250608] [INFO ] [sig       ] [1113/3552] Completed ESAB in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-25T20:21:39.250675] [INFO ] [sig       ] [1114/3552] Forecasting ESCA...
[2025-12-25T20:21:39.250709] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-25T20:21:39.250739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-25T20:21:39.262965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-25T20:21:39.263295] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-25T20:21:39.264270] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-25T20:21:39.264323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:39.264355] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:39.264381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:39.264438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:39.323839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:39.324457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:39.324533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:39.324565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:39.443411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:39.443785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:39.443833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:39.443863] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:39.447611] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-12-25T20:21:39.448053] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-25T20:21:39.448186] [INFO ] [sig       ] ESCA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:39.591323] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ESCA.txt
[2025-12-25T20:21:39.591514] [INFO ] [sig       ] [1114/3552] Completed ESCA in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-25T20:21:39.591561] [INFO ] [sig       ] [1115/3552] Forecasting ESE...
[2025-12-25T20:21:39.591635] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-25T20:21:39.591668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-25T20:21:39.604276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-25T20:21:39.604675] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-25T20:21:39.605439] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-25T20:21:39.605502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:39.605535] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:39.605563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:39.605641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:39.663982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:39.664789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:39.664870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:39.664903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:39.785927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:39.786083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:39.786124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:39.786153] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:39.789492] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-25T20:21:39.789785] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-25T20:21:39.789909] [INFO ] [sig       ] ESE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:39.929559] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ESE.txt
[2025-12-25T20:21:39.929736] [INFO ] [sig       ] [1115/3552] Completed ESE in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-25T20:21:39.929801] [INFO ] [sig       ] [1116/3552] Forecasting ESEA...
[2025-12-25T20:21:39.929833] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-25T20:21:39.929864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-25T20:21:39.941479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-25T20:21:39.941880] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-25T20:21:39.942655] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-25T20:21:39.942706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:39.942737] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:39.942764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:39.942821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:40.001725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:40.002546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:40.002646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:40.002679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:40.129393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:40.129563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:40.129630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:40.129661] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:40.133290] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: UP (p=74.66%)
[2025-12-25T20:21:40.133616] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-25T20:21:40.133746] [INFO ] [sig       ] ESEA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:40.276343] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ESEA.txt
[2025-12-25T20:21:40.276522] [INFO ] [sig       ] [1116/3552] Completed ESEA in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-25T20:21:40.276564] [INFO ] [sig       ] [1117/3552] Forecasting ESGD...
[2025-12-25T20:21:40.276637] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-25T20:21:40.276667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-25T20:21:40.288917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-25T20:21:40.289292] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-25T20:21:40.290096] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-25T20:21:40.290149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:40.290181] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:40.290208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:40.290266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:40.348243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:40.349149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:40.349232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:40.349264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:40.470536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:40.470708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:40.470748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:40.470780] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:40.474087] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2025-12-25T20:21:40.474365] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-25T20:21:40.474494] [INFO ] [sig       ] ESGD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:40.619816] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ESGD.txt
[2025-12-25T20:21:40.619949] [INFO ] [sig       ] [1117/3552] Completed ESGD in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-25T20:21:40.619988] [INFO ] [sig       ] [1118/3552] Forecasting ESGE...
[2025-12-25T20:21:40.620019] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-25T20:21:40.620048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-25T20:21:40.631935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-25T20:21:40.632283] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-25T20:21:40.633060] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-25T20:21:40.633112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:40.633169] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:40.633197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:40.633256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:40.689718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:40.690652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:40.690738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:40.690772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:40.889653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:40.889806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:40.889845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:40.889875] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:40.893186] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: UP (p=91.94%)
[2025-12-25T20:21:40.893457] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-25T20:21:40.893599] [INFO ] [sig       ] ESGE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:41.038254] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ESGE.txt
[2025-12-25T20:21:41.038444] [INFO ] [sig       ] [1118/3552] Completed ESGE in 0.4s | 2.82 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-25T20:21:41.038486] [INFO ] [sig       ] [1119/3552] Forecasting ESI...
[2025-12-25T20:21:41.038517] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-25T20:21:41.038548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-25T20:21:41.051014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-25T20:21:41.051404] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-25T20:21:41.052214] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-25T20:21:41.052267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:41.052298] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:41.052325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:41.052383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:41.108526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:41.109381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:41.109463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:41.109504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:41.225693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:41.225852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:41.225893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:41.225922] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:41.229312] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-12-25T20:21:41.229610] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-25T20:21:41.229738] [INFO ] [sig       ] ESI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:41.371725] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ESI.txt
[2025-12-25T20:21:41.371891] [INFO ] [sig       ] [1119/3552] Completed ESI in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-25T20:21:41.371932] [INFO ] [sig       ] [1120/3552] Forecasting ESOA...
[2025-12-25T20:21:41.371963] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-25T20:21:41.371992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-25T20:21:41.384365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-25T20:21:41.384747] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-25T20:21:41.385512] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-25T20:21:41.385564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:41.385621] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:41.385648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:41.385705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:41.442807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:41.443673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:41.443755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:41.443788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:41.568361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:41.568512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:41.568551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:41.568786] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:41.572156] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=81.13%)
[2025-12-25T20:21:41.572439] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-25T20:21:41.572561] [INFO ] [sig       ] ESOA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:41.711341] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ESOA.txt
[2025-12-25T20:21:41.711469] [INFO ] [sig       ] [1120/3552] Completed ESOA in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-25T20:21:41.711507] [INFO ] [sig       ] [1121/3552] Forecasting ESPO...
[2025-12-25T20:21:41.711537] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-25T20:21:41.711567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-25T20:21:41.727093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-25T20:21:41.727498] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-25T20:21:41.728300] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-25T20:21:41.728352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:41.728384] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:41.728410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:41.728467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:41.786646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:41.787292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:41.787376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:41.787409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:41.913229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:41.913375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:41.913414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:41.913479] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:41.916980] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-25T20:21:41.917248] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-25T20:21:41.917370] [INFO ] [sig       ] ESPO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:42.056929] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ESPO.txt
[2025-12-25T20:21:42.057054] [INFO ] [sig       ] [1121/3552] Completed ESPO in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-25T20:21:42.057093] [INFO ] [sig       ] [1122/3552] Forecasting ESQ...
[2025-12-25T20:21:42.057123] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-25T20:21:42.057153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-25T20:21:42.069169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-25T20:21:42.069510] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-25T20:21:42.070275] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-25T20:21:42.070327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:42.070359] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:42.070385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:42.070444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:42.126712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:42.127341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:42.127417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:42.127449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:42.240542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:42.240729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:42.240770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:42.240799] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:42.244097] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: UP (p=72.77%)
[2025-12-25T20:21:42.244368] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-25T20:21:42.244489] [INFO ] [sig       ] ESQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:42.383203] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ESQ.txt
[2025-12-25T20:21:42.383333] [INFO ] [sig       ] [1122/3552] Completed ESQ in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-25T20:21:42.383371] [INFO ] [sig       ] [1123/3552] Forecasting ESTA...
[2025-12-25T20:21:42.383401] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-25T20:21:42.383430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-25T20:21:42.395292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-25T20:21:42.395644] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-25T20:21:42.396391] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-25T20:21:42.396442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:42.396473] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:42.396499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:42.396556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:42.452895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:42.453612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:42.453690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:42.453722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:42.577694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:42.577849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:42.577890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:42.577920] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:42.581304] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-25T20:21:42.581604] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-25T20:21:42.581730] [INFO ] [sig       ] ESTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:42.719867] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ESTA.txt
[2025-12-25T20:21:42.720017] [INFO ] [sig       ] [1123/3552] Completed ESTA in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.3m
[2025-12-25T20:21:42.720057] [INFO ] [sig       ] [1124/3552] Forecasting ESTC...
[2025-12-25T20:21:42.720088] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-25T20:21:42.720141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-25T20:21:42.736543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-25T20:21:42.737074] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-25T20:21:42.738143] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-25T20:21:42.738212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:42.738253] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:42.738287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:42.738368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:42.797981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:42.798917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:42.799006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:42.799039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:42.920897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:42.921050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:42.921092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:42.921120] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:42.924430] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=44.55%)
[2025-12-25T20:21:42.924723] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-25T20:21:42.924844] [INFO ] [sig       ] ESTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:43.062623] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ESTC.txt
[2025-12-25T20:21:43.062762] [INFO ] [sig       ] [1124/3552] Completed ESTC in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.3m
[2025-12-25T20:21:43.062803] [INFO ] [sig       ] [1125/3552] Forecasting ETB...
[2025-12-25T20:21:43.062832] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-25T20:21:43.062863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-25T20:21:43.074863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-25T20:21:43.075174] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-25T20:21:43.075959] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-25T20:21:43.076010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:43.076043] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:43.076069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:43.076127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:43.132084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:43.132746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:43.132823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:43.132856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:43.248935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:43.249087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:43.249145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:43.249174] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:43.252897] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2025-12-25T20:21:43.253173] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-25T20:21:43.253294] [INFO ] [sig       ] ETB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:43.393398] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ETB.txt
[2025-12-25T20:21:43.393590] [INFO ] [sig       ] [1125/3552] Completed ETB in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.3m
[2025-12-25T20:21:43.393633] [INFO ] [sig       ] [1126/3552] Forecasting ETD...
[2025-12-25T20:21:43.393663] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-25T20:21:43.393692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-25T20:21:43.408674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-25T20:21:43.409177] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-25T20:21:43.410048] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-25T20:21:43.410105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:43.410152] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:43.410180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:43.410238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:43.471707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:43.472717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:43.472821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:43.472855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:43.591650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:43.591815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:43.591862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:43.591891] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:43.595440] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-25T20:21:43.595799] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-25T20:21:43.595942] [INFO ] [sig       ] ETD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:43.739811] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ETD.txt
[2025-12-25T20:21:43.739977] [INFO ] [sig       ] [1126/3552] Completed ETD in 0.3s | 2.82 sym/s | Total: 6.6m | ETA: 14.3m
[2025-12-25T20:21:43.740019] [INFO ] [sig       ] [1127/3552] Forecasting ETG...
[2025-12-25T20:21:43.740051] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-25T20:21:43.740081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-25T20:21:43.752669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-25T20:21:43.753048] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-25T20:21:43.753839] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-25T20:21:43.753892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:43.753923] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:43.753950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:43.754008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:43.810370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:43.811234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:43.811325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:43.811359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:43.935407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:43.935598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:43.935642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:43.935671] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:43.939278] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-12-25T20:21:43.939621] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-25T20:21:43.939758] [INFO ] [sig       ] ETG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:44.084868] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ETG.txt
[2025-12-25T20:21:44.085034] [INFO ] [sig       ] [1127/3552] Completed ETG in 0.3s | 2.82 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-25T20:21:44.085075] [INFO ] [sig       ] [1128/3552] Forecasting ETHA...
[2025-12-25T20:21:44.085107] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-25T20:21:44.085166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-25T20:21:44.098079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-25T20:21:44.098439] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-25T20:21:44.099263] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-25T20:21:44.099328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:44.099368] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:44.099403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:44.099477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:44.163457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:44.164438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:44.164593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:44.164645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:44.292031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:44.292187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:44.292230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:44.292260] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:44.296055] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=79.46%)
[2025-12-25T20:21:44.296330] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-25T20:21:44.296458] [INFO ] [sig       ] ETHA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:44.441623] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ETHA.txt
[2025-12-25T20:21:44.441785] [INFO ] [sig       ] [1128/3552] Completed ETHA in 0.4s | 2.82 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-25T20:21:44.441826] [INFO ] [sig       ] [1129/3552] Forecasting ETJ...
[2025-12-25T20:21:44.441860] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-25T20:21:44.441917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-25T20:21:44.455079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-25T20:21:44.455557] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-25T20:21:44.456990] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-25T20:21:44.457057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:44.457098] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:44.457133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:44.457211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:44.516838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:44.517688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:44.517768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:44.517801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:44.641091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:44.641249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:44.641290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:44.641320] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:44.644775] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=31.59%)
[2025-12-25T20:21:44.645066] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-25T20:21:44.645196] [INFO ] [sig       ] ETJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:44.814290] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ETJ.txt
[2025-12-25T20:21:44.814452] [INFO ] [sig       ] [1129/3552] Completed ETJ in 0.4s | 2.82 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-25T20:21:44.814499] [INFO ] [sig       ] [1130/3552] Forecasting ETN...
[2025-12-25T20:21:44.814530] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-25T20:21:44.814560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-25T20:21:44.827427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-25T20:21:44.827974] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-25T20:21:44.828749] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-25T20:21:44.828801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:44.828833] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:44.828860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:44.828922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:44.888625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:44.889529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:44.889628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:44.889662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:45.013290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:45.013450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:45.013491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:45.013524] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:45.016865] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-25T20:21:45.017135] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-25T20:21:45.017258] [INFO ] [sig       ] ETN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:45.157835] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ETN.txt
[2025-12-25T20:21:45.157974] [INFO ] [sig       ] [1130/3552] Completed ETN in 0.3s | 2.82 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-25T20:21:45.158014] [INFO ] [sig       ] [1131/3552] Forecasting ETO...
[2025-12-25T20:21:45.158043] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-25T20:21:45.158073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-25T20:21:45.175120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-25T20:21:45.175698] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-25T20:21:45.176957] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-25T20:21:45.177046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:45.177092] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:45.177130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:45.177212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:45.245466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:45.246412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:45.246502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:45.246535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:45.370046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:45.370213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:45.370255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:45.370285] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:45.373805] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2025-12-25T20:21:45.374110] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-25T20:21:45.374263] [INFO ] [sig       ] ETO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:45.518774] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ETO.txt
[2025-12-25T20:21:45.518977] [INFO ] [sig       ] [1131/3552] Completed ETO in 0.4s | 2.82 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-25T20:21:45.519021] [INFO ] [sig       ] [1132/3552] Forecasting ETON...
[2025-12-25T20:21:45.519051] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-25T20:21:45.519081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-25T20:21:45.531255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-25T20:21:45.531663] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-25T20:21:45.532662] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-25T20:21:45.532716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:45.532748] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:45.532775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:45.532832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:45.592284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:45.593178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:45.593267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:45.593301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:45.714900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:45.715060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:45.715101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:45.715132] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:45.718664] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=31.11%)
[2025-12-25T20:21:45.718984] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-25T20:21:45.719140] [INFO ] [sig       ] ETON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:45.864278] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ETON.txt
[2025-12-25T20:21:45.864444] [INFO ] [sig       ] [1132/3552] Completed ETON in 0.3s | 2.82 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-25T20:21:45.864485] [INFO ] [sig       ] [1133/3552] Forecasting ETSY...
[2025-12-25T20:21:45.864516] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-25T20:21:45.864545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-25T20:21:45.878024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-25T20:21:45.878417] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-25T20:21:45.879252] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-25T20:21:45.879306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:45.879337] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:45.879363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:45.879421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:45.936996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:45.937864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:45.937947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:45.937979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:46.061084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:46.061244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:46.061284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:46.061329] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:46.064704] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-12-25T20:21:46.065006] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-25T20:21:46.065133] [INFO ] [sig       ] ETSY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:46.207553] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ETSY.txt
[2025-12-25T20:21:46.207738] [INFO ] [sig       ] [1133/3552] Completed ETSY in 0.3s | 2.82 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-25T20:21:46.207780] [INFO ] [sig       ] [1134/3552] Forecasting ETY...
[2025-12-25T20:21:46.207819] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-25T20:21:46.207848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-25T20:21:46.220465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-25T20:21:46.220894] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-25T20:21:46.221762] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-25T20:21:46.221817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:46.221851] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:46.221879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:46.221939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:46.280276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:46.281175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:46.281261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:46.281296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:46.401230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:46.401392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:46.401432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:46.401461] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:46.405044] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=74.66%)
[2025-12-25T20:21:46.405354] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-25T20:21:46.405486] [INFO ] [sig       ] ETY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:46.555332] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ETY.txt
[2025-12-25T20:21:46.555534] [INFO ] [sig       ] [1134/3552] Completed ETY in 0.3s | 2.82 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-25T20:21:46.555610] [INFO ] [sig       ] [1135/3552] Forecasting EUFN...
[2025-12-25T20:21:46.555650] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-25T20:21:46.555710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-25T20:21:46.568650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-25T20:21:46.569071] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-25T20:21:46.569971] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-25T20:21:46.570025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:46.570089] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:46.570119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:46.570194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:46.629899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:46.630804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:46.630910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:46.630946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:46.749638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:46.749797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:46.749838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:46.749866] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:46.753344] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-12-25T20:21:46.753720] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-25T20:21:46.753860] [INFO ] [sig       ] EUFN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:46.896926] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EUFN.txt
[2025-12-25T20:21:46.897097] [INFO ] [sig       ] [1135/3552] Completed EUFN in 0.3s | 2.82 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-25T20:21:46.897139] [INFO ] [sig       ] [1136/3552] Forecasting EVAX...
[2025-12-25T20:21:46.897169] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-25T20:21:46.897206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-25T20:21:46.909651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-25T20:21:46.910052] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-25T20:21:46.910868] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-25T20:21:46.910921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:46.910952] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:46.910979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:46.911037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:46.971221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:46.972329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:46.972442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:46.972507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:47.107604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:47.107769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:47.107815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:47.107853] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:47.111570] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=34.18%)
[2025-12-25T20:21:47.111925] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-25T20:21:47.112074] [INFO ] [sig       ] EVAX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:47.268344] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EVAX.txt
[2025-12-25T20:21:47.268567] [INFO ] [sig       ] [1136/3552] Completed EVAX in 0.4s | 2.82 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-25T20:21:47.268634] [INFO ] [sig       ] [1137/3552] Forecasting EVC...
[2025-12-25T20:21:47.268665] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-25T20:21:47.268723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-25T20:21:47.283807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-25T20:21:47.284217] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-25T20:21:47.285217] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-25T20:21:47.285272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:47.285305] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:47.285344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:47.285404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:47.344375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:47.345174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:47.345258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:47.345293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:47.467500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:47.467680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:47.467723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:47.467752] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:47.471486] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=11.73%)
[2025-12-25T20:21:47.471804] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-25T20:21:47.471934] [INFO ] [sig       ] EVC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:47.614807] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EVC.txt
[2025-12-25T20:21:47.614965] [INFO ] [sig       ] [1137/3552] Completed EVC in 0.3s | 2.82 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-25T20:21:47.615009] [INFO ] [sig       ] [1138/3552] Forecasting EVCM...
[2025-12-25T20:21:47.615040] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-25T20:21:47.615072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-25T20:21:47.627133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-25T20:21:47.627468] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-25T20:21:47.628249] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-25T20:21:47.628303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:47.628335] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:47.628362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:47.628420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:47.686390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:47.687247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:47.687335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:47.687370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:47.811511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:47.811687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:47.811730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:47.811798] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:47.815167] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: UP (p=60.06%)
[2025-12-25T20:21:47.815450] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-25T20:21:47.815601] [INFO ] [sig       ] EVCM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:47.955076] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVCM.txt
[2025-12-25T20:21:47.955214] [INFO ] [sig       ] [1138/3552] Completed EVCM in 0.3s | 2.82 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-25T20:21:47.955255] [INFO ] [sig       ] [1139/3552] Forecasting EVEX...
[2025-12-25T20:21:47.955285] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-25T20:21:47.955317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-25T20:21:47.968122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-25T20:21:47.968507] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-25T20:21:47.969319] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-25T20:21:47.969374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:47.969406] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:47.969434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:47.969491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:48.029779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:48.030860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:48.030944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:48.030978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:48.153509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:48.153682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:48.153732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:48.153765] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:48.157363] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=85.65%)
[2025-12-25T20:21:48.157661] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-25T20:21:48.157795] [INFO ] [sig       ] EVEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:48.299698] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVEX.txt
[2025-12-25T20:21:48.299834] [INFO ] [sig       ] [1139/3552] Completed EVEX in 0.3s | 2.82 sym/s | Total: 6.7m | ETA: 14.2m
[2025-12-25T20:21:48.299875] [INFO ] [sig       ] [1140/3552] Forecasting EVF...
[2025-12-25T20:21:48.299904] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-25T20:21:48.299933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-25T20:21:48.311426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-25T20:21:48.311780] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-25T20:21:48.312548] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-25T20:21:48.312627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:48.312661] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:48.312689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:48.312749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:48.369520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:48.370148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:48.370226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:48.370259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:48.485301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:48.485444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:48.485483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:48.485512] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:48.488804] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-12-25T20:21:48.489070] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-25T20:21:48.489218] [INFO ] [sig       ] EVF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:48.626787] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVF.txt
[2025-12-25T20:21:48.626931] [INFO ] [sig       ] [1140/3552] Completed EVF in 0.3s | 2.82 sym/s | Total: 6.7m | ETA: 14.2m
[2025-12-25T20:21:48.626971] [INFO ] [sig       ] [1141/3552] Forecasting EVG...
[2025-12-25T20:21:48.627000] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-25T20:21:48.627038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-25T20:21:48.639405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-25T20:21:48.639847] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-25T20:21:48.640682] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-25T20:21:48.640743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:48.640800] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:48.640835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:48.640894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:48.697739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:48.698794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:48.698881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:48.698913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:48.815976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:48.816175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:48.816223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:48.816254] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:48.819839] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=94.14%)
[2025-12-25T20:21:48.820123] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-25T20:21:48.820255] [INFO ] [sig       ] EVG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:48.959637] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVG.txt
[2025-12-25T20:21:48.959821] [INFO ] [sig       ] [1141/3552] Completed EVG in 0.3s | 2.82 sym/s | Total: 6.7m | ETA: 14.2m
[2025-12-25T20:21:48.959864] [INFO ] [sig       ] [1142/3552] Forecasting EVGO...
[2025-12-25T20:21:48.959893] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-25T20:21:48.959944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-25T20:21:48.972242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-25T20:21:48.972667] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-25T20:21:48.973463] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-25T20:21:48.973517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:48.973550] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:48.973602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:48.973673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:49.030656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:49.031506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:49.031609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:49.031644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:49.153187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:49.153347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:49.153388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:49.153418] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:49.156834] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-12-25T20:21:49.157122] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-25T20:21:49.157289] [INFO ] [sig       ] EVGO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:49.302647] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVGO.txt
[2025-12-25T20:21:49.302823] [INFO ] [sig       ] [1142/3552] Completed EVGO in 0.3s | 2.82 sym/s | Total: 6.7m | ETA: 14.2m
[2025-12-25T20:21:49.302864] [INFO ] [sig       ] [1143/3552] Forecasting EVH...
[2025-12-25T20:21:49.302895] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-25T20:21:49.302924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-25T20:21:49.316106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-25T20:21:49.316505] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-25T20:21:49.317380] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-25T20:21:49.317435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:49.317468] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:49.317495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:49.317553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:49.375302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:49.376197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:49.376287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:49.376321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:49.494550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:49.494720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:49.494761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:49.494788] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:49.498205] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2025-12-25T20:21:49.498524] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-25T20:21:49.498672] [INFO ] [sig       ] EVH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:49.643433] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EVH.txt
[2025-12-25T20:21:49.643620] [INFO ] [sig       ] [1143/3552] Completed EVH in 0.3s | 2.82 sym/s | Total: 6.7m | ETA: 14.2m
[2025-12-25T20:21:49.643666] [INFO ] [sig       ] [1144/3552] Forecasting EVN...
[2025-12-25T20:21:49.643696] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-25T20:21:49.643755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-25T20:21:49.656709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-25T20:21:49.657119] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-25T20:21:49.658014] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-25T20:21:49.658071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:49.658103] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:49.658129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:49.658187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:49.716341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:49.717245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:49.717337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:49.717371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:49.836305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:49.836450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:49.836491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:49.836518] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:49.839897] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2025-12-25T20:21:49.840167] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-25T20:21:49.840289] [INFO ] [sig       ] EVN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:49.976657] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVN.txt
[2025-12-25T20:21:49.976787] [INFO ] [sig       ] [1144/3552] Completed EVN in 0.3s | 2.82 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-25T20:21:49.976828] [INFO ] [sig       ] [1145/3552] Forecasting EVO...
[2025-12-25T20:21:49.976857] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-25T20:21:49.976886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-25T20:21:49.988750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-25T20:21:49.989157] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-25T20:21:49.989998] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-25T20:21:49.990052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:49.990084] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:49.990111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:49.990171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:50.046708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:50.047428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:50.047553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:50.047623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:50.172508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:50.172678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:50.172720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:50.172749] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:50.176092] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2025-12-25T20:21:50.176367] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-25T20:21:50.176488] [INFO ] [sig       ] EVO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:50.314633] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EVO.txt
[2025-12-25T20:21:50.314779] [INFO ] [sig       ] [1145/3552] Completed EVO in 0.3s | 2.82 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-25T20:21:50.314819] [INFO ] [sig       ] [1146/3552] Forecasting EVRG...
[2025-12-25T20:21:50.314851] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-25T20:21:50.314916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-25T20:21:50.330276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-25T20:21:50.330683] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-25T20:21:50.331477] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-25T20:21:50.331530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:50.331564] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:50.331622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:50.331686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:50.388453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:50.389144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:50.389226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:50.389259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:50.509497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:50.509669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:50.509710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:50.509738] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:50.513316] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-12-25T20:21:50.513624] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-25T20:21:50.513755] [INFO ] [sig       ] EVRG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:50.650297] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EVRG.txt
[2025-12-25T20:21:50.650439] [INFO ] [sig       ] [1146/3552] Completed EVRG in 0.3s | 2.82 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-25T20:21:50.650479] [INFO ] [sig       ] [1147/3552] Forecasting EVSD...
[2025-12-25T20:21:50.650510] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-25T20:21:50.650540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-25T20:21:50.662186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-25T20:21:50.662530] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-25T20:21:50.663325] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-25T20:21:50.663377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:50.663409] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:50.663435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:50.663492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:50.718704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:50.719364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:50.719441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:50.719472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:50.837311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:50.837462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:50.837503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:50.837531] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:50.840891] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: UP (p=89.58%)
[2025-12-25T20:21:50.841165] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-25T20:21:50.841293] [INFO ] [sig       ] EVSD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:50.980157] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVSD.txt
[2025-12-25T20:21:50.980304] [INFO ] [sig       ] [1147/3552] Completed EVSD in 0.3s | 2.82 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-25T20:21:50.980344] [INFO ] [sig       ] [1148/3552] Forecasting EVTC...
[2025-12-25T20:21:50.980372] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-25T20:21:50.980400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-25T20:21:50.992000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-25T20:21:50.992335] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-25T20:21:50.993128] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-25T20:21:50.993179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:50.993211] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:50.993238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:50.993306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:51.049249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:51.050108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:51.050186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:51.050218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:51.178266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:51.178447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:51.178487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:51.178518] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:51.181966] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=23.82%)
[2025-12-25T20:21:51.182261] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-25T20:21:51.182397] [INFO ] [sig       ] EVTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:51.320702] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EVTC.txt
[2025-12-25T20:21:51.320866] [INFO ] [sig       ] [1148/3552] Completed EVTC in 0.3s | 2.82 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-25T20:21:51.320906] [INFO ] [sig       ] [1149/3552] Forecasting EVTL...
[2025-12-25T20:21:51.320936] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-25T20:21:51.320966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-25T20:21:51.333706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-25T20:21:51.334083] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-25T20:21:51.334958] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-25T20:21:51.335013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:51.335046] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:51.335073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:51.335132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:51.394191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:51.394979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:51.395062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:51.395096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:51.514462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:51.514628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:51.514670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:51.514697] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:51.518562] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=71.44%)
[2025-12-25T20:21:51.518852] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-25T20:21:51.518976] [INFO ] [sig       ] EVTL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:51.658859] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVTL.txt
[2025-12-25T20:21:51.659006] [INFO ] [sig       ] [1149/3552] Completed EVTL in 0.3s | 2.82 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-25T20:21:51.659046] [INFO ] [sig       ] [1150/3552] Forecasting EWBC...
[2025-12-25T20:21:51.659075] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-25T20:21:51.659122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-25T20:21:51.672071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-25T20:21:51.672434] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-25T20:21:51.673241] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-25T20:21:51.673305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:51.673337] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:51.673365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:51.673422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:51.731394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:51.732323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:51.732404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:51.732435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:51.857492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:51.857664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:51.857704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:51.857732] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:51.861082] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=76.36%)
[2025-12-25T20:21:51.861355] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-25T20:21:51.861480] [INFO ] [sig       ] EWBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:51.999480] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EWBC.txt
[2025-12-25T20:21:51.999644] [INFO ] [sig       ] [1150/3552] Completed EWBC in 0.3s | 2.82 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-25T20:21:51.999691] [INFO ] [sig       ] [1151/3552] Forecasting EWCZ...
[2025-12-25T20:21:51.999721] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-25T20:21:51.999750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-25T20:21:52.012867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-25T20:21:52.013225] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-25T20:21:52.014012] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-25T20:21:52.014064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:52.014096] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:52.014121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:52.014178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:52.070228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:52.071128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:52.071209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:52.071240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:52.193355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:52.193514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:52.193553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:52.193600] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:52.196936] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=33.85%)
[2025-12-25T20:21:52.197219] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-25T20:21:52.197346] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:52.337332] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EWCZ.txt
[2025-12-25T20:21:52.337477] [INFO ] [sig       ] [1151/3552] Completed EWCZ in 0.3s | 2.82 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-25T20:21:52.337517] [INFO ] [sig       ] [1152/3552] Forecasting EWTX...
[2025-12-25T20:21:52.337546] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-25T20:21:52.337591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-25T20:21:52.349854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-25T20:21:52.350207] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-25T20:21:52.351188] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-25T20:21:52.351239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:52.351296] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:52.351325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:52.351384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:52.409615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:52.410358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:52.410439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:52.410473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:52.539657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:52.539864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:52.539913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:52.539945] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:52.543672] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-25T20:21:52.543984] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-25T20:21:52.544115] [INFO ] [sig       ] EWTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:52.696089] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EWTX.txt
[2025-12-25T20:21:52.696255] [INFO ] [sig       ] [1152/3552] Completed EWTX in 0.4s | 2.82 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-25T20:21:52.696297] [INFO ] [sig       ] [1153/3552] Forecasting EWZS...
[2025-12-25T20:21:52.696328] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-25T20:21:52.696359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-25T20:21:52.709690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-25T20:21:52.710092] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-25T20:21:52.710925] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-25T20:21:52.710987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:52.711034] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:52.711069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:52.711135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:52.771230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:52.772110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:52.772196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:52.772230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:52.905206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:52.905366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:52.905409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:52.905438] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:52.909199] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=13.64%)
[2025-12-25T20:21:52.909487] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-25T20:21:52.909639] [INFO ] [sig       ] EWZS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:53.063184] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EWZS.txt
[2025-12-25T20:21:53.063349] [INFO ] [sig       ] [1153/3552] Completed EWZS in 0.4s | 2.82 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-25T20:21:53.063393] [INFO ] [sig       ] [1154/3552] Forecasting EXAS...
[2025-12-25T20:21:53.063424] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-25T20:21:53.063454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-25T20:21:53.078144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-25T20:21:53.078517] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-25T20:21:53.079355] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-25T20:21:53.079409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:53.079442] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:53.079469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:53.079528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:53.140400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:53.141325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:53.141408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:53.141441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:53.278328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:53.278500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:53.278544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:53.278591] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:53.282288] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=46.04%)
[2025-12-25T20:21:53.282614] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-25T20:21:53.282751] [INFO ] [sig       ] EXAS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:53.433989] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXAS.txt
[2025-12-25T20:21:53.434175] [INFO ] [sig       ] [1154/3552] Completed EXAS in 0.4s | 2.82 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-25T20:21:53.434220] [INFO ] [sig       ] [1155/3552] Forecasting EXC...
[2025-12-25T20:21:53.434252] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-25T20:21:53.434284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-25T20:21:53.446985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-25T20:21:53.447377] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-25T20:21:53.448224] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-25T20:21:53.448277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:53.448310] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:53.448337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:53.448397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:53.508205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:53.508902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:53.508998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:53.509038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:53.636723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:53.636871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:53.636912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:53.636974] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:53.640684] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-25T20:21:53.640997] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-25T20:21:53.641129] [INFO ] [sig       ] EXC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:53.788615] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXC.txt
[2025-12-25T20:21:53.788784] [INFO ] [sig       ] [1155/3552] Completed EXC in 0.4s | 2.82 sym/s | Total: 6.8m | ETA: 14.1m
[2025-12-25T20:21:53.788824] [INFO ] [sig       ] [1156/3552] Forecasting EXEL...
[2025-12-25T20:21:53.788852] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-25T20:21:53.788882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-25T20:21:53.802134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-25T20:21:53.802513] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-25T20:21:53.803368] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-25T20:21:53.803422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:53.803454] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:53.803479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:53.803548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:53.864148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:53.865016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:53.865101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:53.865135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:53.992752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:53.992911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:53.992950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:53.992979] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:53.996864] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-25T20:21:53.997163] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-25T20:21:53.997294] [INFO ] [sig       ] EXEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:54.152184] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXEL.txt
[2025-12-25T20:21:54.152367] [INFO ] [sig       ] [1156/3552] Completed EXEL in 0.4s | 2.82 sym/s | Total: 6.8m | ETA: 14.1m
[2025-12-25T20:21:54.152409] [INFO ] [sig       ] [1157/3552] Forecasting EXFY...
[2025-12-25T20:21:54.152440] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-25T20:21:54.152470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-25T20:21:54.170838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-25T20:21:54.171256] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-25T20:21:54.172135] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-25T20:21:54.172188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:54.172221] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:54.172246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:54.172306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:54.235190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:54.235982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:54.236066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:54.236099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:54.363843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:54.364019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:54.364061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:54.364093] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:54.367717] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=87.98%)
[2025-12-25T20:21:54.368027] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-25T20:21:54.368187] [INFO ] [sig       ] EXFY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:54.521307] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EXFY.txt
[2025-12-25T20:21:54.521503] [INFO ] [sig       ] [1157/3552] Completed EXFY in 0.4s | 2.82 sym/s | Total: 6.8m | ETA: 14.1m
[2025-12-25T20:21:54.521556] [INFO ] [sig       ] [1158/3552] Forecasting EXG...
[2025-12-25T20:21:54.521606] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-25T20:21:54.521667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-25T20:21:54.534688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-25T20:21:54.535083] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-25T20:21:54.535946] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-25T20:21:54.535998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:54.536031] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:54.536057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:54.536116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:54.597368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:54.598319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:54.598404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:54.598436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:54.732113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:54.732269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:54.732313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:54.732352] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:54.736501] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=17.37%)
[2025-12-25T20:21:54.736810] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-25T20:21:54.736940] [INFO ] [sig       ] EXG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:54.893774] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXG.txt
[2025-12-25T20:21:54.893945] [INFO ] [sig       ] [1158/3552] Completed EXG in 0.4s | 2.82 sym/s | Total: 6.8m | ETA: 14.1m
[2025-12-25T20:21:54.893989] [INFO ] [sig       ] [1159/3552] Forecasting EXK...
[2025-12-25T20:21:54.894020] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-25T20:21:54.894077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-25T20:21:54.907177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-25T20:21:54.907558] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-25T20:21:54.908376] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-25T20:21:54.908430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:54.908463] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:54.908491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:54.908549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:54.971301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:54.972180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:54.972271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:54.972305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:55.092456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:55.092632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:55.092674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:55.092703] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:55.096064] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-12-25T20:21:55.096337] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-25T20:21:55.096461] [INFO ] [sig       ] EXK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:55.234228] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXK.txt
[2025-12-25T20:21:55.234384] [INFO ] [sig       ] [1159/3552] Completed EXK in 0.3s | 2.82 sym/s | Total: 6.8m | ETA: 14.1m
[2025-12-25T20:21:55.234450] [INFO ] [sig       ] [1160/3552] Forecasting EXLS...
[2025-12-25T20:21:55.234483] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-25T20:21:55.234512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-25T20:21:55.247297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-25T20:21:55.247656] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-25T20:21:55.248414] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-25T20:21:55.248465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:55.248496] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:55.248522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:55.248599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:55.304653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:55.305311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:55.305390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:55.305421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:55.426893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:55.427044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:55.427082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:55.427111] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:55.430462] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=46.09%)
[2025-12-25T20:21:55.430751] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-25T20:21:55.430876] [INFO ] [sig       ] EXLS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:55.570503] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXLS.txt
[2025-12-25T20:21:55.570671] [INFO ] [sig       ] [1160/3552] Completed EXLS in 0.3s | 2.82 sym/s | Total: 6.8m | ETA: 14.1m
[2025-12-25T20:21:55.570713] [INFO ] [sig       ] [1161/3552] Forecasting EXP...
[2025-12-25T20:21:55.570742] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-25T20:21:55.570772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-25T20:21:55.583173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-25T20:21:55.583529] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-25T20:21:55.584307] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-25T20:21:55.584359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:55.584402] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:55.584431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:55.584488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:55.639795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:55.640559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:55.640659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:55.640692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:55.756557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:55.756726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:55.756768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:55.756795] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:55.760104] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=79.24%)
[2025-12-25T20:21:55.760381] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-25T20:21:55.760502] [INFO ] [sig       ] EXP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:55.906498] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EXP.txt
[2025-12-25T20:21:55.906688] [INFO ] [sig       ] [1161/3552] Completed EXP in 0.3s | 2.82 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-25T20:21:55.906735] [INFO ] [sig       ] [1162/3552] Forecasting EXPD...
[2025-12-25T20:21:55.906769] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-25T20:21:55.906799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-25T20:21:55.920111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-25T20:21:55.920475] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-25T20:21:55.921320] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-25T20:21:55.921373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:55.921406] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:55.921433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:55.921491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:55.988429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:55.989246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:55.989361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:55.989395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:56.113687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:56.113858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:56.113900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:56.113931] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:56.117592] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=7.16%)
[2025-12-25T20:21:56.117914] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-25T20:21:56.118050] [INFO ] [sig       ] EXPD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:56.271658] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXPD.txt
[2025-12-25T20:21:56.271811] [INFO ] [sig       ] [1162/3552] Completed EXPD in 0.4s | 2.82 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-25T20:21:56.271860] [INFO ] [sig       ] [1163/3552] Forecasting EXPE...
[2025-12-25T20:21:56.271892] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-25T20:21:56.271922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-25T20:21:56.289218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-25T20:21:56.289662] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-25T20:21:56.290485] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-25T20:21:56.290546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:56.290597] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:56.290628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:56.290687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:56.352788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:56.353614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:56.353722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:56.353758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:56.486030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:56.486196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:56.486237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:56.486266] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:56.489856] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: DOWN (p=16.46%)
[2025-12-25T20:21:56.490178] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-25T20:21:56.490317] [INFO ] [sig       ] EXPE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:56.637969] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXPE.txt
[2025-12-25T20:21:56.638137] [INFO ] [sig       ] [1163/3552] Completed EXPE in 0.4s | 2.82 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-25T20:21:56.638184] [INFO ] [sig       ] [1164/3552] Forecasting EXPI...
[2025-12-25T20:21:56.638215] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-25T20:21:56.638246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-25T20:21:56.651773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-25T20:21:56.652182] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-25T20:21:56.653067] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-25T20:21:56.653121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:56.653153] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:56.653181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:56.653241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:56.714042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:56.714943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:56.715029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:56.715062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:56.843046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:56.843201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:56.843242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:56.843271] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:56.846857] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-12-25T20:21:56.847149] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-25T20:21:56.847281] [INFO ] [sig       ] EXPI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:56.998007] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EXPI.txt
[2025-12-25T20:21:56.998159] [INFO ] [sig       ] [1164/3552] Completed EXPI in 0.4s | 2.82 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-25T20:21:56.998208] [INFO ] [sig       ] [1165/3552] Forecasting EXPO...
[2025-12-25T20:21:56.998239] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-25T20:21:56.998270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-25T20:21:57.011628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-25T20:21:57.012038] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-25T20:21:57.012891] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-25T20:21:57.012945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:57.012978] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:57.013006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:57.013065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:57.077906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:57.078812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:57.078899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:57.078933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:57.203340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:57.203500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:57.203542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:57.203594] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:57.207328] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=10.28%)
[2025-12-25T20:21:57.207646] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-25T20:21:57.207803] [INFO ] [sig       ] EXPO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:57.353877] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXPO.txt
[2025-12-25T20:21:57.354053] [INFO ] [sig       ] [1165/3552] Completed EXPO in 0.4s | 2.82 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-25T20:21:57.354097] [INFO ] [sig       ] [1166/3552] Forecasting EYE...
[2025-12-25T20:21:57.354126] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-25T20:21:57.354155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-25T20:21:57.366100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-25T20:21:57.366448] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-25T20:21:57.367244] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-25T20:21:57.367297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:57.367330] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:57.367358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:57.367416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:57.422910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:57.423778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:57.423860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:57.423892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:57.539923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:57.540083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:57.540122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:57.540151] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:57.543475] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-12-25T20:21:57.543772] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-25T20:21:57.543916] [INFO ] [sig       ] EYE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:57.680661] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EYE.txt
[2025-12-25T20:21:57.680801] [INFO ] [sig       ] [1166/3552] Completed EYE in 0.3s | 2.82 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-25T20:21:57.680843] [INFO ] [sig       ] [1167/3552] Forecasting EZGO...
[2025-12-25T20:21:57.680872] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-25T20:21:57.680901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-25T20:21:57.692563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-25T20:21:57.692931] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-25T20:21:57.693713] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-25T20:21:57.693765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:57.693796] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:57.693823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:57.693879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:57.751968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:57.752919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:57.753004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:57.753038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:57.874534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:57.874708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:57.874748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:57.874781] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:57.878421] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=36.70%)
[2025-12-25T20:21:57.878725] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-25T20:21:57.878860] [INFO ] [sig       ] EZGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:58.029609] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EZGO.txt
[2025-12-25T20:21:58.029765] [INFO ] [sig       ] [1167/3552] Completed EZGO in 0.3s | 2.82 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-25T20:21:58.029809] [INFO ] [sig       ] [1168/3552] Forecasting F...
[2025-12-25T20:21:58.029845] [INFO ] [sig       ] Generating forecast for: F
[2025-12-25T20:21:58.029876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-25T20:21:58.045834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-25T20:21:58.046210] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-25T20:21:58.047032] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-25T20:21:58.047084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:58.047117] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:58.047144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:58.047202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:58.110551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:58.111338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:58.111421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:58.111454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:58.233210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:58.233365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:58.233404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:58.233451] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:58.236775] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=44.56%)
[2025-12-25T20:21:58.237051] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-25T20:21:58.237177] [INFO ] [sig       ] F: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:58.374545] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/F.txt
[2025-12-25T20:21:58.374704] [INFO ] [sig       ] [1168/3552] Completed F in 0.3s | 2.82 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-25T20:21:58.374745] [INFO ] [sig       ] [1169/3552] Forecasting FA...
[2025-12-25T20:21:58.374775] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-25T20:21:58.374804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-25T20:21:58.387592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-25T20:21:58.387957] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-25T20:21:58.388748] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-25T20:21:58.388800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:58.388860] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:58.388888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:58.388947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:58.443820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:58.444515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:58.444612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:58.444647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:58.560340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:58.560501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:58.560539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:58.560592] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:58.563929] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: DOWN (p=15.76%)
[2025-12-25T20:21:58.564217] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-25T20:21:58.564341] [INFO ] [sig       ] FA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:58.701656] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FA.txt
[2025-12-25T20:21:58.701805] [INFO ] [sig       ] [1169/3552] Completed FA in 0.3s | 2.82 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-25T20:21:58.701844] [INFO ] [sig       ] [1170/3552] Forecasting FAF...
[2025-12-25T20:21:58.701874] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-25T20:21:58.701904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-25T20:21:58.714157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-25T20:21:58.714515] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-25T20:21:58.715293] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-25T20:21:58.715345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:58.715377] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:58.715403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:58.715461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:58.771570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:58.772295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:58.772376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:58.772422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:58.884982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:58.885144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:58.885185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:58.885213] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:58.888543] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=12.23%)
[2025-12-25T20:21:58.888844] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-25T20:21:58.888971] [INFO ] [sig       ] FAF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:59.026255] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FAF.txt
[2025-12-25T20:21:59.026410] [INFO ] [sig       ] [1170/3552] Completed FAF in 0.3s | 2.82 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-25T20:21:59.026451] [INFO ] [sig       ] [1171/3552] Forecasting FALN...
[2025-12-25T20:21:59.026480] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-25T20:21:59.026509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-25T20:21:59.039059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-25T20:21:59.039426] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-25T20:21:59.040201] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-25T20:21:59.040253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:59.040285] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:59.040312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:59.040368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:59.095570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:59.096323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:59.096405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:59.096437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:59.218592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:59.218753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:59.218792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:59.218821] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:59.222147] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=13.49%)
[2025-12-25T20:21:59.222423] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-25T20:21:59.222545] [INFO ] [sig       ] FALN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:21:59.359008] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FALN.txt
[2025-12-25T20:21:59.359163] [INFO ] [sig       ] [1171/3552] Completed FALN in 0.3s | 2.82 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-25T20:21:59.359204] [INFO ] [sig       ] [1172/3552] Forecasting FANG...
[2025-12-25T20:21:59.359234] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-25T20:21:59.359265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-25T20:21:59.371527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-25T20:21:59.371889] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-25T20:21:59.372658] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-25T20:21:59.372710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:59.372741] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:59.372778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:59.372838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:59.433497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:59.434488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:59.434594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:59.434630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:59.562861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:59.563014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:59.563056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:59.563117] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:59.566729] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: UP (p=68.79%)
[2025-12-25T20:21:59.567026] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-25T20:21:59.567332] [INFO ] [sig       ] FANG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:21:59.714002] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FANG.txt
[2025-12-25T20:21:59.714144] [INFO ] [sig       ] [1172/3552] Completed FANG in 0.4s | 2.82 sym/s | Total: 6.9m | ETA: 14.0m
[2025-12-25T20:21:59.714185] [INFO ] [sig       ] [1173/3552] Forecasting FARM...
[2025-12-25T20:21:59.714216] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-25T20:21:59.714246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-25T20:21:59.727025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-25T20:21:59.727396] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-25T20:21:59.728308] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-25T20:21:59.728374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:21:59.728421] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:21:59.728452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:21:59.728527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:21:59.789780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:21:59.790431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:21:59.790510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:21:59.790542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:21:59.909614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:21:59.909769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:21:59.909809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:21:59.909840] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:21:59.913217] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-25T20:21:59.913493] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-25T20:21:59.913638] [INFO ] [sig       ] FARM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:00.054511] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FARM.txt
[2025-12-25T20:22:00.054675] [INFO ] [sig       ] [1173/3552] Completed FARM in 0.3s | 2.82 sym/s | Total: 6.9m | ETA: 14.0m
[2025-12-25T20:22:00.054724] [INFO ] [sig       ] [1174/3552] Forecasting FBIN...
[2025-12-25T20:22:00.054755] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-25T20:22:00.054786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-25T20:22:00.067076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-25T20:22:00.067593] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-25T20:22:00.068616] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-25T20:22:00.068669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:00.068700] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:00.068726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:00.068784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:00.129781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:00.130917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:00.131003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:00.131231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:00.265250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:00.265410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:00.265454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:00.265484] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:00.269002] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=55.68%)
[2025-12-25T20:22:00.269313] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-25T20:22:00.269447] [INFO ] [sig       ] FBIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:00.409631] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FBIN.txt
[2025-12-25T20:22:00.409769] [INFO ] [sig       ] [1174/3552] Completed FBIN in 0.4s | 2.82 sym/s | Total: 6.9m | ETA: 14.0m
[2025-12-25T20:22:00.409809] [INFO ] [sig       ] [1175/3552] Forecasting FBIO...
[2025-12-25T20:22:00.409839] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-25T20:22:00.409869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-25T20:22:00.421979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-25T20:22:00.422353] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-25T20:22:00.423122] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-25T20:22:00.423175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:00.423206] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:00.423233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:00.423290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:00.480037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:00.480926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:00.481013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:00.481047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:00.606362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:00.606514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:00.606553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:00.606600] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:00.609950] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: UP (p=89.77%)
[2025-12-25T20:22:00.610218] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-25T20:22:00.610341] [INFO ] [sig       ] FBIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:00.751498] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FBIO.txt
[2025-12-25T20:22:00.751671] [INFO ] [sig       ] [1175/3552] Completed FBIO in 0.3s | 2.82 sym/s | Total: 6.9m | ETA: 14.0m
[2025-12-25T20:22:00.751739] [INFO ] [sig       ] [1176/3552] Forecasting FBIZ...
[2025-12-25T20:22:00.751770] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-25T20:22:00.751807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-25T20:22:00.763173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-25T20:22:00.763490] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-25T20:22:00.764308] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-25T20:22:00.764362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:00.764396] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:00.764425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:00.764484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:00.822137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:00.822770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:00.822850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:00.822883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:00.944287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:00.944427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:00.944465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:00.944495] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:00.947765] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=75.57%)
[2025-12-25T20:22:00.948036] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-25T20:22:00.948156] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:01.092152] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FBIZ.txt
[2025-12-25T20:22:01.092322] [INFO ] [sig       ] [1176/3552] Completed FBIZ in 0.3s | 2.82 sym/s | Total: 6.9m | ETA: 14.0m
[2025-12-25T20:22:01.092365] [INFO ] [sig       ] [1177/3552] Forecasting FBK...
[2025-12-25T20:22:01.092394] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-25T20:22:01.092423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-25T20:22:01.103792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-25T20:22:01.104296] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-25T20:22:01.105068] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-25T20:22:01.105310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:01.105342] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:01.105368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:01.105426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:01.161566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:01.162364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:01.162439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:01.162471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:01.283105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:01.283257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:01.283298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:01.283327] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:01.287323] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=8.07%)
[2025-12-25T20:22:01.287639] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-25T20:22:01.287763] [INFO ] [sig       ] FBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:01.429610] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FBK.txt
[2025-12-25T20:22:01.429749] [INFO ] [sig       ] [1177/3552] Completed FBK in 0.3s | 2.82 sym/s | Total: 6.9m | ETA: 14.0m
[2025-12-25T20:22:01.429789] [INFO ] [sig       ] [1178/3552] Forecasting FBL...
[2025-12-25T20:22:01.429821] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-25T20:22:01.429852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-25T20:22:01.443024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-25T20:22:01.443385] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-25T20:22:01.444242] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-25T20:22:01.444295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:01.444328] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:01.444355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:01.444412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:01.503022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:01.503931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:01.504023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:01.504058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:01.630818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:01.630991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:01.631035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:01.631064] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:01.635183] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-25T20:22:01.635487] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-25T20:22:01.635641] [INFO ] [sig       ] FBL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:01.860031] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FBL.txt
[2025-12-25T20:22:01.860201] [INFO ] [sig       ] [1178/3552] Completed FBL in 0.4s | 2.82 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-25T20:22:01.860243] [INFO ] [sig       ] [1179/3552] Forecasting FBNC...
[2025-12-25T20:22:01.860274] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-25T20:22:01.860304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-25T20:22:01.877270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-25T20:22:01.877783] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-25T20:22:01.878905] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-25T20:22:01.878973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:01.879022] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:01.879068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:01.879185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:01.947110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:01.948005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:01.948134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:01.948171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:02.084623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:02.084817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:02.084876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:02.084923] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:02.089376] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-25T20:22:02.089781] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-25T20:22:02.089929] [INFO ] [sig       ] FBNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:02.250660] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FBNC.txt
[2025-12-25T20:22:02.250829] [INFO ] [sig       ] [1179/3552] Completed FBNC in 0.4s | 2.82 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-25T20:22:02.250872] [INFO ] [sig       ] [1180/3552] Forecasting FBP...
[2025-12-25T20:22:02.250910] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-25T20:22:02.250989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-25T20:22:02.263334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-25T20:22:02.263745] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-25T20:22:02.264548] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-25T20:22:02.264618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:02.264651] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:02.264678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:02.264737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:02.327237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:02.328106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:02.328195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:02.328229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:02.462085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:02.462240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:02.462279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:02.462308] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:02.465663] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=16.21%)
[2025-12-25T20:22:02.465939] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-25T20:22:02.466064] [INFO ] [sig       ] FBP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:02.607974] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FBP.txt
[2025-12-25T20:22:02.608310] [INFO ] [sig       ] [1180/3552] Completed FBP in 0.4s | 2.82 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-25T20:22:02.608351] [INFO ] [sig       ] [1181/3552] Forecasting FC...
[2025-12-25T20:22:02.608380] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-25T20:22:02.608410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-25T20:22:02.621226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-25T20:22:02.621566] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-25T20:22:02.622331] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-25T20:22:02.622382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:02.622413] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:02.622439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:02.622496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:02.680873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:02.681537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:02.681634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:02.681668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:02.811037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:02.811219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:02.811260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:02.811297] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:02.815070] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2025-12-25T20:22:02.815557] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-25T20:22:02.815718] [INFO ] [sig       ] FC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:02.956438] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FC.txt
[2025-12-25T20:22:02.956587] [INFO ] [sig       ] [1181/3552] Completed FC in 0.3s | 2.82 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-25T20:22:02.956629] [INFO ] [sig       ] [1182/3552] Forecasting FCAL...
[2025-12-25T20:22:02.956658] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-25T20:22:02.956687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-25T20:22:02.968079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-25T20:22:02.968392] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-25T20:22:02.969173] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-25T20:22:02.969224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:02.969256] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:02.969283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:02.969341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:03.026920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:03.027734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:03.027812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:03.027845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:03.134486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:03.134657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:03.134697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:03.134728] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:03.138032] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-12-25T20:22:03.138301] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-25T20:22:03.138425] [INFO ] [sig       ] FCAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:03.275854] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FCAL.txt
[2025-12-25T20:22:03.276017] [INFO ] [sig       ] [1182/3552] Completed FCAL in 0.3s | 2.82 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-25T20:22:03.276058] [INFO ] [sig       ] [1183/3552] Forecasting FCBC...
[2025-12-25T20:22:03.276088] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-25T20:22:03.276142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-25T20:22:03.288831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-25T20:22:03.289251] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-25T20:22:03.290134] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-25T20:22:03.290190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:03.290225] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:03.290253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:03.290313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:03.348846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:03.349796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:03.349886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:03.349920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:03.473749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:03.473909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:03.473964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:03.473996] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:03.477479] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=17.14%)
[2025-12-25T20:22:03.477794] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-25T20:22:03.477940] [INFO ] [sig       ] FCBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:03.621446] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FCBC.txt
[2025-12-25T20:22:03.621608] [INFO ] [sig       ] [1183/3552] Completed FCBC in 0.3s | 2.82 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-25T20:22:03.621652] [INFO ] [sig       ] [1184/3552] Forecasting FCCO...
[2025-12-25T20:22:03.621683] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-25T20:22:03.621713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-25T20:22:03.634769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-25T20:22:03.635129] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-25T20:22:03.635925] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-25T20:22:03.635981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:03.636017] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:03.636046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:03.636104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:03.695371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:03.696212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:03.696316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:03.696352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:03.823131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:03.823285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:03.823326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:03.823357] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:03.826846] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: UP (p=62.01%)
[2025-12-25T20:22:03.827131] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-25T20:22:03.827262] [INFO ] [sig       ] FCCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:03.969940] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FCCO.txt
[2025-12-25T20:22:03.970079] [INFO ] [sig       ] [1184/3552] Completed FCCO in 0.3s | 2.82 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-25T20:22:03.970120] [INFO ] [sig       ] [1185/3552] Forecasting FCEL...
[2025-12-25T20:22:03.970150] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-25T20:22:03.970179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-25T20:22:03.983084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-25T20:22:03.983529] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-25T20:22:03.984430] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-25T20:22:03.984501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:03.984535] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:03.984562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:03.984656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:04.043331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:04.044270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:04.044365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:04.044398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:04.164144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:04.164310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:04.164349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:04.164379] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:04.167832] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: UP (p=66.30%)
[2025-12-25T20:22:04.168148] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-25T20:22:04.168275] [INFO ] [sig       ] FCEL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:04.312007] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FCEL.txt
[2025-12-25T20:22:04.312183] [INFO ] [sig       ] [1185/3552] Completed FCEL in 0.3s | 2.82 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-25T20:22:04.312225] [INFO ] [sig       ] [1186/3552] Forecasting FCF...
[2025-12-25T20:22:04.312256] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-25T20:22:04.312284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-25T20:22:04.325646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-25T20:22:04.326039] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-25T20:22:04.326837] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-25T20:22:04.326890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:04.326958] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:04.327003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:04.327087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:04.387103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:04.388440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:04.388536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:04.388569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:04.511738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:04.511899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:04.511939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:04.511967] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:04.515285] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-12-25T20:22:04.515570] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-25T20:22:04.515721] [INFO ] [sig       ] FCF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:04.658379] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FCF.txt
[2025-12-25T20:22:04.658546] [INFO ] [sig       ] [1186/3552] Completed FCF in 0.3s | 2.82 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-25T20:22:04.658606] [INFO ] [sig       ] [1187/3552] Forecasting FCFS...
[2025-12-25T20:22:04.658638] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-25T20:22:04.658697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-25T20:22:04.670998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-25T20:22:04.671381] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-25T20:22:04.672174] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-25T20:22:04.672227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:04.672259] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:04.672285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:04.672343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:04.731264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:04.732130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:04.732214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:04.732248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:04.852103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:04.852260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:04.852301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:04.852331] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:04.855715] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-12-25T20:22:04.855992] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-25T20:22:04.856117] [INFO ] [sig       ] FCFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:05.002080] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FCFS.txt
[2025-12-25T20:22:05.002227] [INFO ] [sig       ] [1187/3552] Completed FCFS in 0.3s | 2.82 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-25T20:22:05.002291] [INFO ] [sig       ] [1188/3552] Forecasting FCN...
[2025-12-25T20:22:05.002509] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-25T20:22:05.002539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-25T20:22:05.015287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-25T20:22:05.015651] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-25T20:22:05.016399] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-25T20:22:05.016450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:05.016482] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:05.016509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:05.016588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:05.077891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:05.078689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:05.078777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:05.078812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:05.199076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:05.199241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:05.199281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:05.199308] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:05.202658] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-25T20:22:05.202926] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-25T20:22:05.203050] [INFO ] [sig       ] FCN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:05.364035] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FCN.txt
[2025-12-25T20:22:05.364252] [INFO ] [sig       ] [1188/3552] Completed FCN in 0.4s | 2.82 sym/s | Total: 7.0m | ETA: 13.9m
[2025-12-25T20:22:05.364359] [INFO ] [sig       ] [1189/3552] Forecasting FCNCA...
[2025-12-25T20:22:05.364417] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-25T20:22:05.364465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-25T20:22:05.377624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-25T20:22:05.377976] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-25T20:22:05.378777] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-25T20:22:05.378829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:05.378860] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:05.378887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:05.378944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:05.436015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:05.436661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:05.436742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:05.436775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:05.552051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:05.552198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:05.552240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:05.552302] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:05.555693] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-12-25T20:22:05.555982] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-25T20:22:05.556117] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:05.695497] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FCNCA.txt
[2025-12-25T20:22:05.695677] [INFO ] [sig       ] [1189/3552] Completed FCNCA in 0.3s | 2.82 sym/s | Total: 7.0m | ETA: 13.9m
[2025-12-25T20:22:05.695719] [INFO ] [sig       ] [1190/3552] Forecasting FCNCO...
[2025-12-25T20:22:05.695751] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-25T20:22:05.695782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-25T20:22:05.706938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-25T20:22:05.707311] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-25T20:22:05.708121] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-25T20:22:05.708173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:05.708205] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:05.708232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:05.708289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:05.766713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:05.767736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:05.767817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:05.767959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:05.873596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:05.873755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:05.873797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:05.873828] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:05.877684] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=88.21%)
[2025-12-25T20:22:05.877984] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-25T20:22:05.878119] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:06.019091] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FCNCO.txt
[2025-12-25T20:22:06.019258] [INFO ] [sig       ] [1190/3552] Completed FCNCO in 0.3s | 2.82 sym/s | Total: 7.0m | ETA: 13.9m
[2025-12-25T20:22:06.019299] [INFO ] [sig       ] [1191/3552] Forecasting FCNCP...
[2025-12-25T20:22:06.019329] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-25T20:22:06.019358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-25T20:22:06.032030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-25T20:22:06.032557] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-25T20:22:06.033486] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-25T20:22:06.033538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:06.033594] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:06.033625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:06.033684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:06.092333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:06.093034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:06.093129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:06.093177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:06.201979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:06.202114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:06.202153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:06.202183] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:06.205470] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-12-25T20:22:06.205757] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-25T20:22:06.205880] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:06.349965] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FCNCP.txt
[2025-12-25T20:22:06.350126] [INFO ] [sig       ] [1191/3552] Completed FCNCP in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.9m
[2025-12-25T20:22:06.350174] [INFO ] [sig       ] [1192/3552] Forecasting FCTE...
[2025-12-25T20:22:06.350205] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-25T20:22:06.350236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-25T20:22:06.362986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-25T20:22:06.363330] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-25T20:22:06.364106] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-25T20:22:06.364158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:06.364189] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:06.364216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:06.364273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:06.423342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:06.424082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:06.424164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:06.424197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:06.548058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:06.548228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:06.548270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:06.548299] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:06.551676] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: DOWN (p=24.78%)
[2025-12-25T20:22:06.551971] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-25T20:22:06.552098] [INFO ] [sig       ] FCTE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:06.701074] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FCTE.txt
[2025-12-25T20:22:06.701306] [INFO ] [sig       ] [1192/3552] Completed FCTE in 0.4s | 2.83 sym/s | Total: 7.0m | ETA: 13.9m
[2025-12-25T20:22:06.701408] [INFO ] [sig       ] [1193/3552] Forecasting FCX...
[2025-12-25T20:22:06.701466] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-25T20:22:06.701517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-25T20:22:06.717695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-25T20:22:06.718132] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-25T20:22:06.719198] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-25T20:22:06.719263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:06.719308] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:06.719348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:06.719437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:06.780586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:06.781459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:06.781548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:06.781603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:06.918004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:06.918156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:06.918197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:06.918229] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:06.921734] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=50.19%)
[2025-12-25T20:22:06.922018] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-25T20:22:06.922146] [INFO ] [sig       ] FCX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:07.064114] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FCX.txt
[2025-12-25T20:22:07.064259] [INFO ] [sig       ] [1193/3552] Completed FCX in 0.4s | 2.82 sym/s | Total: 7.0m | ETA: 13.9m
[2025-12-25T20:22:07.064301] [INFO ] [sig       ] [1194/3552] Forecasting FDBC...
[2025-12-25T20:22:07.064331] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-25T20:22:07.064361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-25T20:22:07.074251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-25T20:22:07.074524] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-25T20:22:07.075355] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-25T20:22:07.075411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:07.075442] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:07.075469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:07.075526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:07.133973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:07.134746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:07.134829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:07.134863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:07.235411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:07.235554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:07.235612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:07.235641] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:07.239028] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-25T20:22:07.239340] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-25T20:22:07.239470] [INFO ] [sig       ] FDBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:07.380818] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FDBC.txt
[2025-12-25T20:22:07.380963] [INFO ] [sig       ] [1194/3552] Completed FDBC in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.9m
[2025-12-25T20:22:07.381027] [INFO ] [sig       ] [1195/3552] Forecasting FDIF...
[2025-12-25T20:22:07.381063] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-25T20:22:07.381094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-25T20:22:07.391947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-25T20:22:07.392279] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-25T20:22:07.393059] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-25T20:22:07.393111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:07.393142] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:07.393168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:07.393230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:07.449628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:07.450461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:07.450543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:07.450595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:07.553452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:07.553626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:07.553669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:07.553711] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:07.557041] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-25T20:22:07.557312] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-25T20:22:07.557434] [INFO ] [sig       ] FDIF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:07.696800] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FDIF.txt
[2025-12-25T20:22:07.696948] [INFO ] [sig       ] [1195/3552] Completed FDIF in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.9m
[2025-12-25T20:22:07.696987] [INFO ] [sig       ] [1196/3552] Forecasting FDIG...
[2025-12-25T20:22:07.697017] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-25T20:22:07.697054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-25T20:22:07.709955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-25T20:22:07.710479] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-25T20:22:07.711251] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-25T20:22:07.711303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:07.711345] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:07.711374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:07.711432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:07.771879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:07.772737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:07.772856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:07.772891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:07.890521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:07.890685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:07.890725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:07.890753] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:07.894075] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=51.92%)
[2025-12-25T20:22:07.894356] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-25T20:22:07.894479] [INFO ] [sig       ] FDIG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:08.035746] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FDIG.txt
[2025-12-25T20:22:08.035879] [INFO ] [sig       ] [1196/3552] Completed FDIG in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-25T20:22:08.035919] [INFO ] [sig       ] [1197/3552] Forecasting FDP...
[2025-12-25T20:22:08.035949] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-25T20:22:08.035978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-25T20:22:08.050662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-25T20:22:08.051002] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-25T20:22:08.051788] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-25T20:22:08.051841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:08.051874] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:08.051902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:08.051960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:08.109203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:08.109880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:08.109957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:08.109989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:08.230804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:08.230944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:08.230983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:08.231012] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:08.234296] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=31.82%)
[2025-12-25T20:22:08.234586] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-25T20:22:08.234713] [INFO ] [sig       ] FDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:08.373891] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FDP.txt
[2025-12-25T20:22:08.374023] [INFO ] [sig       ] [1197/3552] Completed FDP in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-25T20:22:08.374071] [INFO ] [sig       ] [1198/3552] Forecasting FDS...
[2025-12-25T20:22:08.374102] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-25T20:22:08.374132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-25T20:22:08.386347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-25T20:22:08.386712] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-25T20:22:08.387474] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-25T20:22:08.387526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:08.387556] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:08.387610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:08.387678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:08.444213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:08.444828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:08.444903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:08.444935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:08.561280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:08.561430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:08.561468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:08.561497] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:08.564803] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-25T20:22:08.565080] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-25T20:22:08.565201] [INFO ] [sig       ] FDS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:08.705408] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FDS.txt
[2025-12-25T20:22:08.705554] [INFO ] [sig       ] [1198/3552] Completed FDS in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-25T20:22:08.705613] [INFO ] [sig       ] [1199/3552] Forecasting FDTX...
[2025-12-25T20:22:08.705643] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-25T20:22:08.705672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-25T20:22:08.721417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-25T20:22:08.721911] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-25T20:22:08.723204] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-25T20:22:08.723455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:08.723504] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:08.723545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:08.723669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:08.785424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:08.786334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:08.786436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:08.786469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:08.902834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:08.902986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:08.903025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:08.903055] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:08.906344] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-25T20:22:08.906638] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-25T20:22:08.906760] [INFO ] [sig       ] FDTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:09.045676] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FDTX.txt
[2025-12-25T20:22:09.045828] [INFO ] [sig       ] [1199/3552] Completed FDTX in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-25T20:22:09.045875] [INFO ] [sig       ] [1200/3552] Forecasting FDUS...
[2025-12-25T20:22:09.045908] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-25T20:22:09.045938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-25T20:22:09.057390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-25T20:22:09.057713] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-25T20:22:09.058465] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-25T20:22:09.058517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:09.058549] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:09.058603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:09.058665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:09.115019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:09.115694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:09.115770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:09.115804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:09.236970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:09.237118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:09.237157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:09.237186] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:09.240530] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-25T20:22:09.240825] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-25T20:22:09.240946] [INFO ] [sig       ] FDUS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:09.379476] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FDUS.txt
[2025-12-25T20:22:09.379629] [INFO ] [sig       ] [1200/3552] Completed FDUS in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-25T20:22:09.379671] [INFO ] [sig       ] [1201/3552] Forecasting FDX...
[2025-12-25T20:22:09.379700] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-25T20:22:09.379751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-25T20:22:09.391128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-25T20:22:09.391472] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-25T20:22:09.392247] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-25T20:22:09.392298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:09.392330] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:09.392357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:09.392415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:09.448983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:09.449665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:09.449742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:09.449774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:09.579520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:09.579682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:09.579722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:09.579750] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:09.583058] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-12-25T20:22:09.583330] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-25T20:22:09.583469] [INFO ] [sig       ] FDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:09.728130] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FDX.txt
[2025-12-25T20:22:09.728303] [INFO ] [sig       ] [1201/3552] Completed FDX in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-25T20:22:09.728353] [INFO ] [sig       ] [1202/3552] Forecasting FE...
[2025-12-25T20:22:09.728439] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-25T20:22:09.728481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-25T20:22:09.742799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-25T20:22:09.743165] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-25T20:22:09.744133] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-25T20:22:09.744195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:09.744238] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:09.744274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:09.744353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:09.801393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:09.802043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:09.802129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:09.802162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:09.919740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:09.919862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:09.919901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:09.919931] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:09.923252] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-25T20:22:09.923523] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-25T20:22:09.923667] [INFO ] [sig       ] FE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:10.064065] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FE.txt
[2025-12-25T20:22:10.064193] [INFO ] [sig       ] [1202/3552] Completed FE in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-25T20:22:10.064233] [INFO ] [sig       ] [1203/3552] Forecasting FEIM...
[2025-12-25T20:22:10.064262] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-25T20:22:10.064312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-25T20:22:10.075908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-25T20:22:10.076220] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-25T20:22:10.076983] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-25T20:22:10.077035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:10.077090] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:10.077119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:10.077177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:10.133500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:10.134168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:10.134245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:10.134277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:10.253943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:10.254089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:10.254135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:10.254188] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:10.257595] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=60.87%)
[2025-12-25T20:22:10.257871] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-25T20:22:10.257991] [INFO ] [sig       ] FEIM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:10.396277] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FEIM.txt
[2025-12-25T20:22:10.396410] [INFO ] [sig       ] [1203/3552] Completed FEIM in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-25T20:22:10.396451] [INFO ] [sig       ] [1204/3552] Forecasting FELE...
[2025-12-25T20:22:10.396481] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-25T20:22:10.396511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-25T20:22:10.408269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-25T20:22:10.408596] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-25T20:22:10.409373] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-25T20:22:10.409426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:10.409457] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:10.409484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:10.409542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:10.466335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:10.466945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:10.467022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:10.467054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:10.585773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:10.585910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:10.585948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:10.585978] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:10.589282] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=45.17%)
[2025-12-25T20:22:10.589555] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-25T20:22:10.589695] [INFO ] [sig       ] FELE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:10.727663] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FELE.txt
[2025-12-25T20:22:10.727795] [INFO ] [sig       ] [1204/3552] Completed FELE in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 13.8m
[2025-12-25T20:22:10.727833] [INFO ] [sig       ] [1205/3552] Forecasting FEM...
[2025-12-25T20:22:10.727863] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-25T20:22:10.727919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-25T20:22:10.739593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-25T20:22:10.739936] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-25T20:22:10.740706] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-25T20:22:10.740758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:10.740791] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:10.740817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:10.740875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:10.797510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:10.798128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:10.798216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:10.798248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:10.916217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:10.916363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:10.916402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:10.916430] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:10.919743] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: DOWN (p=34.96%)
[2025-12-25T20:22:10.920013] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-25T20:22:10.920135] [INFO ] [sig       ] FEM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:11.062317] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FEM.txt
[2025-12-25T20:22:11.062496] [INFO ] [sig       ] [1205/3552] Completed FEM in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 13.8m
[2025-12-25T20:22:11.062539] [INFO ] [sig       ] [1206/3552] Forecasting FEMB...
[2025-12-25T20:22:11.062613] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-25T20:22:11.062651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-25T20:22:11.075506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-25T20:22:11.075946] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-25T20:22:11.076807] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-25T20:22:11.076871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:11.076906] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:11.076934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:11.076991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:11.135785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:11.136664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:11.136749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:11.136783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:11.261922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:11.262086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:11.262126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:11.262198] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:11.265812] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: DOWN (p=36.79%)
[2025-12-25T20:22:11.266135] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-25T20:22:11.266274] [INFO ] [sig       ] FEMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:11.409713] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FEMB.txt
[2025-12-25T20:22:11.409875] [INFO ] [sig       ] [1206/3552] Completed FEMB in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 13.8m
[2025-12-25T20:22:11.409915] [INFO ] [sig       ] [1207/3552] Forecasting FEMS...
[2025-12-25T20:22:11.409945] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-25T20:22:11.409977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-25T20:22:11.421874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-25T20:22:11.422304] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-25T20:22:11.423278] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-25T20:22:11.423335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:11.423382] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:11.423411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:11.423469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:11.483690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:11.484830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:11.484916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:11.484950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:11.616190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:11.616379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:11.616440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:11.616483] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:11.621762] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-12-25T20:22:11.622218] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-25T20:22:11.622407] [INFO ] [sig       ] FEMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:11.799482] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FEMS.txt
[2025-12-25T20:22:11.799693] [INFO ] [sig       ] [1207/3552] Completed FEMS in 0.4s | 2.83 sym/s | Total: 7.1m | ETA: 13.8m
[2025-12-25T20:22:11.799765] [INFO ] [sig       ] [1208/3552] Forecasting FEP...
[2025-12-25T20:22:11.799803] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-25T20:22:11.799834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-25T20:22:11.814657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-25T20:22:11.815172] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-25T20:22:11.816200] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-25T20:22:11.816261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:11.816297] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:11.816328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:11.816399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:11.898481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:11.899778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:11.899897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:11.899953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:12.055075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:12.055271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:12.055325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:12.055359] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:12.059696] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-12-25T20:22:12.060182] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-25T20:22:12.060396] [INFO ] [sig       ] FEP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:12.252184] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FEP.txt
[2025-12-25T20:22:12.252426] [INFO ] [sig       ] [1208/3552] Completed FEP in 0.5s | 2.83 sym/s | Total: 7.1m | ETA: 13.8m
[2025-12-25T20:22:12.252534] [INFO ] [sig       ] [1209/3552] Forecasting FEPI...
[2025-12-25T20:22:12.252610] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-25T20:22:12.252670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-25T20:22:12.276829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-25T20:22:12.277353] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-25T20:22:12.278684] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-25T20:22:12.278768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:12.278817] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:12.278860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:12.278952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:12.367213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:12.368471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:12.368619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:12.368673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:12.529879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:12.530053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:12.530097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:12.530126] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:12.535224] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-12-25T20:22:12.535819] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-25T20:22:12.536052] [INFO ] [sig       ] FEPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:12.747435] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FEPI.txt
[2025-12-25T20:22:12.747669] [INFO ] [sig       ] [1209/3552] Completed FEPI in 0.5s | 2.82 sym/s | Total: 7.1m | ETA: 13.8m
[2025-12-25T20:22:12.747732] [INFO ] [sig       ] [1210/3552] Forecasting FERG...
[2025-12-25T20:22:12.747815] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-25T20:22:12.747866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-25T20:22:12.762698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-25T20:22:12.763168] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-25T20:22:12.764146] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-25T20:22:12.764206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:12.764242] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:12.764274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:12.764346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:12.831520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:12.832677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:12.832781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:12.832823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:12.974195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:12.974355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:12.974398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:12.974425] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:12.978162] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=61.07%)
[2025-12-25T20:22:12.978507] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-25T20:22:12.978671] [INFO ] [sig       ] FERG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:13.139644] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FERG.txt
[2025-12-25T20:22:13.139869] [INFO ] [sig       ] [1210/3552] Completed FERG in 0.4s | 2.82 sym/s | Total: 7.1m | ETA: 13.8m
[2025-12-25T20:22:13.139954] [INFO ] [sig       ] [1211/3552] Forecasting FEX...
[2025-12-25T20:22:13.139998] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-25T20:22:13.140035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-25T20:22:13.153288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-25T20:22:13.153728] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-25T20:22:13.154609] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-25T20:22:13.154666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:13.154701] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:13.154729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:13.154789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:13.215551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:13.216510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:13.216651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:13.216698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:13.341521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:13.341701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:13.341745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:13.341775] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:13.345466] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: UP (p=50.43%)
[2025-12-25T20:22:13.345857] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-25T20:22:13.346005] [INFO ] [sig       ] FEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:13.496144] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FEX.txt
[2025-12-25T20:22:13.496309] [INFO ] [sig       ] [1211/3552] Completed FEX in 0.4s | 2.82 sym/s | Total: 7.1m | ETA: 13.8m
[2025-12-25T20:22:13.496350] [INFO ] [sig       ] [1212/3552] Forecasting FF...
[2025-12-25T20:22:13.496381] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-25T20:22:13.496410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-25T20:22:13.509326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-25T20:22:13.509745] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-25T20:22:13.510617] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-25T20:22:13.510673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:13.510707] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:13.510736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:13.510796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:13.573062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:13.574012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:13.574103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:13.574138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:13.697974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:13.698132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:13.698173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:13.698203] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:13.701771] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2025-12-25T20:22:13.702057] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-25T20:22:13.702186] [INFO ] [sig       ] FF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:13.853629] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FF.txt
[2025-12-25T20:22:13.853789] [INFO ] [sig       ] [1212/3552] Completed FF in 0.4s | 2.82 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-25T20:22:13.853830] [INFO ] [sig       ] [1213/3552] Forecasting FFA...
[2025-12-25T20:22:13.853886] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-25T20:22:13.853917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-25T20:22:13.865154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-25T20:22:13.865508] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-25T20:22:13.866296] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-25T20:22:13.866348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:13.866379] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:13.866406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:13.866464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:13.923115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:13.923899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:13.923978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:13.924041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:14.040513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:14.040687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:14.040729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:14.040758] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:14.044125] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=47.54%)
[2025-12-25T20:22:14.044403] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-25T20:22:14.044528] [INFO ] [sig       ] FFA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:14.187336] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FFA.txt
[2025-12-25T20:22:14.187501] [INFO ] [sig       ] [1213/3552] Completed FFA in 0.3s | 2.82 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-25T20:22:14.187542] [INFO ] [sig       ] [1214/3552] Forecasting FFBC...
[2025-12-25T20:22:14.187598] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-25T20:22:14.187633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-25T20:22:14.202279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-25T20:22:14.202786] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-25T20:22:14.203724] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-25T20:22:14.203781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:14.203816] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:14.203847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:14.203922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:14.269467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:14.270386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:14.270475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:14.270529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:14.395979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:14.396139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:14.396184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:14.396221] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:14.400406] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-25T20:22:14.400731] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-25T20:22:14.400884] [INFO ] [sig       ] FFBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:14.548925] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FFBC.txt
[2025-12-25T20:22:14.549130] [INFO ] [sig       ] [1214/3552] Completed FFBC in 0.4s | 2.82 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-25T20:22:14.549182] [INFO ] [sig       ] [1215/3552] Forecasting FFC...
[2025-12-25T20:22:14.549251] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-25T20:22:14.549301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-25T20:22:14.561928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-25T20:22:14.562356] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-25T20:22:14.563226] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-25T20:22:14.563287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:14.563322] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:14.563350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:14.563410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:14.625777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:14.626682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:14.626770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:14.626805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:14.757105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:14.757264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:14.757306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:14.757335] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:14.760800] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=20.47%)
[2025-12-25T20:22:14.761084] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-25T20:22:14.761214] [INFO ] [sig       ] FFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:14.899056] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FFC.txt
[2025-12-25T20:22:14.899222] [INFO ] [sig       ] [1215/3552] Completed FFC in 0.3s | 2.82 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-25T20:22:14.899273] [INFO ] [sig       ] [1216/3552] Forecasting FFIC...
[2025-12-25T20:22:14.899310] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-25T20:22:14.899346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-25T20:22:14.912287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-25T20:22:14.912683] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-25T20:22:14.913443] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-25T20:22:14.913496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:14.913527] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:14.913555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:14.913631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:14.968983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:14.969749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:14.969833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:14.969865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:15.086285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:15.086662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:15.086703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:15.086732] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:15.090315] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-25T20:22:15.090609] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-25T20:22:15.090735] [INFO ] [sig       ] FFIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:15.228705] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FFIC.txt
[2025-12-25T20:22:15.228882] [INFO ] [sig       ] [1216/3552] Completed FFIC in 0.3s | 2.82 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-25T20:22:15.228924] [INFO ] [sig       ] [1217/3552] Forecasting FFIN...
[2025-12-25T20:22:15.228955] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-25T20:22:15.228984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-25T20:22:15.242131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-25T20:22:15.242527] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-25T20:22:15.243383] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-25T20:22:15.243437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:15.243470] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:15.243496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:15.243554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:15.303159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:15.304062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:15.304149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:15.304182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:15.425179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:15.425344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:15.425387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:15.425415] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:15.428808] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-12-25T20:22:15.429078] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-25T20:22:15.429250] [INFO ] [sig       ] FFIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:15.568440] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FFIN.txt
[2025-12-25T20:22:15.568616] [INFO ] [sig       ] [1217/3552] Completed FFIN in 0.3s | 2.82 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-25T20:22:15.568659] [INFO ] [sig       ] [1218/3552] Forecasting FFWM...
[2025-12-25T20:22:15.568688] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-25T20:22:15.568718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-25T20:22:15.580818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-25T20:22:15.581181] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-25T20:22:15.581987] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-25T20:22:15.582040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:15.582073] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:15.582101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:15.582170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:15.639292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:15.640162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:15.640254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:15.640291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:15.763775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:15.763967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:15.764024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:15.764058] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:15.768129] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=28.98%)
[2025-12-25T20:22:15.768477] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-25T20:22:15.768654] [INFO ] [sig       ] FFWM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:15.909509] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FFWM.txt
[2025-12-25T20:22:15.909707] [INFO ] [sig       ] [1218/3552] Completed FFWM in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-25T20:22:15.909768] [INFO ] [sig       ] [1219/3552] Forecasting FG...
[2025-12-25T20:22:15.909805] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-25T20:22:15.909865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-25T20:22:15.923260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-25T20:22:15.923668] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-25T20:22:15.924592] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-25T20:22:15.924649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:15.924683] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:15.924711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:15.924771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:15.983563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:15.984551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:15.984677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:15.984714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:16.108659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:16.108823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:16.108866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:16.108898] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:16.112413] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=47.28%)
[2025-12-25T20:22:16.112714] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-25T20:22:16.112843] [INFO ] [sig       ] FG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:16.254624] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FG.txt
[2025-12-25T20:22:16.254776] [INFO ] [sig       ] [1219/3552] Completed FG in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-25T20:22:16.254845] [INFO ] [sig       ] [1220/3552] Forecasting FGEN...
[2025-12-25T20:22:16.254878] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-25T20:22:16.254908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-25T20:22:16.267388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-25T20:22:16.267823] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-25T20:22:16.268666] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-25T20:22:16.268730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:16.268803] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:16.268833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:16.268925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:16.326201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:16.327059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:16.327167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:16.327203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:16.449003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:16.449202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:16.449248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:16.449276] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:16.453132] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-25T20:22:16.453472] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-25T20:22:16.453637] [INFO ] [sig       ] FGEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:16.595306] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FGEN.txt
[2025-12-25T20:22:16.595446] [INFO ] [sig       ] [1220/3552] Completed FGEN in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-25T20:22:16.595502] [INFO ] [sig       ] [1221/3552] Forecasting FHB...
[2025-12-25T20:22:16.595562] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-25T20:22:16.595614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-25T20:22:16.607621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-25T20:22:16.607948] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-25T20:22:16.608740] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-25T20:22:16.608794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:16.608827] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:16.608855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:16.608914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:16.665843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:16.666536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:16.666635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:16.666671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:16.784462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:16.784632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:16.784674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:16.784705] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:16.788114] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: UP (p=88.78%)
[2025-12-25T20:22:16.788404] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-25T20:22:16.788529] [INFO ] [sig       ] FHB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:16.934723] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FHB.txt
[2025-12-25T20:22:16.934862] [INFO ] [sig       ] [1221/3552] Completed FHB in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-25T20:22:16.934902] [INFO ] [sig       ] [1222/3552] Forecasting FHI...
[2025-12-25T20:22:16.934933] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-25T20:22:16.934966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-25T20:22:16.946997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-25T20:22:16.947324] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-25T20:22:16.948164] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-25T20:22:16.948218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:16.948250] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:16.948277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:16.948334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:17.005854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:17.006709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:17.006791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:17.006824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:17.138093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:17.138250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:17.138291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:17.138320] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:17.141867] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=34.47%)
[2025-12-25T20:22:17.142155] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-25T20:22:17.142291] [INFO ] [sig       ] FHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:17.285974] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FHI.txt
[2025-12-25T20:22:17.286131] [INFO ] [sig       ] [1222/3552] Completed FHI in 0.4s | 2.83 sym/s | Total: 7.2m | ETA: 13.7m
[2025-12-25T20:22:17.286172] [INFO ] [sig       ] [1223/3552] Forecasting FHN...
[2025-12-25T20:22:17.286203] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-25T20:22:17.286234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-25T20:22:17.299398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-25T20:22:17.299774] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-25T20:22:17.300564] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-25T20:22:17.300632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:17.300664] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:17.300690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:17.300747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:17.358512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:17.359193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:17.359273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:17.359305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:17.479967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:17.480121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:17.480162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:17.480226] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:17.483813] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-25T20:22:17.484109] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-25T20:22:17.484240] [INFO ] [sig       ] FHN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:17.625110] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FHN.txt
[2025-12-25T20:22:17.625257] [INFO ] [sig       ] [1223/3552] Completed FHN in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 13.7m
[2025-12-25T20:22:17.625303] [INFO ] [sig       ] [1224/3552] Forecasting FHTX...
[2025-12-25T20:22:17.625334] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-25T20:22:17.625363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-25T20:22:17.639247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-25T20:22:17.639651] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-25T20:22:17.640455] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-25T20:22:17.640510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:17.640542] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:17.640596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:17.640659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:17.698018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:17.698926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:17.699011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:17.699044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:17.824700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:17.824877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:17.824928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:17.824969] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:17.828944] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=33.54%)
[2025-12-25T20:22:17.829347] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-25T20:22:17.829495] [INFO ] [sig       ] FHTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:17.971304] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FHTX.txt
[2025-12-25T20:22:17.971481] [INFO ] [sig       ] [1224/3552] Completed FHTX in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 13.7m
[2025-12-25T20:22:17.971520] [INFO ] [sig       ] [1225/3552] Forecasting FIBK...
[2025-12-25T20:22:17.971551] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-25T20:22:17.971601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-25T20:22:17.988033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-25T20:22:17.988831] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-25T20:22:17.990075] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-25T20:22:17.990134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:17.990168] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:17.990197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:17.990258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:18.050570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:18.051620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:18.051715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:18.051750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:18.173774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:18.173945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:18.173988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:18.174018] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:18.177589] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-25T20:22:18.177916] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-25T20:22:18.178051] [INFO ] [sig       ] FIBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:18.335100] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FIBK.txt
[2025-12-25T20:22:18.335239] [INFO ] [sig       ] [1225/3552] Completed FIBK in 0.4s | 2.83 sym/s | Total: 7.2m | ETA: 13.7m
[2025-12-25T20:22:18.335280] [INFO ] [sig       ] [1226/3552] Forecasting FICO...
[2025-12-25T20:22:18.335309] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-25T20:22:18.335339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-25T20:22:18.347877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-25T20:22:18.348196] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-25T20:22:18.348964] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-25T20:22:18.349016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:18.349048] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:18.349074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:18.349153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:18.415376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:18.416283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:18.416366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:18.416398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:18.534682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:18.534848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:18.534888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:18.534916] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:18.538252] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-25T20:22:18.538527] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-25T20:22:18.538668] [INFO ] [sig       ] FICO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:18.678339] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FICO.txt
[2025-12-25T20:22:18.678493] [INFO ] [sig       ] [1226/3552] Completed FICO in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 13.7m
[2025-12-25T20:22:18.678535] [INFO ] [sig       ] [1227/3552] Forecasting FICS...
[2025-12-25T20:22:18.678565] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-25T20:22:18.678637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-25T20:22:18.690851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-25T20:22:18.691202] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-25T20:22:18.691993] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-25T20:22:18.692046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:18.692077] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:18.692103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:18.692161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:18.747488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:18.748194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:18.748275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:18.748307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:18.868779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:18.868931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:18.868986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:18.869016] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:18.872323] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-12-25T20:22:18.872612] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-25T20:22:18.872736] [INFO ] [sig       ] FICS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:19.009371] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FICS.txt
[2025-12-25T20:22:19.009511] [INFO ] [sig       ] [1227/3552] Completed FICS in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 13.7m
[2025-12-25T20:22:19.009550] [INFO ] [sig       ] [1228/3552] Forecasting FID...
[2025-12-25T20:22:19.009607] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-25T20:22:19.009640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-25T20:22:19.022175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-25T20:22:19.022544] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-25T20:22:19.023445] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-25T20:22:19.023497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:19.023528] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:19.023555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:19.023632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:19.079082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:19.079763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:19.079844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:19.079876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:19.200244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:19.200399] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:22:19.200439] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:19.200466] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:19.203812] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=58.58%)
[2025-12-25T20:22:19.204086] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-25T20:22:19.204207] [INFO ] [sig       ] FID: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:19.359487] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FID.txt
[2025-12-25T20:22:19.359681] [INFO ] [sig       ] [1228/3552] Completed FID in 0.4s | 2.83 sym/s | Total: 7.2m | ETA: 13.7m
[2025-12-25T20:22:19.359724] [INFO ] [sig       ] [1229/3552] Forecasting FIGS...
[2025-12-25T20:22:19.359755] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-25T20:22:19.359785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-25T20:22:19.372246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-25T20:22:19.372671] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-25T20:22:19.373434] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-25T20:22:19.373485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:19.373516] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:19.373542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:19.373625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:19.429880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:19.430785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:19.430871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:19.430905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:19.556996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:19.557158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:19.557200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:19.557229] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:19.560677] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-25T20:22:19.560968] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-25T20:22:19.561096] [INFO ] [sig       ] FIGS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:19.705561] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FIGS.txt
[2025-12-25T20:22:19.705743] [INFO ] [sig       ] [1229/3552] Completed FIGS in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 13.7m
[2025-12-25T20:22:19.705785] [INFO ] [sig       ] [1230/3552] Forecasting FIHL...
[2025-12-25T20:22:19.705817] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-25T20:22:19.705874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-25T20:22:19.722610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-25T20:22:19.723094] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-25T20:22:19.724004] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-25T20:22:19.724059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:19.724091] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:19.724119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:19.724179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:19.781501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:19.782380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:19.782505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:19.782538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:19.901238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:19.901400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:19.901439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:19.901468] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:19.904841] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-25T20:22:19.905118] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-25T20:22:19.905239] [INFO ] [sig       ] FIHL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:20.042740] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FIHL.txt
[2025-12-25T20:22:20.042905] [INFO ] [sig       ] [1230/3552] Completed FIHL in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-25T20:22:20.042950] [INFO ] [sig       ] [1231/3552] Forecasting FINS...
[2025-12-25T20:22:20.042988] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-25T20:22:20.043020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-25T20:22:20.055329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-25T20:22:20.055755] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-25T20:22:20.056560] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-25T20:22:20.056632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:20.056698] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:20.056749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:20.056830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:20.115213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:20.116218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:20.116311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:20.116345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:20.241899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:20.242059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:20.242099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:20.242128] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:20.245530] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-12-25T20:22:20.245841] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-25T20:22:20.245970] [INFO ] [sig       ] FINS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:20.387620] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FINS.txt
[2025-12-25T20:22:20.387795] [INFO ] [sig       ] [1231/3552] Completed FINS in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-25T20:22:20.387838] [INFO ] [sig       ] [1232/3552] Forecasting FINX...
[2025-12-25T20:22:20.387869] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-25T20:22:20.387899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-25T20:22:20.401169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-25T20:22:20.401612] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-25T20:22:20.402407] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-25T20:22:20.402462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:20.402496] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:20.402524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:20.402612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:20.458632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:20.459529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:20.459635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:20.459669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:20.578249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:20.578416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:20.578456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:20.578484] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:20.582157] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=89.94%)
[2025-12-25T20:22:20.582545] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-25T20:22:20.582714] [INFO ] [sig       ] FINX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:20.726608] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FINX.txt
[2025-12-25T20:22:20.726833] [INFO ] [sig       ] [1232/3552] Completed FINX in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-25T20:22:20.726889] [INFO ] [sig       ] [1233/3552] Forecasting FIP...
[2025-12-25T20:22:20.726930] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-25T20:22:20.727006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-25T20:22:20.740293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-25T20:22:20.740728] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-25T20:22:20.741535] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-25T20:22:20.741608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:20.741643] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:20.741670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:20.741728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:20.798883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:20.799831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:20.799918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:20.799951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:20.920164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:20.920325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:20.920366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:20.920399] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:20.924110] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: UP (p=55.02%)
[2025-12-25T20:22:20.924429] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-25T20:22:20.924585] [INFO ] [sig       ] FIP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:21.063230] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FIP.txt
[2025-12-25T20:22:21.063403] [INFO ] [sig       ] [1233/3552] Completed FIP in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-25T20:22:21.063443] [INFO ] [sig       ] [1234/3552] Forecasting FIS...
[2025-12-25T20:22:21.063474] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-25T20:22:21.063503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-25T20:22:21.075663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-25T20:22:21.075967] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-25T20:22:21.076731] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-25T20:22:21.076792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:21.076825] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:21.076852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:21.076910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:21.133831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:21.134434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:21.134511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:21.134542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:21.250550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:21.250731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:21.250771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:21.250800] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:21.254094] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-12-25T20:22:21.254358] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-25T20:22:21.254484] [INFO ] [sig       ] FIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:21.394263] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FIS.txt
[2025-12-25T20:22:21.394403] [INFO ] [sig       ] [1234/3552] Completed FIS in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-25T20:22:21.394442] [INFO ] [sig       ] [1235/3552] Forecasting FISI...
[2025-12-25T20:22:21.394478] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-25T20:22:21.394510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-25T20:22:21.407357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-25T20:22:21.407727] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-25T20:22:21.408470] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-25T20:22:21.408522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:21.408553] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:21.408621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:21.408699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:21.468557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:21.469620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:21.469724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:21.469760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:21.594184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:21.594357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:21.594398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:21.594426] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:21.597995] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=17.36%)
[2025-12-25T20:22:21.598316] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-25T20:22:21.598468] [INFO ] [sig       ] FISI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:21.740350] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FISI.txt
[2025-12-25T20:22:21.740536] [INFO ] [sig       ] [1235/3552] Completed FISI in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-25T20:22:21.740596] [INFO ] [sig       ] [1236/3552] Forecasting FITB...
[2025-12-25T20:22:21.740627] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-25T20:22:21.740657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-25T20:22:21.755886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-25T20:22:21.756530] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-25T20:22:21.757558] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-25T20:22:21.757635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:21.757672] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:21.757701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:21.757762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:21.826121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:21.827203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:21.827299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:21.827333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:21.951319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:21.951487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:21.951528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:21.951557] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:21.954990] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: UP (p=72.56%)
[2025-12-25T20:22:21.955277] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-25T20:22:21.955412] [INFO ] [sig       ] FITB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:22.094701] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FITB.txt
[2025-12-25T20:22:22.094867] [INFO ] [sig       ] [1236/3552] Completed FITB in 0.4s | 2.83 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-25T20:22:22.094908] [INFO ] [sig       ] [1237/3552] Forecasting FITBI...
[2025-12-25T20:22:22.094938] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-25T20:22:22.094967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-25T20:22:22.107723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-25T20:22:22.108118] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-25T20:22:22.108905] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-25T20:22:22.108958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:22.109020] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:22.109048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:22.109128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:22.166064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:22.166963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:22.167050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:22.167082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:22.288279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:22.288443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:22.288483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:22.288510] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:22.291912] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=80.67%)
[2025-12-25T20:22:22.292205] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-25T20:22:22.292324] [INFO ] [sig       ] FITBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:22.431367] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FITBI.txt
[2025-12-25T20:22:22.431507] [INFO ] [sig       ] [1237/3552] Completed FITBI in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-25T20:22:22.431546] [INFO ] [sig       ] [1238/3552] Forecasting FITBO...
[2025-12-25T20:22:22.431594] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-25T20:22:22.431627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-25T20:22:22.443880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-25T20:22:22.444198] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-25T20:22:22.444965] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-25T20:22:22.445017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:22.445047] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:22.445074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:22.445132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:22.505838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:22.506807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:22.506896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:22.506929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:22.631708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:22.631876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:22.631920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:22.631977] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:22.635460] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-12-25T20:22:22.635756] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-25T20:22:22.635893] [INFO ] [sig       ] FITBO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:22.775629] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FITBO.txt
[2025-12-25T20:22:22.775798] [INFO ] [sig       ] [1238/3552] Completed FITBO in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.6m
[2025-12-25T20:22:22.775841] [INFO ] [sig       ] [1239/3552] Forecasting FIVE...
[2025-12-25T20:22:22.775872] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-25T20:22:22.775901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-25T20:22:22.789843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-25T20:22:22.790237] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-25T20:22:22.791016] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-25T20:22:22.791068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:22.791099] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:22.791125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:22.791182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:22.847015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:22.847877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:22.847963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:22.847998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:22.971637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:22.971794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:22.971843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:22.971871] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:22.975169] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: DOWN (p=0.43%)
[2025-12-25T20:22:22.975442] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-25T20:22:22.975563] [INFO ] [sig       ] FIVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:23.113151] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FIVE.txt
[2025-12-25T20:22:23.113274] [INFO ] [sig       ] [1239/3552] Completed FIVE in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.6m
[2025-12-25T20:22:23.113313] [INFO ] [sig       ] [1240/3552] Forecasting FIVN...
[2025-12-25T20:22:23.113343] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-25T20:22:23.113372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-25T20:22:23.125965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-25T20:22:23.126298] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-25T20:22:23.127069] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-25T20:22:23.127121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:23.127153] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:23.127179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:23.127236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:23.182720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:23.183344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:23.183436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:23.183469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:23.311139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:23.311309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:23.311349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:23.311442] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:23.314899] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=32.62%)
[2025-12-25T20:22:23.315175] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-25T20:22:23.315305] [INFO ] [sig       ] FIVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:23.453326] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FIVN.txt
[2025-12-25T20:22:23.453496] [INFO ] [sig       ] [1240/3552] Completed FIVN in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.6m
[2025-12-25T20:22:23.453539] [INFO ] [sig       ] [1241/3552] Forecasting FIX...
[2025-12-25T20:22:23.453587] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-25T20:22:23.453653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-25T20:22:23.466083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-25T20:22:23.466477] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-25T20:22:23.467249] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-25T20:22:23.467302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:23.467333] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:23.467360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:23.467417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:23.523478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:23.524365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:23.524480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:23.524515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:23.645364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:23.645529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:23.645586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:23.645617] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:23.649015] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-25T20:22:23.649336] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-25T20:22:23.649462] [INFO ] [sig       ] FIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:23.789181] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FIX.txt
[2025-12-25T20:22:23.789327] [INFO ] [sig       ] [1241/3552] Completed FIX in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.6m
[2025-12-25T20:22:23.789367] [INFO ] [sig       ] [1242/3552] Forecasting FIXD...
[2025-12-25T20:22:23.789397] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-25T20:22:23.789426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-25T20:22:23.802419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-25T20:22:23.802776] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-25T20:22:23.803522] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-25T20:22:23.803591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:23.803637] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:23.803665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:23.803724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:23.859273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:23.860103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:23.860184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:23.860217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:23.984239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:23.984415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:23.984458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:23.984486] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:23.987927] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-25T20:22:23.988217] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-25T20:22:23.988339] [INFO ] [sig       ] FIXD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:24.125964] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FIXD.txt
[2025-12-25T20:22:24.126127] [INFO ] [sig       ] [1242/3552] Completed FIXD in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.6m
[2025-12-25T20:22:24.126168] [INFO ] [sig       ] [1243/3552] Forecasting FIZZ...
[2025-12-25T20:22:24.126198] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-25T20:22:24.126229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-25T20:22:24.138330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-25T20:22:24.138652] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-25T20:22:24.139433] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-25T20:22:24.139484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:24.139515] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:24.139542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:24.139620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:24.195473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:24.196131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:24.196209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:24.196242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:24.316210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:24.316370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:24.316408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:24.316438] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:24.319825] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=66.78%)
[2025-12-25T20:22:24.320101] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-25T20:22:24.320221] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:24.458479] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FIZZ.txt
[2025-12-25T20:22:24.458640] [INFO ] [sig       ] [1243/3552] Completed FIZZ in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.6m
[2025-12-25T20:22:24.458682] [INFO ] [sig       ] [1244/3552] Forecasting FJP...
[2025-12-25T20:22:24.458712] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-25T20:22:24.458742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-25T20:22:24.471397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-25T20:22:24.471964] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-25T20:22:24.472739] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-25T20:22:24.472791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:24.472823] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:24.472850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:24.472906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:24.530632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:24.531268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:24.531348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:24.531379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:24.642385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:24.642535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:24.642590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:24.642622] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:24.645939] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: DOWN (p=47.15%)
[2025-12-25T20:22:24.646209] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-25T20:22:24.646332] [INFO ] [sig       ] FJP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:24.801037] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FJP.txt
[2025-12-25T20:22:24.801242] [INFO ] [sig       ] [1244/3552] Completed FJP in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.6m
[2025-12-25T20:22:24.801290] [INFO ] [sig       ] [1245/3552] Forecasting FLEX...
[2025-12-25T20:22:24.801328] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-25T20:22:24.801359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-25T20:22:24.813913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-25T20:22:24.814280] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-25T20:22:24.815073] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-25T20:22:24.815126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:24.815157] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:24.815183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:24.815245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:24.870938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:24.871841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:24.871927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:24.871961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:24.990308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:24.990467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:24.990510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:24.990539] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:24.994064] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: DOWN (p=16.50%)
[2025-12-25T20:22:24.994350] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-25T20:22:24.994483] [INFO ] [sig       ] FLEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:25.134410] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FLEX.txt
[2025-12-25T20:22:25.134552] [INFO ] [sig       ] [1245/3552] Completed FLEX in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.6m
[2025-12-25T20:22:25.134614] [INFO ] [sig       ] [1246/3552] Forecasting FLGC...
[2025-12-25T20:22:25.134837] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-25T20:22:25.134868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-25T20:22:25.148758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-25T20:22:25.149098] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-25T20:22:25.149947] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-25T20:22:25.150000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:25.150033] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:25.150059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:25.150119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:25.211103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:25.212686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:25.212844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:25.212878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:25.329287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:25.329455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:25.329496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:25.329525] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:25.333009] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-12-25T20:22:25.333292] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-25T20:22:25.333431] [INFO ] [sig       ] FLGC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:25.475598] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FLGC.txt
[2025-12-25T20:22:25.475763] [INFO ] [sig       ] [1246/3552] Completed FLGC in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 13.6m
[2025-12-25T20:22:25.475805] [INFO ] [sig       ] [1247/3552] Forecasting FLL...
[2025-12-25T20:22:25.475835] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-25T20:22:25.475864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-25T20:22:25.488500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-25T20:22:25.488871] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-25T20:22:25.489703] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-25T20:22:25.489756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:25.489786] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:25.489813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:25.489875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:25.547639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:25.548440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:25.548598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:25.548636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:25.666432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:25.666599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:25.666641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:25.666669] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:25.670059] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-25T20:22:25.670346] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-25T20:22:25.670472] [INFO ] [sig       ] FLL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:25.808802] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FLL.txt
[2025-12-25T20:22:25.808937] [INFO ] [sig       ] [1247/3552] Completed FLL in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-25T20:22:25.808976] [INFO ] [sig       ] [1248/3552] Forecasting FLNC...
[2025-12-25T20:22:25.809006] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-25T20:22:25.809036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-25T20:22:25.821033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-25T20:22:25.821387] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-25T20:22:25.822155] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-25T20:22:25.822207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:25.822238] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:25.822264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:25.822322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:25.877739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:25.878349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:25.878426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:25.878458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:25.997380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:25.997533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:25.997588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:25.997619] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:26.000952] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=54.52%)
[2025-12-25T20:22:26.001227] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-25T20:22:26.001348] [INFO ] [sig       ] FLNC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:26.138481] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FLNC.txt
[2025-12-25T20:22:26.138637] [INFO ] [sig       ] [1248/3552] Completed FLNC in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-25T20:22:26.138679] [INFO ] [sig       ] [1249/3552] Forecasting FLNG...
[2025-12-25T20:22:26.138708] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-25T20:22:26.138738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-25T20:22:26.154353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-25T20:22:26.154741] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-25T20:22:26.155552] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-25T20:22:26.155635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:26.155668] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:26.155695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:26.155754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:26.211981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:26.212729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:26.212808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:26.212841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:26.330030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:26.330182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:26.330221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:26.330266] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:26.333595] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=54.44%)
[2025-12-25T20:22:26.333863] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-25T20:22:26.333987] [INFO ] [sig       ] FLNG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:26.473115] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FLNG.txt
[2025-12-25T20:22:26.473246] [INFO ] [sig       ] [1249/3552] Completed FLNG in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-25T20:22:26.473286] [INFO ] [sig       ] [1250/3552] Forecasting FLO...
[2025-12-25T20:22:26.473315] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-25T20:22:26.473350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-25T20:22:26.485279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-25T20:22:26.485619] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-25T20:22:26.486395] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-25T20:22:26.486448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:26.486481] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:26.486508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:26.486565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:26.544419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:26.545181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:26.545264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:26.545297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:26.666184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:26.666339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:26.666383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:26.666415] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:26.670125] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: UP (p=77.39%)
[2025-12-25T20:22:26.670434] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-25T20:22:26.670568] [INFO ] [sig       ] FLO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:26.816744] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FLO.txt
[2025-12-25T20:22:26.816988] [INFO ] [sig       ] [1250/3552] Completed FLO in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-25T20:22:26.817032] [INFO ] [sig       ] [1251/3552] Forecasting FLS...
[2025-12-25T20:22:26.817064] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-25T20:22:26.817093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-25T20:22:26.830103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-25T20:22:26.830499] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-25T20:22:26.831319] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-25T20:22:26.831373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:26.831407] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:26.831434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:26.831494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:26.892414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:26.893300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:26.893387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:26.893421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:27.028620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:27.028967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:27.029008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:27.029038] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:27.032760] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-12-25T20:22:27.033046] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-25T20:22:27.033174] [INFO ] [sig       ] FLS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:27.179950] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FLS.txt
[2025-12-25T20:22:27.180097] [INFO ] [sig       ] [1251/3552] Completed FLS in 0.4s | 2.83 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-25T20:22:27.180137] [INFO ] [sig       ] [1252/3552] Forecasting FLUX...
[2025-12-25T20:22:27.180168] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-25T20:22:27.180197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-25T20:22:27.192390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-25T20:22:27.192735] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-25T20:22:27.193480] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-25T20:22:27.193532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:27.193563] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:27.193610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:27.193668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:27.250717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:27.251421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:27.251510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:27.251545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:27.369820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:27.369972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:27.370013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:27.370043] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:27.373498] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-12-25T20:22:27.373817] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-25T20:22:27.373948] [INFO ] [sig       ] FLUX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:27.518078] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FLUX.txt
[2025-12-25T20:22:27.518241] [INFO ] [sig       ] [1252/3552] Completed FLUX in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-25T20:22:27.518287] [INFO ] [sig       ] [1253/3552] Forecasting FLWS...
[2025-12-25T20:22:27.518318] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-25T20:22:27.518378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-25T20:22:27.531481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-25T20:22:27.531902] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-25T20:22:27.532759] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-25T20:22:27.532815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:27.532848] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:27.532875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:27.532944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:27.590051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:27.590749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:27.590831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:27.590864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:27.709076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:27.709252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:27.709296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:27.709326] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:27.712763] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=71.06%)
[2025-12-25T20:22:27.713037] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-25T20:22:27.713160] [INFO ] [sig       ] FLWS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:27.851743] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FLWS.txt
[2025-12-25T20:22:27.851888] [INFO ] [sig       ] [1253/3552] Completed FLWS in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.5m
[2025-12-25T20:22:27.851930] [INFO ] [sig       ] [1254/3552] Forecasting FLXS...
[2025-12-25T20:22:27.851959] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-25T20:22:27.852012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-25T20:22:27.863540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-25T20:22:27.863904] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-25T20:22:27.864807] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-25T20:22:27.864859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:27.864918] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:27.864946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:27.865004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:27.921616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:27.922357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:27.922440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:27.922483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:28.039744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:28.039900] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:22:28.039941] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:28.039969] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:28.043286] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=40.56%)
[2025-12-25T20:22:28.043567] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-25T20:22:28.043709] [INFO ] [sig       ] FLXS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:28.181921] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FLXS.txt
[2025-12-25T20:22:28.182092] [INFO ] [sig       ] [1254/3552] Completed FLXS in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.5m
[2025-12-25T20:22:28.182146] [INFO ] [sig       ] [1255/3552] Forecasting FLYE...
[2025-12-25T20:22:28.182177] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-25T20:22:28.182207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-25T20:22:28.193911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-25T20:22:28.194260] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-25T20:22:28.195038] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-25T20:22:28.195101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:28.195133] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:28.195160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:28.195218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:28.251828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:28.252494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:28.252589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:28.252625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:28.376968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:28.377123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:28.377163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:28.377193] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:28.380564] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-12-25T20:22:28.380866] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-25T20:22:28.380993] [INFO ] [sig       ] FLYE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:28.523590] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FLYE.txt
[2025-12-25T20:22:28.523765] [INFO ] [sig       ] [1255/3552] Completed FLYE in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.5m
[2025-12-25T20:22:28.523810] [INFO ] [sig       ] [1256/3552] Forecasting FMAO...
[2025-12-25T20:22:28.523838] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-25T20:22:28.523867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-25T20:22:28.535527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-25T20:22:28.535916] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-25T20:22:28.536686] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-25T20:22:28.536739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:28.536771] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:28.536798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:28.536856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:28.592042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:28.592721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:28.592802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:28.592833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:28.700857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:28.701015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:28.701054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:28.701083] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:28.704412] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=53.65%)
[2025-12-25T20:22:28.704714] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-25T20:22:28.704838] [INFO ] [sig       ] FMAO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:28.842026] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FMAO.txt
[2025-12-25T20:22:28.842170] [INFO ] [sig       ] [1256/3552] Completed FMAO in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.5m
[2025-12-25T20:22:28.842211] [INFO ] [sig       ] [1257/3552] Forecasting FMB...
[2025-12-25T20:22:28.842244] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-25T20:22:28.842274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-25T20:22:28.855225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-25T20:22:28.855641] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-25T20:22:28.856434] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-25T20:22:28.856488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:28.856521] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:28.856546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:28.856627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:28.912543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:28.913286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:28.913369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:28.913402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:29.036931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:29.037099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:29.037153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:29.037219] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:29.041756] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-25T20:22:29.042044] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-25T20:22:29.042177] [INFO ] [sig       ] FMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:29.181371] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FMB.txt
[2025-12-25T20:22:29.181519] [INFO ] [sig       ] [1257/3552] Completed FMB in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.5m
[2025-12-25T20:22:29.181559] [INFO ] [sig       ] [1258/3552] Forecasting FMBH...
[2025-12-25T20:22:29.181607] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-25T20:22:29.181647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-25T20:22:29.194018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-25T20:22:29.194402] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-25T20:22:29.195185] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-25T20:22:29.195238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:29.195269] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:29.195296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:29.195353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:29.250901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:29.251600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:29.251689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:29.251722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:29.370017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:29.370166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:29.370205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:29.370234] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:29.373528] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=28.26%)
[2025-12-25T20:22:29.373840] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-25T20:22:29.373963] [INFO ] [sig       ] FMBH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:29.510788] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FMBH.txt
[2025-12-25T20:22:29.510981] [INFO ] [sig       ] [1258/3552] Completed FMBH in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.5m
[2025-12-25T20:22:29.511026] [INFO ] [sig       ] [1259/3552] Forecasting FMC...
[2025-12-25T20:22:29.511055] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-25T20:22:29.511123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-25T20:22:29.523350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-25T20:22:29.523676] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-25T20:22:29.524445] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-25T20:22:29.524498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:29.524532] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:29.524564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:29.524660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:29.582044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:29.582687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:29.582768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:29.582802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:29.713699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:29.713878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:29.713928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:29.713967] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:29.718409] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=72.29%)
[2025-12-25T20:22:29.718817] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-25T20:22:29.718986] [INFO ] [sig       ] FMC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:29.866937] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FMC.txt
[2025-12-25T20:22:29.867100] [INFO ] [sig       ] [1259/3552] Completed FMC in 0.4s | 2.83 sym/s | Total: 7.4m | ETA: 13.5m
[2025-12-25T20:22:29.867140] [INFO ] [sig       ] [1260/3552] Forecasting FMHI...
[2025-12-25T20:22:29.867170] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-25T20:22:29.867207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-25T20:22:29.879410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-25T20:22:29.879757] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-25T20:22:29.880613] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-25T20:22:29.880665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:29.880696] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:29.880722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:29.880779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:29.940911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:29.941786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:29.941869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:29.941903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:30.069364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:30.069524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:30.069565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:30.069612] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:30.072963] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=80.68%)
[2025-12-25T20:22:30.073262] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-25T20:22:30.073386] [INFO ] [sig       ] FMHI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:30.210485] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FMHI.txt
[2025-12-25T20:22:30.210644] [INFO ] [sig       ] [1260/3552] Completed FMHI in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.5m
[2025-12-25T20:22:30.210686] [INFO ] [sig       ] [1261/3552] Forecasting FMN...
[2025-12-25T20:22:30.210717] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-25T20:22:30.210746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-25T20:22:30.222539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-25T20:22:30.222872] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-25T20:22:30.223638] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-25T20:22:30.223690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:30.223721] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:30.223749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:30.223805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:30.279420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:30.280173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:30.280254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:30.280286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:30.394840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:30.394995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:30.395033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:30.395061] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:30.398377] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: UP (p=64.23%)
[2025-12-25T20:22:30.398677] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-25T20:22:30.398801] [INFO ] [sig       ] FMN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:30.542036] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FMN.txt
[2025-12-25T20:22:30.542204] [INFO ] [sig       ] [1261/3552] Completed FMN in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.5m
[2025-12-25T20:22:30.542246] [INFO ] [sig       ] [1262/3552] Forecasting FMNB...
[2025-12-25T20:22:30.542277] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-25T20:22:30.542338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-25T20:22:30.554944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-25T20:22:30.555301] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-25T20:22:30.556107] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-25T20:22:30.556159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:30.556189] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:30.556215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:30.556272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:30.617852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:30.618733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:30.618816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:30.618850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:30.734985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:30.735153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:30.735194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:30.735223] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:30.738674] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-25T20:22:30.738967] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-25T20:22:30.739102] [INFO ] [sig       ] FMNB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:30.884223] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FMNB.txt
[2025-12-25T20:22:30.884388] [INFO ] [sig       ] [1262/3552] Completed FMNB in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.5m
[2025-12-25T20:22:30.884438] [INFO ] [sig       ] [1263/3552] Forecasting FMS...
[2025-12-25T20:22:30.884472] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-25T20:22:30.884539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-25T20:22:30.897159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-25T20:22:30.897531] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-25T20:22:30.898364] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-25T20:22:30.898420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:30.898453] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:30.898480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:30.898539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:30.958126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:30.958974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:30.959058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:30.959093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:31.080973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:31.081119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:31.081160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:31.081189] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:31.084826] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-12-25T20:22:31.085108] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-25T20:22:31.085236] [INFO ] [sig       ] FMS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:31.228427] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FMS.txt
[2025-12-25T20:22:31.228556] [INFO ] [sig       ] [1263/3552] Completed FMS in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.5m
[2025-12-25T20:22:31.228613] [INFO ] [sig       ] [1264/3552] Forecasting FMX...
[2025-12-25T20:22:31.228643] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-25T20:22:31.228672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-25T20:22:31.240319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-25T20:22:31.240635] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-25T20:22:31.241401] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-25T20:22:31.241453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:31.241484] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:31.241511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:31.241585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:31.297624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:31.298242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:31.298345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:31.298378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:31.423503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:31.423720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:31.423764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:31.423793] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:31.427263] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=14.04%)
[2025-12-25T20:22:31.427546] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-25T20:22:31.427700] [INFO ] [sig       ] FMX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:31.568063] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FMX.txt
[2025-12-25T20:22:31.568186] [INFO ] [sig       ] [1264/3552] Completed FMX in 0.3s | 2.83 sym/s | Total: 7.4m | ETA: 13.5m
[2025-12-25T20:22:31.568225] [INFO ] [sig       ] [1265/3552] Forecasting FN...
[2025-12-25T20:22:31.568255] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-25T20:22:31.568285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-25T20:22:31.580074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-25T20:22:31.580389] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-25T20:22:31.581151] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-25T20:22:31.581205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:31.581236] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:31.581263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:31.581320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:31.636735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:31.637311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:31.637386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:31.637418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:31.756331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:31.756461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:31.756500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:31.756527] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:31.759784] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-12-25T20:22:31.760051] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-25T20:22:31.760172] [INFO ] [sig       ] FN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:31.908827] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FN.txt
[2025-12-25T20:22:31.908968] [INFO ] [sig       ] [1265/3552] Completed FN in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-25T20:22:31.909013] [INFO ] [sig       ] [1266/3552] Forecasting FNB...
[2025-12-25T20:22:31.909041] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-25T20:22:31.909070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-25T20:22:31.920878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-25T20:22:31.921179] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-25T20:22:31.921945] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-25T20:22:31.921996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:31.922037] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:31.922065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:31.922122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:31.977330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:31.977923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:31.978000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:31.978033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:32.100821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:32.101000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:32.101046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:32.101075] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:32.104417] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-12-25T20:22:32.104712] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-25T20:22:32.104834] [INFO ] [sig       ] FNB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:32.244671] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FNB.txt
[2025-12-25T20:22:32.244820] [INFO ] [sig       ] [1266/3552] Completed FNB in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-25T20:22:32.244862] [INFO ] [sig       ] [1267/3552] Forecasting FND...
[2025-12-25T20:22:32.244893] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-25T20:22:32.244951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-25T20:22:32.257489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-25T20:22:32.257828] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-25T20:22:32.258592] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-25T20:22:32.258644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:32.258676] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:32.258703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:32.258761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:32.314601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:32.315190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:32.315266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:32.315298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:32.434867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:32.435023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:32.435066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:32.435096] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:32.438566] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-12-25T20:22:32.438884] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-25T20:22:32.439016] [INFO ] [sig       ] FND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:32.588330] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FND.txt
[2025-12-25T20:22:32.588524] [INFO ] [sig       ] [1267/3552] Completed FND in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-25T20:22:32.588566] [INFO ] [sig       ] [1268/3552] Forecasting FNF...
[2025-12-25T20:22:32.588640] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-25T20:22:32.588673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-25T20:22:32.601357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-25T20:22:32.601774] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-25T20:22:32.602595] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-25T20:22:32.602650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:32.602683] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:32.602711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:32.602771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:32.662352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:32.663258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:32.663345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:32.663379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:32.789390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:32.789591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:32.789639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:32.789669] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:32.793228] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-12-25T20:22:32.793514] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-25T20:22:32.793659] [INFO ] [sig       ] FNF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:32.948604] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FNF.txt
[2025-12-25T20:22:32.948767] [INFO ] [sig       ] [1268/3552] Completed FNF in 0.4s | 2.83 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-25T20:22:32.948809] [INFO ] [sig       ] [1269/3552] Forecasting FNKO...
[2025-12-25T20:22:32.948840] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-25T20:22:32.948899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-25T20:22:32.960906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-25T20:22:32.961287] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-25T20:22:32.962081] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-25T20:22:32.962134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:32.962166] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:32.962192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:32.962249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:33.018675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:33.019532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:33.019636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:33.019670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:33.136269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:33.136419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:33.136459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:33.136487] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:33.139820] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2025-12-25T20:22:33.140114] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-25T20:22:33.140250] [INFO ] [sig       ] FNKO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:33.278066] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FNKO.txt
[2025-12-25T20:22:33.278189] [INFO ] [sig       ] [1269/3552] Completed FNKO in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.4m
[2025-12-25T20:22:33.278227] [INFO ] [sig       ] [1270/3552] Forecasting FNLC...
[2025-12-25T20:22:33.278264] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-25T20:22:33.278294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-25T20:22:33.289708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-25T20:22:33.290019] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-25T20:22:33.290791] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-25T20:22:33.290843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:33.290875] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:33.290902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:33.290960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:33.346127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:33.346737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:33.346813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:33.346845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:33.450917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:33.451069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:33.451109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:33.451138] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:33.454449] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-12-25T20:22:33.454741] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-25T20:22:33.454865] [INFO ] [sig       ] FNLC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:33.593956] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FNLC.txt
[2025-12-25T20:22:33.594088] [INFO ] [sig       ] [1270/3552] Completed FNLC in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.4m
[2025-12-25T20:22:33.594128] [INFO ] [sig       ] [1271/3552] Forecasting FNX...
[2025-12-25T20:22:33.594158] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-25T20:22:33.594187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-25T20:22:33.606229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-25T20:22:33.606589] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-25T20:22:33.607335] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-25T20:22:33.607386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:33.607443] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:33.607472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:33.607530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:33.663472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:33.664148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:33.664224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:33.664257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:33.779470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:33.779614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:33.779655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:33.779683] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:33.782887] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-12-25T20:22:33.783155] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-25T20:22:33.783275] [INFO ] [sig       ] FNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:33.920454] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FNX.txt
[2025-12-25T20:22:33.920592] [INFO ] [sig       ] [1271/3552] Completed FNX in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.4m
[2025-12-25T20:22:33.920636] [INFO ] [sig       ] [1272/3552] Forecasting FNY...
[2025-12-25T20:22:33.920666] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-25T20:22:33.920696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-25T20:22:33.932518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-25T20:22:33.932836] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-25T20:22:33.933595] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-25T20:22:33.933648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:33.933679] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:33.933705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:33.933762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:33.989921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:33.990773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:33.990858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:33.990891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:34.100346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:34.100502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:34.100543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:34.100590] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:34.103929] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-25T20:22:34.104209] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-25T20:22:34.104331] [INFO ] [sig       ] FNY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:34.258292] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FNY.txt
[2025-12-25T20:22:34.258489] [INFO ] [sig       ] [1272/3552] Completed FNY in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.4m
[2025-12-25T20:22:34.258565] [INFO ] [sig       ] [1273/3552] Forecasting FOA...
[2025-12-25T20:22:34.258619] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-25T20:22:34.258650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-25T20:22:34.270992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-25T20:22:34.271393] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-25T20:22:34.272204] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-25T20:22:34.272256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:34.272288] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:34.272315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:34.272372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:34.331672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:34.332678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:34.332795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:34.332841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:34.467977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:34.468139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:34.468181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:34.468230] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:34.472048] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=24.02%)
[2025-12-25T20:22:34.472485] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-25T20:22:34.472660] [INFO ] [sig       ] FOA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:34.625981] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FOA.txt
[2025-12-25T20:22:34.626155] [INFO ] [sig       ] [1273/3552] Completed FOA in 0.4s | 2.83 sym/s | Total: 7.5m | ETA: 13.4m
[2025-12-25T20:22:34.626198] [INFO ] [sig       ] [1274/3552] Forecasting FOF...
[2025-12-25T20:22:34.626232] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-25T20:22:34.626265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-25T20:22:34.638612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-25T20:22:34.639009] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-25T20:22:34.639842] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-25T20:22:34.639895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:34.639928] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:34.639955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:34.640014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:34.704916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:34.705990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:34.706100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:34.706144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:34.825440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:34.825611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:34.825653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:34.825712] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:34.829087] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=49.56%)
[2025-12-25T20:22:34.829429] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-25T20:22:34.829559] [INFO ] [sig       ] FOF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:34.973910] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FOF.txt
[2025-12-25T20:22:34.974068] [INFO ] [sig       ] [1274/3552] Completed FOF in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.4m
[2025-12-25T20:22:34.974109] [INFO ] [sig       ] [1275/3552] Forecasting FOLD...
[2025-12-25T20:22:34.974139] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-25T20:22:34.974173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-25T20:22:34.986651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-25T20:22:34.986991] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-25T20:22:34.987771] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-25T20:22:34.987825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:34.987857] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:34.987885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:34.987942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:35.046725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:35.047403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:35.047481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:35.047528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:35.170726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:35.170881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:35.170921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:35.170950] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:35.174248] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-12-25T20:22:35.174517] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-25T20:22:35.174662] [INFO ] [sig       ] FOLD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:35.314652] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FOLD.txt
[2025-12-25T20:22:35.314802] [INFO ] [sig       ] [1275/3552] Completed FOLD in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.4m
[2025-12-25T20:22:35.314843] [INFO ] [sig       ] [1276/3552] Forecasting FORM...
[2025-12-25T20:22:35.314873] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-25T20:22:35.314931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-25T20:22:35.326515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-25T20:22:35.326839] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-25T20:22:35.327592] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-25T20:22:35.327644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:35.327675] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:35.327701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:35.327759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:35.386259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:35.386915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:35.386996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:35.387027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:35.506951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:35.507103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:35.507144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:35.507173] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:35.510569] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-25T20:22:35.510870] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-25T20:22:35.510995] [INFO ] [sig       ] FORM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:35.651824] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FORM.txt
[2025-12-25T20:22:35.651955] [INFO ] [sig       ] [1276/3552] Completed FORM in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.4m
[2025-12-25T20:22:35.651995] [INFO ] [sig       ] [1277/3552] Forecasting FOSL...
[2025-12-25T20:22:35.652026] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-25T20:22:35.652056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-25T20:22:35.667594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-25T20:22:35.667981] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-25T20:22:35.668805] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-25T20:22:35.668859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:35.668899] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:35.668937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:35.668997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:35.727805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:35.728463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:35.728551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:35.728600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:35.847362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:35.847513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:35.847553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:35.847598] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:35.850954] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=39.08%)
[2025-12-25T20:22:35.851221] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-25T20:22:35.851341] [INFO ] [sig       ] FOSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:35.989938] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FOSL.txt
[2025-12-25T20:22:35.990077] [INFO ] [sig       ] [1277/3552] Completed FOSL in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.4m
[2025-12-25T20:22:35.990116] [INFO ] [sig       ] [1278/3552] Forecasting FOX...
[2025-12-25T20:22:35.990146] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-25T20:22:35.990176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-25T20:22:36.002428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-25T20:22:36.002824] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-25T20:22:36.003636] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-25T20:22:36.003689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:36.003721] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:36.003748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:36.003815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:36.062978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:36.063683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:36.063767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:36.063806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:36.187108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:36.187263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:36.187305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:36.187335] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:36.190824] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-12-25T20:22:36.191108] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-25T20:22:36.191232] [INFO ] [sig       ] FOX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:36.333555] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FOX.txt
[2025-12-25T20:22:36.333761] [INFO ] [sig       ] [1278/3552] Completed FOX in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.4m
[2025-12-25T20:22:36.333805] [INFO ] [sig       ] [1279/3552] Forecasting FOXA...
[2025-12-25T20:22:36.333836] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-25T20:22:36.333865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-25T20:22:36.345566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-25T20:22:36.345923] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-25T20:22:36.346694] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-25T20:22:36.346745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:36.346777] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:36.346803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:36.346859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:36.407163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:36.408076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:36.408173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:36.408207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:36.525876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:36.526032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:36.526073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:36.526102] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:36.529602] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-12-25T20:22:36.529899] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-25T20:22:36.530036] [INFO ] [sig       ] FOXA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:36.668274] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FOXA.txt
[2025-12-25T20:22:36.668413] [INFO ] [sig       ] [1279/3552] Completed FOXA in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.4m
[2025-12-25T20:22:36.668453] [INFO ] [sig       ] [1280/3552] Forecasting FOXF...
[2025-12-25T20:22:36.668483] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-25T20:22:36.668513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-25T20:22:36.680707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-25T20:22:36.681052] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-25T20:22:36.681823] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-25T20:22:36.681874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:36.681905] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:36.681931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:36.681987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:36.738336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:36.738971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:36.739052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:36.739083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:36.860808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:36.860962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:36.861002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:36.861029] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:36.864379] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=12.08%)
[2025-12-25T20:22:36.864672] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-25T20:22:36.864797] [INFO ] [sig       ] FOXF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:37.003340] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FOXF.txt
[2025-12-25T20:22:37.003499] [INFO ] [sig       ] [1280/3552] Completed FOXF in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.4m
[2025-12-25T20:22:37.003542] [INFO ] [sig       ] [1281/3552] Forecasting FPF...
[2025-12-25T20:22:37.003620] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-25T20:22:37.003658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-25T20:22:37.015676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-25T20:22:37.016009] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-25T20:22:37.016769] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-25T20:22:37.016820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:37.016851] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:37.016879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:37.016935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:37.072761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:37.073407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:37.073515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:37.073549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:37.193768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:37.193942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:37.193985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:37.194013] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:37.197430] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=30.81%)
[2025-12-25T20:22:37.197726] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-25T20:22:37.197852] [INFO ] [sig       ] FPF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:37.335504] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FPF.txt
[2025-12-25T20:22:37.335654] [INFO ] [sig       ] [1281/3552] Completed FPF in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.4m
[2025-12-25T20:22:37.335697] [INFO ] [sig       ] [1282/3552] Forecasting FPH...
[2025-12-25T20:22:37.335728] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-25T20:22:37.335761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-25T20:22:37.347185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-25T20:22:37.347495] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-25T20:22:37.348261] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-25T20:22:37.348312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:37.348344] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:37.348370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:37.348427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:37.405460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:37.406149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:37.406227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:37.406258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:37.524016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:37.524176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:37.524216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:37.524245] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:37.527705] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-12-25T20:22:37.528000] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-25T20:22:37.528122] [INFO ] [sig       ] FPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:37.665983] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FPH.txt
[2025-12-25T20:22:37.666130] [INFO ] [sig       ] [1282/3552] Completed FPH in 0.3s | 2.83 sym/s | Total: 7.5m | ETA: 13.4m
[2025-12-25T20:22:37.666170] [INFO ] [sig       ] [1283/3552] Forecasting FPI...
[2025-12-25T20:22:37.666200] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-25T20:22:37.666230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-25T20:22:37.678156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-25T20:22:37.678484] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-25T20:22:37.679264] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-25T20:22:37.679316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:37.679347] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:37.679374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:37.679431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:37.735347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:37.736103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:37.736202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:37.736234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:37.855204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:37.855383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:37.855428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:37.855457] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:37.858798] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-12-25T20:22:37.859069] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-25T20:22:37.859202] [INFO ] [sig       ] FPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:37.996204] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FPI.txt
[2025-12-25T20:22:37.996343] [INFO ] [sig       ] [1283/3552] Completed FPI in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-25T20:22:37.996382] [INFO ] [sig       ] [1284/3552] Forecasting FPXI...
[2025-12-25T20:22:37.996412] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-25T20:22:37.996441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-25T20:22:38.008680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-25T20:22:38.009046] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-25T20:22:38.009839] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-25T20:22:38.009890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:38.009922] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:38.009947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:38.010004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:38.065661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:38.066313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:38.066388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:38.066421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:38.169851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:38.170001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:38.170040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:38.170069] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:38.173363] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-25T20:22:38.173647] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-25T20:22:38.173767] [INFO ] [sig       ] FPXI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:38.312101] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FPXI.txt
[2025-12-25T20:22:38.312266] [INFO ] [sig       ] [1284/3552] Completed FPXI in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-25T20:22:38.312307] [INFO ] [sig       ] [1285/3552] Forecasting FRA...
[2025-12-25T20:22:38.312367] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-25T20:22:38.312399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-25T20:22:38.324127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-25T20:22:38.324451] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-25T20:22:38.325219] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-25T20:22:38.325271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:38.325301] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:38.325327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:38.325383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:38.380965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:38.381669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:38.381748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:38.381779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:38.500598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:38.500746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:38.500785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:38.500816] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:38.504108] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: DOWN (p=47.57%)
[2025-12-25T20:22:38.504374] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-25T20:22:38.504495] [INFO ] [sig       ] FRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:38.642406] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FRA.txt
[2025-12-25T20:22:38.642567] [INFO ] [sig       ] [1285/3552] Completed FRA in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.3m
[2025-12-25T20:22:38.642627] [INFO ] [sig       ] [1286/3552] Forecasting FRBA...
[2025-12-25T20:22:38.642658] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-25T20:22:38.642689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-25T20:22:38.654809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-25T20:22:38.655133] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-25T20:22:38.655917] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-25T20:22:38.655968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:38.655999] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:38.656026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:38.656082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:38.712425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:38.713165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:38.713243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:38.713275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:38.831665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:38.831823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:38.831861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:38.831888] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:38.835186] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-12-25T20:22:38.835459] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-25T20:22:38.835596] [INFO ] [sig       ] FRBA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:38.973653] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FRBA.txt
[2025-12-25T20:22:38.973785] [INFO ] [sig       ] [1286/3552] Completed FRBA in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.3m
[2025-12-25T20:22:38.973824] [INFO ] [sig       ] [1287/3552] Forecasting FRGE...
[2025-12-25T20:22:38.973854] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-25T20:22:38.973883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-25T20:22:38.985765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-25T20:22:38.986093] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-25T20:22:38.986872] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-25T20:22:38.986933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:38.986964] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:38.986990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:38.987046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:39.042873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:39.043506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:39.043600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:39.043635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:39.167669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:39.167822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:39.167866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:39.167894] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:39.171242] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-12-25T20:22:39.171513] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-25T20:22:39.171653] [INFO ] [sig       ] FRGE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:39.310491] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FRGE.txt
[2025-12-25T20:22:39.310640] [INFO ] [sig       ] [1287/3552] Completed FRGE in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.3m
[2025-12-25T20:22:39.310681] [INFO ] [sig       ] [1288/3552] Forecasting FRHC...
[2025-12-25T20:22:39.310711] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-25T20:22:39.310741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-25T20:22:39.322752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-25T20:22:39.323101] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-25T20:22:39.323860] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-25T20:22:39.323911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:39.323967] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:39.323996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:39.324054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:39.380464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:39.381141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:39.381217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:39.381249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:39.495713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:39.495869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:39.495910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:39.495939] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:39.499297] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=50.40%)
[2025-12-25T20:22:39.499569] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-25T20:22:39.499710] [INFO ] [sig       ] FRHC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:39.637348] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FRHC.txt
[2025-12-25T20:22:39.637508] [INFO ] [sig       ] [1288/3552] Completed FRHC in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.3m
[2025-12-25T20:22:39.637547] [INFO ] [sig       ] [1289/3552] Forecasting FRME...
[2025-12-25T20:22:39.637597] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-25T20:22:39.637631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-25T20:22:39.649648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-25T20:22:39.649991] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-25T20:22:39.650758] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-25T20:22:39.650810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:39.650840] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:39.650867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:39.650925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:39.706948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:39.707691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:39.707771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:39.707804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:39.825053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:39.825202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:39.825242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:39.825270] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:39.828557] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=7.76%)
[2025-12-25T20:22:39.828838] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-25T20:22:39.828959] [INFO ] [sig       ] FRME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:39.965880] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FRME.txt
[2025-12-25T20:22:39.966014] [INFO ] [sig       ] [1289/3552] Completed FRME in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.3m
[2025-12-25T20:22:39.966052] [INFO ] [sig       ] [1290/3552] Forecasting FRO...
[2025-12-25T20:22:39.966081] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-25T20:22:39.966112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-25T20:22:39.978139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-25T20:22:39.978455] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-25T20:22:39.979246] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-25T20:22:39.979310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:39.979343] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:39.979369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:39.979426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:40.034959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:40.035615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:40.035692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:40.035724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:40.155625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:40.155775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:40.155814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:40.155842] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:40.159251] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=63.43%)
[2025-12-25T20:22:40.159523] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-25T20:22:40.159663] [INFO ] [sig       ] FRO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:40.298818] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FRO.txt
[2025-12-25T20:22:40.298969] [INFO ] [sig       ] [1290/3552] Completed FRO in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.3m
[2025-12-25T20:22:40.299012] [INFO ] [sig       ] [1291/3552] Forecasting FROG...
[2025-12-25T20:22:40.299044] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-25T20:22:40.299075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-25T20:22:40.311477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-25T20:22:40.311802] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-25T20:22:40.312539] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-25T20:22:40.312607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:40.312640] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:40.312667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:40.312724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:40.369016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:40.369661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:40.369740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:40.369771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:40.490325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:40.490470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:40.490510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:40.490584] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:40.493847] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=58.31%)
[2025-12-25T20:22:40.494115] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-25T20:22:40.494238] [INFO ] [sig       ] FROG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:40.634381] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FROG.txt
[2025-12-25T20:22:40.634508] [INFO ] [sig       ] [1291/3552] Completed FROG in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.3m
[2025-12-25T20:22:40.634547] [INFO ] [sig       ] [1292/3552] Forecasting FRPH...
[2025-12-25T20:22:40.634595] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-25T20:22:40.634636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-25T20:22:40.646224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-25T20:22:40.646528] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-25T20:22:40.647300] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-25T20:22:40.647352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:40.647384] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:40.647410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:40.647467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:40.704995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:40.705739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:40.705819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:40.705851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:40.825498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:40.825677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:40.825718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:40.825747] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:40.829072] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: UP (p=63.92%)
[2025-12-25T20:22:40.829368] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-25T20:22:40.829491] [INFO ] [sig       ] FRPH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:40.967844] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FRPH.txt
[2025-12-25T20:22:40.967971] [INFO ] [sig       ] [1292/3552] Completed FRPH in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.3m
[2025-12-25T20:22:40.968010] [INFO ] [sig       ] [1293/3552] Forecasting FRSH...
[2025-12-25T20:22:40.968040] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-25T20:22:40.968069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-25T20:22:40.980009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-25T20:22:40.980325] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-25T20:22:40.981091] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-25T20:22:40.981142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:40.981174] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:40.981200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:40.981258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:41.037992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:41.038610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:41.038686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:41.038719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:41.161196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:41.161355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:41.161398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:41.161427] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:41.164838] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: UP (p=91.19%)
[2025-12-25T20:22:41.165118] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-25T20:22:41.165246] [INFO ] [sig       ] FRSH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:41.302541] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FRSH.txt
[2025-12-25T20:22:41.302713] [INFO ] [sig       ] [1293/3552] Completed FRSH in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.3m
[2025-12-25T20:22:41.302759] [INFO ] [sig       ] [1294/3552] Forecasting FRSX...
[2025-12-25T20:22:41.302819] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-25T20:22:41.302852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-25T20:22:41.314065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-25T20:22:41.314356] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-25T20:22:41.315143] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-25T20:22:41.315194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:41.315225] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:41.315252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:41.315308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:41.371381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:41.372125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:41.372203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:41.372235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:41.487333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:41.487481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:41.487520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:41.487549] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:41.490886] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=18.04%)
[2025-12-25T20:22:41.491154] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-25T20:22:41.491276] [INFO ] [sig       ] FRSX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:41.648860] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FRSX.txt
[2025-12-25T20:22:41.649025] [INFO ] [sig       ] [1294/3552] Completed FRSX in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.3m
[2025-12-25T20:22:41.649067] [INFO ] [sig       ] [1295/3552] Forecasting FSBC...
[2025-12-25T20:22:41.649099] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-25T20:22:41.649149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-25T20:22:41.660882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-25T20:22:41.661263] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-25T20:22:41.662041] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-25T20:22:41.662094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:41.662126] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:41.662153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:41.662210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:41.718569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:41.719469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:41.719555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:41.719608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:41.840618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:41.840772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:41.840813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:41.840841] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:41.844185] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-12-25T20:22:41.844482] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-25T20:22:41.844624] [INFO ] [sig       ] FSBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:41.984100] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FSBC.txt
[2025-12-25T20:22:41.984272] [INFO ] [sig       ] [1295/3552] Completed FSBC in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.3m
[2025-12-25T20:22:41.984313] [INFO ] [sig       ] [1296/3552] Forecasting FSCO...
[2025-12-25T20:22:41.984344] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-25T20:22:41.984373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-25T20:22:41.996302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-25T20:22:41.996702] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-25T20:22:41.997485] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-25T20:22:41.997538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:41.997569] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:41.997619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:41.997682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:42.055332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:42.056205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:42.056290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:42.056323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:42.178263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:42.178433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:42.178476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:42.178505] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:42.182036] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=59.74%)
[2025-12-25T20:22:42.182371] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-25T20:22:42.182515] [INFO ] [sig       ] FSCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:42.322298] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FSCO.txt
[2025-12-25T20:22:42.322461] [INFO ] [sig       ] [1296/3552] Completed FSCO in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.3m
[2025-12-25T20:22:42.322502] [INFO ] [sig       ] [1297/3552] Forecasting FSK...
[2025-12-25T20:22:42.322533] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-25T20:22:42.322563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-25T20:22:42.334898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-25T20:22:42.335289] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-25T20:22:42.336101] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-25T20:22:42.336154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:42.336186] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:42.336213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:42.336270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:42.392893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:42.393759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:42.393845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:42.393879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:42.515655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:42.515807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:42.515886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:42.515918] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:42.519237] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=66.90%)
[2025-12-25T20:22:42.519511] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-25T20:22:42.519665] [INFO ] [sig       ] FSK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:42.657915] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FSK.txt
[2025-12-25T20:22:42.658065] [INFO ] [sig       ] [1297/3552] Completed FSK in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.3m
[2025-12-25T20:22:42.658105] [INFO ] [sig       ] [1298/3552] Forecasting FSLY...
[2025-12-25T20:22:42.658136] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-25T20:22:42.658165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-25T20:22:42.669967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-25T20:22:42.670309] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-25T20:22:42.671084] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-25T20:22:42.671136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:42.671167] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:42.671194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:42.671251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:42.726891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:42.727699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:42.727823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:42.727856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:42.850158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:42.850317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:42.850357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:42.850386] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:42.853732] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2025-12-25T20:22:42.854004] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-25T20:22:42.854125] [INFO ] [sig       ] FSLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:42.991704] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FSLY.txt
[2025-12-25T20:22:42.991845] [INFO ] [sig       ] [1298/3552] Completed FSLY in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.3m
[2025-12-25T20:22:42.991889] [INFO ] [sig       ] [1299/3552] Forecasting FSM...
[2025-12-25T20:22:42.991920] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-25T20:22:42.991950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-25T20:22:43.003596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-25T20:22:43.003907] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-25T20:22:43.004666] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-25T20:22:43.004717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:43.004749] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:43.004776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:43.004837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:43.060756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:43.061562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:43.061669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:43.061701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:43.181908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:43.182064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:43.182104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:43.182133] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:43.185439] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=38.74%)
[2025-12-25T20:22:43.185732] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-25T20:22:43.185854] [INFO ] [sig       ] FSM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:43.324307] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FSM.txt
[2025-12-25T20:22:43.324460] [INFO ] [sig       ] [1299/3552] Completed FSM in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.3m
[2025-12-25T20:22:43.324499] [INFO ] [sig       ] [1300/3552] Forecasting FSS...
[2025-12-25T20:22:43.324586] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-25T20:22:43.324621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-25T20:22:43.336585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-25T20:22:43.336888] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-25T20:22:43.337652] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-25T20:22:43.337704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:43.337734] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:43.337761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:43.337818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:43.394191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:43.394863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:43.394941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:43.394973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:43.516648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:43.516799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:43.516838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:43.516866] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:43.520167] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=40.27%)
[2025-12-25T20:22:43.520442] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-25T20:22:43.520597] [INFO ] [sig       ] FSS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:43.660928] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FSS.txt
[2025-12-25T20:22:43.661128] [INFO ] [sig       ] [1300/3552] Completed FSS in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 13.2m
[2025-12-25T20:22:43.661172] [INFO ] [sig       ] [1301/3552] Forecasting FTA...
[2025-12-25T20:22:43.661203] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-25T20:22:43.661232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-25T20:22:43.673454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-25T20:22:43.673837] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-25T20:22:43.674622] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-25T20:22:43.674674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:43.674718] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:43.674745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:43.674803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:43.730921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:43.731641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:43.731721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:43.731753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:43.850986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:43.851150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:43.851191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:43.851220] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:43.854549] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=20.74%)
[2025-12-25T20:22:43.854844] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-25T20:22:43.854976] [INFO ] [sig       ] FTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:43.993096] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTA.txt
[2025-12-25T20:22:43.993287] [INFO ] [sig       ] [1301/3552] Completed FTA in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 13.2m
[2025-12-25T20:22:43.993327] [INFO ] [sig       ] [1302/3552] Forecasting FTAI...
[2025-12-25T20:22:43.993384] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-25T20:22:43.993418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-25T20:22:44.005744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-25T20:22:44.006111] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-25T20:22:44.006875] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-25T20:22:44.006927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:44.006959] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:44.006986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:44.007043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:44.062715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:44.063545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:44.063647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:44.063681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:44.186215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:44.186372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:44.186413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:44.186441] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:44.190115] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-25T20:22:44.190425] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-25T20:22:44.190552] [INFO ] [sig       ] FTAI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:44.336004] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTAI.txt
[2025-12-25T20:22:44.336168] [INFO ] [sig       ] [1302/3552] Completed FTAI in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 13.2m
[2025-12-25T20:22:44.336209] [INFO ] [sig       ] [1303/3552] Forecasting FTC...
[2025-12-25T20:22:44.336241] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-25T20:22:44.336272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-25T20:22:44.348784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-25T20:22:44.349161] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-25T20:22:44.349938] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-25T20:22:44.349991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:44.350022] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:44.350049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:44.350107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:44.406116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:44.406998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:44.407080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:44.407111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:44.523660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:44.523826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:44.523868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:44.523895] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:44.527302] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=15.23%)
[2025-12-25T20:22:44.527663] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-25T20:22:44.527818] [INFO ] [sig       ] FTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:44.667354] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTC.txt
[2025-12-25T20:22:44.667520] [INFO ] [sig       ] [1303/3552] Completed FTC in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 13.2m
[2025-12-25T20:22:44.667610] [INFO ] [sig       ] [1304/3552] Forecasting FTCI...
[2025-12-25T20:22:44.667645] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-25T20:22:44.667674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-25T20:22:44.679714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-25T20:22:44.680104] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-25T20:22:44.680884] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-25T20:22:44.680935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:44.680967] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:44.680993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:44.681050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:44.737921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:44.738785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:44.738863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:44.738895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:44.860982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:44.861141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:44.861180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:44.861209] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:44.864611] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=29.66%)
[2025-12-25T20:22:44.864883] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-25T20:22:44.865005] [INFO ] [sig       ] FTCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:45.005810] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTCI.txt
[2025-12-25T20:22:45.005985] [INFO ] [sig       ] [1304/3552] Completed FTCI in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 13.2m
[2025-12-25T20:22:45.006033] [INFO ] [sig       ] [1305/3552] Forecasting FTCS...
[2025-12-25T20:22:45.006063] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-25T20:22:45.006094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-25T20:22:45.018257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-25T20:22:45.018608] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-25T20:22:45.019410] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-25T20:22:45.019462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:45.019520] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:45.019548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:45.019623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:45.077337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:45.078127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:45.078207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:45.078241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:45.195445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:45.195644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:45.195702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:45.195735] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:45.199247] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-12-25T20:22:45.199522] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-25T20:22:45.199666] [INFO ] [sig       ] FTCS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:45.339076] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTCS.txt
[2025-12-25T20:22:45.339249] [INFO ] [sig       ] [1305/3552] Completed FTCS in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 13.2m
[2025-12-25T20:22:45.339290] [INFO ] [sig       ] [1306/3552] Forecasting FTEK...
[2025-12-25T20:22:45.339321] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-25T20:22:45.339351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-25T20:22:45.351245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-25T20:22:45.351567] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-25T20:22:45.352339] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-25T20:22:45.352391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:45.352422] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:45.352448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:45.352505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:45.408831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:45.409545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:45.409642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:45.409676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:45.528070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:45.528221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:45.528261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:45.528289] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:45.531620] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: UP (p=57.12%)
[2025-12-25T20:22:45.531889] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-25T20:22:45.532027] [INFO ] [sig       ] FTEK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:45.670835] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FTEK.txt
[2025-12-25T20:22:45.670996] [INFO ] [sig       ] [1306/3552] Completed FTEK in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 13.2m
[2025-12-25T20:22:45.671065] [INFO ] [sig       ] [1307/3552] Forecasting FTGC...
[2025-12-25T20:22:45.671099] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-25T20:22:45.671128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-25T20:22:45.683049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-25T20:22:45.683373] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-25T20:22:45.684135] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-25T20:22:45.684188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:45.684219] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:45.684246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:45.684302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:45.740405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:45.741094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:45.741172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:45.741204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:45.859193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:45.859353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:45.859392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:45.859420] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:45.862779] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: DOWN (p=10.98%)
[2025-12-25T20:22:45.863067] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-25T20:22:45.863193] [INFO ] [sig       ] FTGC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:46.001086] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTGC.txt
[2025-12-25T20:22:46.001224] [INFO ] [sig       ] [1307/3552] Completed FTGC in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 13.2m
[2025-12-25T20:22:46.001263] [INFO ] [sig       ] [1308/3552] Forecasting FTGS...
[2025-12-25T20:22:46.001292] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-25T20:22:46.001352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-25T20:22:46.013129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-25T20:22:46.013445] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-25T20:22:46.014225] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-25T20:22:46.014276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:46.014308] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:46.014335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:46.014397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:46.073355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:46.074240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:46.074323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:46.074357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:46.196438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:46.196607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:46.196649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:46.196722] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:46.200062] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=43.53%)
[2025-12-25T20:22:46.200339] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-25T20:22:46.200462] [INFO ] [sig       ] FTGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:46.342477] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTGS.txt
[2025-12-25T20:22:46.342654] [INFO ] [sig       ] [1308/3552] Completed FTGS in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 13.2m
[2025-12-25T20:22:46.342724] [INFO ] [sig       ] [1309/3552] Forecasting FTHI...
[2025-12-25T20:22:46.342757] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-25T20:22:46.342787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-25T20:22:46.354794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-25T20:22:46.355101] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-25T20:22:46.355861] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-25T20:22:46.355913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:46.355945] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:46.355972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:46.356029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:46.414536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:46.415172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:46.415260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:46.415299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:46.536193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:46.536345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:46.536386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:46.536416] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:46.539912] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: UP (p=73.18%)
[2025-12-25T20:22:46.540188] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-25T20:22:46.540318] [INFO ] [sig       ] FTHI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:46.743219] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FTHI.txt
[2025-12-25T20:22:46.743365] [INFO ] [sig       ] [1309/3552] Completed FTHI in 0.4s | 2.83 sym/s | Total: 7.7m | ETA: 13.2m
[2025-12-25T20:22:46.743434] [INFO ] [sig       ] [1310/3552] Forecasting FTHY...
[2025-12-25T20:22:46.743468] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-25T20:22:46.743500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-25T20:22:46.755523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-25T20:22:46.755872] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-25T20:22:46.756640] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-25T20:22:46.756692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:46.756723] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:46.756751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:46.756813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:46.812750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:46.813369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:46.813459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:46.813492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:46.929620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:46.929778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:46.929819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:46.929849] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:46.933182] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=58.99%)
[2025-12-25T20:22:46.933453] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-25T20:22:46.933593] [INFO ] [sig       ] FTHY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:47.071981] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FTHY.txt
[2025-12-25T20:22:47.072131] [INFO ] [sig       ] [1310/3552] Completed FTHY in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 13.2m
[2025-12-25T20:22:47.072172] [INFO ] [sig       ] [1311/3552] Forecasting FTI...
[2025-12-25T20:22:47.072202] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-25T20:22:47.072234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-25T20:22:47.084352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-25T20:22:47.084694] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-25T20:22:47.085470] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-25T20:22:47.085523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:47.085555] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:47.085601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:47.085660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:47.143288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:47.144066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:47.144147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:47.144181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:47.265142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:47.265301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:47.265341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:47.265369] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:47.268739] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=40.23%)
[2025-12-25T20:22:47.269024] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-25T20:22:47.269169] [INFO ] [sig       ] FTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:47.418342] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTI.txt
[2025-12-25T20:22:47.418502] [INFO ] [sig       ] [1311/3552] Completed FTI in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 13.2m
[2025-12-25T20:22:47.418543] [INFO ] [sig       ] [1312/3552] Forecasting FTK...
[2025-12-25T20:22:47.418590] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-25T20:22:47.418625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-25T20:22:47.430663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-25T20:22:47.431022] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-25T20:22:47.431802] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-25T20:22:47.431854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:47.431886] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:47.431926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:47.431985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:47.487323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:47.488009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:47.488086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:47.488119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:47.607135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:47.607287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:47.607327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:47.607356] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:47.610783] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=25.62%)
[2025-12-25T20:22:47.611067] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-25T20:22:47.611192] [INFO ] [sig       ] FTK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:47.752053] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTK.txt
[2025-12-25T20:22:47.752199] [INFO ] [sig       ] [1312/3552] Completed FTK in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 13.2m
[2025-12-25T20:22:47.752237] [INFO ] [sig       ] [1313/3552] Forecasting FTLF...
[2025-12-25T20:22:47.752267] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-25T20:22:47.752298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-25T20:22:47.763765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-25T20:22:47.764077] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-25T20:22:47.764838] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-25T20:22:47.764890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:47.764921] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:47.764947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:47.765004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:47.823097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:47.823860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:47.823961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:47.823996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:47.933033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:47.933177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:47.933216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:47.933244] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:47.936687] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: DOWN (p=37.89%)
[2025-12-25T20:22:47.936960] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-25T20:22:47.937082] [INFO ] [sig       ] FTLF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:48.078978] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTLF.txt
[2025-12-25T20:22:48.079195] [INFO ] [sig       ] [1313/3552] Completed FTLF in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 13.2m
[2025-12-25T20:22:48.079289] [INFO ] [sig       ] [1314/3552] Forecasting FTQI...
[2025-12-25T20:22:48.079336] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-25T20:22:48.079375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-25T20:22:48.092389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-25T20:22:48.092810] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-25T20:22:48.093646] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-25T20:22:48.093699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:48.093731] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:48.093758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:48.093816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:48.151260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:48.152172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:48.152254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:48.152286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:48.273606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:48.273766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:48.273807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:48.273836] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:48.277164] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-12-25T20:22:48.277436] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-25T20:22:48.277560] [INFO ] [sig       ] FTQI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:48.414605] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTQI.txt
[2025-12-25T20:22:48.414736] [INFO ] [sig       ] [1314/3552] Completed FTQI in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 13.2m
[2025-12-25T20:22:48.414774] [INFO ] [sig       ] [1315/3552] Forecasting FTRE...
[2025-12-25T20:22:48.414804] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-25T20:22:48.414833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-25T20:22:48.426352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-25T20:22:48.426674] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-25T20:22:48.427405] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-25T20:22:48.427457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:48.427488] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:48.427515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:48.427594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:48.483064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:48.483923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:48.484037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:48.484070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:48.617237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:48.617395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:48.617440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:48.617469] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:48.621159] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=35.02%)
[2025-12-25T20:22:48.621463] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-25T20:22:48.621651] [INFO ] [sig       ] FTRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:48.774307] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTRE.txt
[2025-12-25T20:22:48.774472] [INFO ] [sig       ] [1315/3552] Completed FTRE in 0.4s | 2.83 sym/s | Total: 7.7m | ETA: 13.2m
[2025-12-25T20:22:48.774516] [INFO ] [sig       ] [1316/3552] Forecasting FTRI...
[2025-12-25T20:22:48.774555] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-25T20:22:48.774607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-25T20:22:48.786103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-25T20:22:48.786394] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-25T20:22:48.787159] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-25T20:22:48.787212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:48.787243] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:48.787269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:48.787326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:48.843112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:48.843706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:48.843782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:48.843814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:48.959275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:48.959412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:48.959451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:48.959479] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:48.962738] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=36.00%)
[2025-12-25T20:22:48.963003] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-25T20:22:48.963127] [INFO ] [sig       ] FTRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:49.099646] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTRI.txt
[2025-12-25T20:22:49.099763] [INFO ] [sig       ] [1316/3552] Completed FTRI in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 13.1m
[2025-12-25T20:22:49.099800] [INFO ] [sig       ] [1317/3552] Forecasting FTS...
[2025-12-25T20:22:49.099830] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-25T20:22:49.099859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-25T20:22:49.111625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-25T20:22:49.111921] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-25T20:22:49.112682] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-25T20:22:49.112733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:49.112764] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:49.112790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:49.112848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:49.168390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:49.168987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:49.169063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:49.169096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:49.290520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:49.290645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:49.290684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:49.290712] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:49.293852] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=20.76%)
[2025-12-25T20:22:49.294115] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-25T20:22:49.294237] [INFO ] [sig       ] FTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:49.442331] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTS.txt
[2025-12-25T20:22:49.442519] [INFO ] [sig       ] [1317/3552] Completed FTS in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 13.1m
[2025-12-25T20:22:49.442564] [INFO ] [sig       ] [1318/3552] Forecasting FTSL...
[2025-12-25T20:22:49.442621] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-25T20:22:49.442658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-25T20:22:49.455365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-25T20:22:49.455745] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-25T20:22:49.456503] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-25T20:22:49.456555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:49.456617] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:49.456647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:49.456704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:49.512887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:49.513747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:49.513827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:49.513860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:49.628758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:49.628905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:49.628944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:49.628973] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:49.632291] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=69.56%)
[2025-12-25T20:22:49.632558] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-25T20:22:49.632727] [INFO ] [sig       ] FTSL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:49.768474] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FTSL.txt
[2025-12-25T20:22:49.768661] [INFO ] [sig       ] [1318/3552] Completed FTSL in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 13.1m
[2025-12-25T20:22:49.768719] [INFO ] [sig       ] [1319/3552] Forecasting FTSM...
[2025-12-25T20:22:49.768762] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-25T20:22:49.768832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-25T20:22:49.780770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-25T20:22:49.781091] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-25T20:22:49.781885] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-25T20:22:49.781939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:49.781973] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:49.782002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:49.782067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:49.837699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:49.838306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:49.838382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:49.838414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:49.938728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:49.938848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:49.938884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:49.938929] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:49.942142] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2025-12-25T20:22:49.942406] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-25T20:22:49.942530] [INFO ] [sig       ] FTSM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:50.082008] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FTSM.txt
[2025-12-25T20:22:50.082142] [INFO ] [sig       ] [1319/3552] Completed FTSM in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 13.1m
[2025-12-25T20:22:50.082184] [INFO ] [sig       ] [1320/3552] Forecasting FTXL...
[2025-12-25T20:22:50.082216] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-25T20:22:50.082247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-25T20:22:50.093703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-25T20:22:50.094018] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-25T20:22:50.094804] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-25T20:22:50.094859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:50.094892] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:50.094923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:50.094982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:50.151387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:50.152003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:50.152080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:50.152112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:50.270294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:50.270430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:50.270470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:50.270498] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:50.273789] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-12-25T20:22:50.274055] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-25T20:22:50.274175] [INFO ] [sig       ] FTXL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:50.411752] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FTXL.txt
[2025-12-25T20:22:50.411880] [INFO ] [sig       ] [1320/3552] Completed FTXL in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 13.1m
[2025-12-25T20:22:50.411939] [INFO ] [sig       ] [1321/3552] Forecasting FTXN...
[2025-12-25T20:22:50.411969] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-25T20:22:50.411999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-25T20:22:50.423500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-25T20:22:50.423835] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-25T20:22:50.424609] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-25T20:22:50.424682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:50.424714] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:50.424742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:50.424799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:50.481868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:50.482449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:50.482524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:50.482568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:50.599483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:50.599635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:50.599676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:50.599706] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:50.603049] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-12-25T20:22:50.603328] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-25T20:22:50.603454] [INFO ] [sig       ] FTXN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:50.742515] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FTXN.txt
[2025-12-25T20:22:50.742653] [INFO ] [sig       ] [1321/3552] Completed FTXN in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 13.1m
[2025-12-25T20:22:50.742693] [INFO ] [sig       ] [1322/3552] Forecasting FTXO...
[2025-12-25T20:22:50.742723] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-25T20:22:50.742753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-25T20:22:50.754306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-25T20:22:50.754635] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-25T20:22:50.755372] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-25T20:22:50.755423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:50.755480] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:50.755508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:50.755566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:50.811563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:50.812172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:50.812248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:50.812281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:50.929017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:50.929149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:50.929185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:50.929214] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:50.932404] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-25T20:22:50.932689] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-25T20:22:50.932809] [INFO ] [sig       ] FTXO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:51.070959] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTXO.txt
[2025-12-25T20:22:51.071083] [INFO ] [sig       ] [1322/3552] Completed FTXO in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.1m
[2025-12-25T20:22:51.071124] [INFO ] [sig       ] [1323/3552] Forecasting FUBO...
[2025-12-25T20:22:51.071154] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-25T20:22:51.071184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-25T20:22:51.082934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-25T20:22:51.083239] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-25T20:22:51.084013] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-25T20:22:51.084065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:51.084099] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:51.084128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:51.084195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:51.140827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:51.141509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:51.141603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:51.141637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:51.266494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:51.266661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:51.266702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:51.266731] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:51.270061] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=74.84%)
[2025-12-25T20:22:51.270345] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-25T20:22:51.270466] [INFO ] [sig       ] FUBO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:51.409436] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FUBO.txt
[2025-12-25T20:22:51.409597] [INFO ] [sig       ] [1323/3552] Completed FUBO in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.1m
[2025-12-25T20:22:51.409656] [INFO ] [sig       ] [1324/3552] Forecasting FUL...
[2025-12-25T20:22:51.409697] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-25T20:22:51.409727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-25T20:22:51.421431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-25T20:22:51.421762] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-25T20:22:51.422515] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-25T20:22:51.422566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:51.422622] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:51.422649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:51.422707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:51.479391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:51.480060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:51.480144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:51.480178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:51.600306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:51.600451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:51.600489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:51.600518] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:51.603845] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=0.12%)
[2025-12-25T20:22:51.604116] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-25T20:22:51.604235] [INFO ] [sig       ] FUL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:51.742089] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FUL.txt
[2025-12-25T20:22:51.742220] [INFO ] [sig       ] [1324/3552] Completed FUL in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.1m
[2025-12-25T20:22:51.742259] [INFO ] [sig       ] [1325/3552] Forecasting FULC...
[2025-12-25T20:22:51.742293] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-25T20:22:51.742327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-25T20:22:51.754480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-25T20:22:51.754805] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-25T20:22:51.755550] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-25T20:22:51.755628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:51.755661] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:51.755688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:51.755749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:51.813697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:51.814284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:51.814360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:51.814392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:51.943989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:51.944138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:51.944178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:51.944235] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:51.947546] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-25T20:22:51.947837] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-25T20:22:51.947957] [INFO ] [sig       ] FULC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:52.085608] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FULC.txt
[2025-12-25T20:22:52.085733] [INFO ] [sig       ] [1325/3552] Completed FULC in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.1m
[2025-12-25T20:22:52.085771] [INFO ] [sig       ] [1326/3552] Forecasting FUN...
[2025-12-25T20:22:52.085800] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-25T20:22:52.085830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-25T20:22:52.097481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-25T20:22:52.097823] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-25T20:22:52.098596] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-25T20:22:52.098649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:52.098681] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:52.098707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:52.098764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:52.155653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:52.156231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:52.156305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:52.156337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:52.276175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:52.276313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:52.276351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:52.276379] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:52.279693] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=66.19%)
[2025-12-25T20:22:52.279962] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-25T20:22:52.280083] [INFO ] [sig       ] FUN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:52.420018] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FUN.txt
[2025-12-25T20:22:52.420152] [INFO ] [sig       ] [1326/3552] Completed FUN in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.1m
[2025-12-25T20:22:52.420190] [INFO ] [sig       ] [1327/3552] Forecasting FUNC...
[2025-12-25T20:22:52.420220] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-25T20:22:52.420249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-25T20:22:52.431510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-25T20:22:52.431832] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-25T20:22:52.432604] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-25T20:22:52.432665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:52.432696] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:52.432722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:52.432780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:52.488952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:52.489552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:52.489645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:52.489691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:52.611633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:52.611781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:52.611819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:52.611847] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:52.615171] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: UP (p=85.44%)
[2025-12-25T20:22:52.615451] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-25T20:22:52.615592] [INFO ] [sig       ] FUNC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:52.753464] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FUNC.txt
[2025-12-25T20:22:52.753612] [INFO ] [sig       ] [1327/3552] Completed FUNC in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.1m
[2025-12-25T20:22:52.753654] [INFO ] [sig       ] [1328/3552] Forecasting FUND...
[2025-12-25T20:22:52.753684] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-25T20:22:52.753714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-25T20:22:52.764895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-25T20:22:52.765207] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-25T20:22:52.765977] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-25T20:22:52.766028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:52.766059] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:52.766086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:52.766143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:52.821999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:52.822661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:52.822746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:52.822779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:52.936807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:52.936958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:52.936997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:52.937025] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:52.940360] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: DOWN (p=26.36%)
[2025-12-25T20:22:52.940648] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-25T20:22:52.940770] [INFO ] [sig       ] FUND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:53.077869] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FUND.txt
[2025-12-25T20:22:53.078020] [INFO ] [sig       ] [1328/3552] Completed FUND in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.1m
[2025-12-25T20:22:53.078060] [INFO ] [sig       ] [1329/3552] Forecasting FVCB...
[2025-12-25T20:22:53.078089] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-25T20:22:53.078119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-25T20:22:53.089543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-25T20:22:53.089889] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-25T20:22:53.090658] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-25T20:22:53.090709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:53.090741] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:53.090767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:53.090824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:53.146689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:53.147477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:53.147556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:53.147606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:53.258805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:53.258962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:53.259002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:53.259031] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:53.262453] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: UP (p=83.36%)
[2025-12-25T20:22:53.262740] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-25T20:22:53.262862] [INFO ] [sig       ] FVCB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:53.402397] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FVCB.txt
[2025-12-25T20:22:53.402554] [INFO ] [sig       ] [1329/3552] Completed FVCB in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.1m
[2025-12-25T20:22:53.402617] [INFO ] [sig       ] [1330/3552] Forecasting FWONA...
[2025-12-25T20:22:53.402657] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-25T20:22:53.402690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-25T20:22:53.414925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-25T20:22:53.415312] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-25T20:22:53.416107] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-25T20:22:53.416160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:53.416192] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:53.416219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:53.416276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:53.475637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:53.476495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:53.476595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:53.476630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:53.596244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:53.596383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:53.596422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:53.596450] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:53.599824] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: DOWN (p=29.93%)
[2025-12-25T20:22:53.600102] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-25T20:22:53.600228] [INFO ] [sig       ] FWONA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:53.737863] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FWONA.txt
[2025-12-25T20:22:53.738009] [INFO ] [sig       ] [1330/3552] Completed FWONA in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.1m
[2025-12-25T20:22:53.738048] [INFO ] [sig       ] [1331/3552] Forecasting FWONK...
[2025-12-25T20:22:53.738086] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-25T20:22:53.738115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-25T20:22:53.750426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-25T20:22:53.750755] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-25T20:22:53.751501] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-25T20:22:53.751552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:53.751623] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:53.751652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:53.751711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:53.807152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:53.807779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:53.807856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:53.807888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:53.925146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:53.925295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:53.925334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:53.925362] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:53.928688] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: DOWN (p=27.64%)
[2025-12-25T20:22:53.928960] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-25T20:22:53.929082] [INFO ] [sig       ] FWONK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:54.069158] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FWONK.txt
[2025-12-25T20:22:54.069307] [INFO ] [sig       ] [1331/3552] Completed FWONK in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.1m
[2025-12-25T20:22:54.069345] [INFO ] [sig       ] [1332/3552] Forecasting FWRD...
[2025-12-25T20:22:54.069376] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-25T20:22:54.069407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-25T20:22:54.081810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-25T20:22:54.082154] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-25T20:22:54.082943] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-25T20:22:54.082995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:54.083035] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:54.083064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:54.083130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:54.139526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:54.140397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:54.140511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:54.140544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:54.262848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:54.263004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:54.263043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:54.263072] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:54.266411] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: UP (p=99.42%)
[2025-12-25T20:22:54.266711] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-25T20:22:54.266839] [INFO ] [sig       ] FWRD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:54.407017] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FWRD.txt
[2025-12-25T20:22:54.407177] [INFO ] [sig       ] [1332/3552] Completed FWRD in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.0m
[2025-12-25T20:22:54.407218] [INFO ] [sig       ] [1333/3552] Forecasting FWRG...
[2025-12-25T20:22:54.407251] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-25T20:22:54.407280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-25T20:22:54.419774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-25T20:22:54.420145] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-25T20:22:54.420933] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-25T20:22:54.420986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:54.421016] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:54.421042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:54.421098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:54.477967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:54.478799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:54.478879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:54.478911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:54.602189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:54.602346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:54.602384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:54.602413] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:54.605776] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-25T20:22:54.606069] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-25T20:22:54.606197] [INFO ] [sig       ] FWRG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:54.745197] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FWRG.txt
[2025-12-25T20:22:54.745351] [INFO ] [sig       ] [1333/3552] Completed FWRG in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.0m
[2025-12-25T20:22:54.745391] [INFO ] [sig       ] [1334/3552] Forecasting FYC...
[2025-12-25T20:22:54.745422] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-25T20:22:54.745452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-25T20:22:54.756826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-25T20:22:54.757178] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-25T20:22:54.757952] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-25T20:22:54.758004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:54.758036] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:54.758063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:54.758131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:54.813898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:54.814537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:54.814631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:54.814664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:54.939801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:54.939964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:54.940005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:54.940033] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:54.943598] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-25T20:22:54.943985] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-25T20:22:54.944127] [INFO ] [sig       ] FYC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:55.084954] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FYC.txt
[2025-12-25T20:22:55.085095] [INFO ] [sig       ] [1334/3552] Completed FYC in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.0m
[2025-12-25T20:22:55.085134] [INFO ] [sig       ] [1335/3552] Forecasting FYX...
[2025-12-25T20:22:55.085168] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-25T20:22:55.085198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-25T20:22:55.096473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-25T20:22:55.096807] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-25T20:22:55.097560] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-25T20:22:55.097632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:55.097664] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:55.097691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:55.097749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:55.153326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:55.153944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:55.154021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:55.154053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:55.276135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:55.276289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:55.276328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:55.276357] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:55.280341] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=38.76%)
[2025-12-25T20:22:55.280652] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-25T20:22:55.280785] [INFO ] [sig       ] FYX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:55.437362] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FYX.txt
[2025-12-25T20:22:55.437560] [INFO ] [sig       ] [1335/3552] Completed FYX in 0.4s | 2.84 sym/s | Total: 7.8m | ETA: 13.0m
[2025-12-25T20:22:55.437667] [INFO ] [sig       ] [1336/3552] Forecasting G...
[2025-12-25T20:22:55.437703] [INFO ] [sig       ] Generating forecast for: G
[2025-12-25T20:22:55.437735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-25T20:22:55.450372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-25T20:22:55.450772] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-25T20:22:55.451563] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-25T20:22:55.451647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:55.451683] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:55.451710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:55.451768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:55.516448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:55.517334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:55.517422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:55.517457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:55.649663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:55.649819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:55.649861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:55.649897] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:55.653648] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-12-25T20:22:55.653933] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-25T20:22:55.654063] [INFO ] [sig       ] G: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:55.798034] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/G.txt
[2025-12-25T20:22:55.798185] [INFO ] [sig       ] [1336/3552] Completed G in 0.4s | 2.84 sym/s | Total: 7.9m | ETA: 13.0m
[2025-12-25T20:22:55.798226] [INFO ] [sig       ] [1337/3552] Forecasting GAB...
[2025-12-25T20:22:55.798256] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-25T20:22:55.798316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-25T20:22:55.810822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-25T20:22:55.811193] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-25T20:22:55.812041] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-25T20:22:55.812095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:55.812127] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:55.812154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:55.812213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:55.872121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:55.872834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:55.872916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:55.872949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:55.992938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:55.993097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:55.993139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:55.993167] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:55.996515] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-12-25T20:22:55.996816] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-25T20:22:55.996941] [INFO ] [sig       ] GAB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:56.132900] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GAB.txt
[2025-12-25T20:22:56.133050] [INFO ] [sig       ] [1337/3552] Completed GAB in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.0m
[2025-12-25T20:22:56.133090] [INFO ] [sig       ] [1338/3552] Forecasting GABC...
[2025-12-25T20:22:56.133120] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-25T20:22:56.133149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-25T20:22:56.145288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-25T20:22:56.145687] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-25T20:22:56.146447] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-25T20:22:56.146499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:56.146531] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:56.146558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:56.146637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:56.202985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:56.203744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:56.203826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:56.203860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:56.318820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:56.318982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:56.319023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:56.319053] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:56.322392] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=37.11%)
[2025-12-25T20:22:56.322686] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-25T20:22:56.322809] [INFO ] [sig       ] GABC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:56.461139] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GABC.txt
[2025-12-25T20:22:56.461290] [INFO ] [sig       ] [1338/3552] Completed GABC in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.0m
[2025-12-25T20:22:56.461330] [INFO ] [sig       ] [1339/3552] Forecasting GAIA...
[2025-12-25T20:22:56.461361] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-25T20:22:56.461390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-25T20:22:56.480221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-25T20:22:56.480636] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-25T20:22:56.481478] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-25T20:22:56.481534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:56.481621] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:56.481660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:56.481735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:56.538475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:56.539290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:56.539372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:56.539406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:56.652880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:56.653044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:56.653089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:56.653118] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:56.656642] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-12-25T20:22:56.656934] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-25T20:22:56.657066] [INFO ] [sig       ] GAIA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:56.795720] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GAIA.txt
[2025-12-25T20:22:56.795860] [INFO ] [sig       ] [1339/3552] Completed GAIA in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.0m
[2025-12-25T20:22:56.795926] [INFO ] [sig       ] [1340/3552] Forecasting GAIN...
[2025-12-25T20:22:56.795959] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-25T20:22:56.795995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-25T20:22:56.808282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-25T20:22:56.808619] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-25T20:22:56.809407] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-25T20:22:56.809459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:56.809491] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:56.809517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:56.809591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:56.866109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:56.866738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:56.866816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:56.866847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:56.990877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:56.991068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:56.991125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:56.991162] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:56.995828] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2025-12-25T20:22:56.996190] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-25T20:22:56.996373] [INFO ] [sig       ] GAIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:22:57.139800] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GAIN.txt
[2025-12-25T20:22:57.139997] [INFO ] [sig       ] [1340/3552] Completed GAIN in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.0m
[2025-12-25T20:22:57.140046] [INFO ] [sig       ] [1341/3552] Forecasting GAM...
[2025-12-25T20:22:57.140076] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-25T20:22:57.140108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-25T20:22:57.152298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-25T20:22:57.152711] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-25T20:22:57.153507] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-25T20:22:57.153560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:57.153619] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:57.153646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:57.153704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:57.210060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:57.210972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:57.211059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:57.211092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:57.325509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:57.325678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:57.325718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:57.325746] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:57.329110] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=27.89%)
[2025-12-25T20:22:57.329409] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-25T20:22:57.329552] [INFO ] [sig       ] GAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:57.466730] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GAM.txt
[2025-12-25T20:22:57.466890] [INFO ] [sig       ] [1341/3552] Completed GAM in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.0m
[2025-12-25T20:22:57.466929] [INFO ] [sig       ] [1342/3552] Forecasting GAMB...
[2025-12-25T20:22:57.466958] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-25T20:22:57.466988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-25T20:22:57.478960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-25T20:22:57.479318] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-25T20:22:57.480084] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-25T20:22:57.480135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:57.480167] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:57.480194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:57.480253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:57.535910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:57.536595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:57.536674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:57.536706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:57.656884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:57.657042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:57.657082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:57.657174] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:57.660528] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=22.16%)
[2025-12-25T20:22:57.660826] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-25T20:22:57.660952] [INFO ] [sig       ] GAMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:57.800730] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GAMB.txt
[2025-12-25T20:22:57.800863] [INFO ] [sig       ] [1342/3552] Completed GAMB in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.0m
[2025-12-25T20:22:57.800902] [INFO ] [sig       ] [1343/3552] Forecasting GANX...
[2025-12-25T20:22:57.800931] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-25T20:22:57.800962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-25T20:22:57.813060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-25T20:22:57.813404] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-25T20:22:57.814170] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-25T20:22:57.814222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:57.814253] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:57.814279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:57.814336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:57.871451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:57.872083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:57.872163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:57.872195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:57.989637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:57.989788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:57.989846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:57.989875] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:57.993178] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=14.81%)
[2025-12-25T20:22:57.993446] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-25T20:22:57.993613] [INFO ] [sig       ] GANX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:58.135481] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GANX.txt
[2025-12-25T20:22:58.135651] [INFO ] [sig       ] [1343/3552] Completed GANX in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.0m
[2025-12-25T20:22:58.135699] [INFO ] [sig       ] [1344/3552] Forecasting GASS...
[2025-12-25T20:22:58.135728] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-25T20:22:58.135758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-25T20:22:58.147494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-25T20:22:58.147841] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-25T20:22:58.148634] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-25T20:22:58.148687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:58.148718] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:58.148746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:58.148807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:58.206383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:58.207085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:58.207164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:58.207197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:58.327230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:58.327383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:58.327423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:58.327452] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:58.334286] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=41.65%)
[2025-12-25T20:22:58.334642] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-25T20:22:58.334783] [INFO ] [sig       ] GASS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:58.472975] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GASS.txt
[2025-12-25T20:22:58.473148] [INFO ] [sig       ] [1344/3552] Completed GASS in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.0m
[2025-12-25T20:22:58.473198] [INFO ] [sig       ] [1345/3552] Forecasting GATX...
[2025-12-25T20:22:58.473229] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-25T20:22:58.473259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-25T20:22:58.485489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-25T20:22:58.485839] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-25T20:22:58.486636] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-25T20:22:58.486689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:58.486721] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:58.486748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:58.486806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:58.543378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:58.544220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:58.544307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:58.544341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:58.666395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:58.666548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:58.666606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:58.666636] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:58.670342] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-12-25T20:22:58.670794] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-25T20:22:58.670920] [INFO ] [sig       ] GATX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:58.814671] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GATX.txt
[2025-12-25T20:22:58.814870] [INFO ] [sig       ] [1345/3552] Completed GATX in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.0m
[2025-12-25T20:22:58.814923] [INFO ] [sig       ] [1346/3552] Forecasting GAUZ...
[2025-12-25T20:22:58.814958] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-25T20:22:58.814990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-25T20:22:58.827022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-25T20:22:58.827403] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-25T20:22:58.828208] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-25T20:22:58.828262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:58.828295] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:58.828323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:58.828381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:58.886772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:58.887656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:58.887740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:58.887774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:59.004806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:59.004960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:59.004999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:59.005027] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:59.008948] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-12-25T20:22:59.009247] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-25T20:22:59.009377] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:59.150293] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GAUZ.txt
[2025-12-25T20:22:59.150430] [INFO ] [sig       ] [1346/3552] Completed GAUZ in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.0m
[2025-12-25T20:22:59.150468] [INFO ] [sig       ] [1347/3552] Forecasting GBAB...
[2025-12-25T20:22:59.150496] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-25T20:22:59.150526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-25T20:22:59.162781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-25T20:22:59.163165] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-25T20:22:59.163938] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-25T20:22:59.163990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:59.164032] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:59.164060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:59.164118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:59.221056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:59.221699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:59.221779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:59.221813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:59.341866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:59.342022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:59.342064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:59.342093] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:59.345492] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=49.60%)
[2025-12-25T20:22:59.345784] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-25T20:22:59.345912] [INFO ] [sig       ] GBAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:59.488134] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GBAB.txt
[2025-12-25T20:22:59.488255] [INFO ] [sig       ] [1347/3552] Completed GBAB in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.0m
[2025-12-25T20:22:59.488295] [INFO ] [sig       ] [1348/3552] Forecasting GBCI...
[2025-12-25T20:22:59.488324] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-25T20:22:59.488355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-25T20:22:59.501955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-25T20:22:59.502303] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-25T20:22:59.503295] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-25T20:22:59.503347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:59.503378] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:59.503404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:59.503460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:59.564158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:59.565243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:59.565329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:59.565363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:22:59.689616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:22:59.689778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:22:59.689819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:22:59.689847] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:22:59.693331] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-12-25T20:22:59.693637] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-25T20:22:59.693773] [INFO ] [sig       ] GBCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:22:59.866792] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GBCI.txt
[2025-12-25T20:22:59.866973] [INFO ] [sig       ] [1348/3552] Completed GBCI in 0.4s | 2.84 sym/s | Total: 7.9m | ETA: 12.9m
[2025-12-25T20:22:59.867016] [INFO ] [sig       ] [1349/3552] Forecasting GBDC...
[2025-12-25T20:22:59.867045] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-25T20:22:59.867106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-25T20:22:59.880386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-25T20:22:59.880837] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-25T20:22:59.881642] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-25T20:22:59.881693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:22:59.881725] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:22:59.881762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:22:59.881826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:22:59.961427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:22:59.962706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:22:59.962892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:22:59.962949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:00.118209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:00.118406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:00.118458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:00.118495] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:00.123287] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=67.23%)
[2025-12-25T20:23:00.123769] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-25T20:23:00.123954] [INFO ] [sig       ] GBDC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:00.339216] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GBDC.txt
[2025-12-25T20:23:00.339440] [INFO ] [sig       ] [1349/3552] Completed GBDC in 0.5s | 2.84 sym/s | Total: 7.9m | ETA: 12.9m
[2025-12-25T20:23:00.339494] [INFO ] [sig       ] [1350/3552] Forecasting GBIO...
[2025-12-25T20:23:00.339531] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-25T20:23:00.339591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-25T20:23:00.355825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-25T20:23:00.356294] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-25T20:23:00.357221] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-25T20:23:00.357278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:00.357312] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:00.357340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:00.357400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:00.439836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:00.441169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:00.441294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:00.441351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:00.599980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:00.600189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:00.600250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:00.600297] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:00.605531] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=16.86%)
[2025-12-25T20:23:00.606015] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-25T20:23:00.606219] [INFO ] [sig       ] GBIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:00.806162] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GBIO.txt
[2025-12-25T20:23:00.806392] [INFO ] [sig       ] [1350/3552] Completed GBIO in 0.5s | 2.84 sym/s | Total: 7.9m | ETA: 12.9m
[2025-12-25T20:23:00.806501] [INFO ] [sig       ] [1351/3552] Forecasting GBTG...
[2025-12-25T20:23:00.806552] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-25T20:23:00.806621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-25T20:23:00.823063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-25T20:23:00.823544] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-25T20:23:00.824393] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-25T20:23:00.824446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:00.824478] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:00.824504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:00.824561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:00.909751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:00.910703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:00.910795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:00.910828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:01.040249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:01.040426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:01.040470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:01.040498] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:01.044319] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-25T20:23:01.044670] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-25T20:23:01.044808] [INFO ] [sig       ] GBTG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:01.199680] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GBTG.txt
[2025-12-25T20:23:01.199855] [INFO ] [sig       ] [1351/3552] Completed GBTG in 0.4s | 2.84 sym/s | Total: 7.9m | ETA: 12.9m
[2025-12-25T20:23:01.199942] [INFO ] [sig       ] [1352/3552] Forecasting GBX...
[2025-12-25T20:23:01.199979] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-25T20:23:01.200012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-25T20:23:01.213039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-25T20:23:01.213429] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-25T20:23:01.214259] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-25T20:23:01.214312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:01.214345] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:01.214371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:01.214430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:01.277466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:01.278272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:01.278360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:01.278394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:01.396733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:01.396891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:01.396932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:01.396966] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:01.400661] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-25T20:23:01.400984] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-25T20:23:01.401144] [INFO ] [sig       ] GBX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:01.554426] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GBX.txt
[2025-12-25T20:23:01.554658] [INFO ] [sig       ] [1352/3552] Completed GBX in 0.4s | 2.84 sym/s | Total: 7.9m | ETA: 12.9m
[2025-12-25T20:23:01.554741] [INFO ] [sig       ] [1353/3552] Forecasting GCBC...
[2025-12-25T20:23:01.554776] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-25T20:23:01.554809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-25T20:23:01.567358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-25T20:23:01.567766] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-25T20:23:01.568637] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-25T20:23:01.568690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:01.568724] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:01.568753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:01.568813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:01.632552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:01.633426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:01.633511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:01.633546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:01.756030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:01.756191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:01.756233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:01.756263] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:01.760019] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=39.07%)
[2025-12-25T20:23:01.760336] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-25T20:23:01.760490] [INFO ] [sig       ] GCBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:01.918324] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GCBC.txt
[2025-12-25T20:23:01.918504] [INFO ] [sig       ] [1353/3552] Completed GCBC in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 12.9m
[2025-12-25T20:23:01.918553] [INFO ] [sig       ] [1354/3552] Forecasting GCMG...
[2025-12-25T20:23:01.918603] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-25T20:23:01.918639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-25T20:23:01.931789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-25T20:23:01.932177] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-25T20:23:01.933073] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-25T20:23:01.933128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:01.933159] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:01.933186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:01.933244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:01.996436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:01.997423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:01.997530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:01.997601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:02.127999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:02.128162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:02.128201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:02.128247] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:02.132911] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=73.43%)
[2025-12-25T20:23:02.133203] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-25T20:23:02.133335] [INFO ] [sig       ] GCMG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:02.276630] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GCMG.txt
[2025-12-25T20:23:02.276796] [INFO ] [sig       ] [1354/3552] Completed GCMG in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 12.9m
[2025-12-25T20:23:02.276837] [INFO ] [sig       ] [1355/3552] Forecasting GCO...
[2025-12-25T20:23:02.276866] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-25T20:23:02.276898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-25T20:23:02.289008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-25T20:23:02.289365] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-25T20:23:02.290157] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-25T20:23:02.290208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:02.290241] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:02.290268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:02.290325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:02.346785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:02.347618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:02.347702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:02.347734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:02.464986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:02.465145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:02.465188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:02.465218] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:02.468593] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=69.17%)
[2025-12-25T20:23:02.468867] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-25T20:23:02.468991] [INFO ] [sig       ] GCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:02.608267] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GCO.txt
[2025-12-25T20:23:02.608422] [INFO ] [sig       ] [1355/3552] Completed GCO in 0.3s | 2.84 sym/s | Total: 8.0m | ETA: 12.9m
[2025-12-25T20:23:02.608461] [INFO ] [sig       ] [1356/3552] Forecasting GD...
[2025-12-25T20:23:02.608490] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-25T20:23:02.608521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-25T20:23:02.621253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-25T20:23:02.621842] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-25T20:23:02.622623] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-25T20:23:02.622674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:02.622773] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:02.622802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:02.622860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:02.679684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:02.680538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:02.680658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:02.680693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:02.797291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:02.797451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:02.797489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:02.797518] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:02.800961] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-12-25T20:23:02.801247] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-25T20:23:02.801373] [INFO ] [sig       ] GD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:02.940289] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GD.txt
[2025-12-25T20:23:02.940452] [INFO ] [sig       ] [1356/3552] Completed GD in 0.3s | 2.84 sym/s | Total: 8.0m | ETA: 12.9m
[2025-12-25T20:23:02.940493] [INFO ] [sig       ] [1357/3552] Forecasting GDC...
[2025-12-25T20:23:02.940523] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-25T20:23:02.940555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-25T20:23:02.952717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-25T20:23:02.953096] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-25T20:23:02.953949] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-25T20:23:02.954003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:02.954040] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:02.954069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:02.954129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:03.013304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:03.014198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:03.014281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:03.014315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:03.139061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:03.139246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:03.139285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:03.139313] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:03.142676] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-12-25T20:23:03.142964] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-25T20:23:03.143089] [INFO ] [sig       ] GDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:03.289311] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GDC.txt
[2025-12-25T20:23:03.289467] [INFO ] [sig       ] [1357/3552] Completed GDC in 0.3s | 2.84 sym/s | Total: 8.0m | ETA: 12.9m
[2025-12-25T20:23:03.289507] [INFO ] [sig       ] [1358/3552] Forecasting GDDY...
[2025-12-25T20:23:03.289536] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-25T20:23:03.289567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-25T20:23:03.302189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-25T20:23:03.302503] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-25T20:23:03.303338] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-25T20:23:03.303391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:03.303425] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:03.303463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:03.303524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:03.362679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:03.363369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:03.363451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:03.363483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:03.487763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:03.487927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:03.487968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:03.487997] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:03.491430] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: DOWN (p=9.48%)
[2025-12-25T20:23:03.491724] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-25T20:23:03.491856] [INFO ] [sig       ] GDDY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:03.640268] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GDDY.txt
[2025-12-25T20:23:03.640427] [INFO ] [sig       ] [1358/3552] Completed GDDY in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 12.9m
[2025-12-25T20:23:03.640467] [INFO ] [sig       ] [1359/3552] Forecasting GDEN...
[2025-12-25T20:23:03.640496] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-25T20:23:03.640529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-25T20:23:03.654552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-25T20:23:03.655180] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-25T20:23:03.656178] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-25T20:23:03.656231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:03.656262] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:03.656289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:03.656346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:03.712604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:03.713433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:03.713541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:03.713591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:03.832377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:03.832541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:03.832599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:03.832669] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:03.836081] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-25T20:23:03.836385] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-25T20:23:03.836515] [INFO ] [sig       ] GDEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:03.975478] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GDEN.txt
[2025-12-25T20:23:03.975628] [INFO ] [sig       ] [1359/3552] Completed GDEN in 0.3s | 2.84 sym/s | Total: 8.0m | ETA: 12.9m
[2025-12-25T20:23:03.975669] [INFO ] [sig       ] [1360/3552] Forecasting GDRX...
[2025-12-25T20:23:03.975700] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-25T20:23:03.975731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-25T20:23:03.987968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-25T20:23:03.988283] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-25T20:23:03.989289] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-25T20:23:03.989342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:03.989373] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:03.989399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:03.989456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:04.045238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:04.045838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:04.045915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:04.045946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:04.160318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:04.160444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:04.160479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:04.160507] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:04.163709] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: DOWN (p=28.97%)
[2025-12-25T20:23:04.163981] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-25T20:23:04.164103] [INFO ] [sig       ] GDRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:04.306074] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GDRX.txt
[2025-12-25T20:23:04.306238] [INFO ] [sig       ] [1360/3552] Completed GDRX in 0.3s | 2.84 sym/s | Total: 8.0m | ETA: 12.9m
[2025-12-25T20:23:04.306286] [INFO ] [sig       ] [1361/3552] Forecasting GDS...
[2025-12-25T20:23:04.306321] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-25T20:23:04.306352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-25T20:23:04.319161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-25T20:23:04.319498] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-25T20:23:04.320357] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-25T20:23:04.320408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:04.320440] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:04.320467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:04.320525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:04.378344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:04.379258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:04.379344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:04.379378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:04.502557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:04.502715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:04.502755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:04.502786] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:04.506135] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=22.90%)
[2025-12-25T20:23:04.506416] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-25T20:23:04.506544] [INFO ] [sig       ] GDS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:04.644948] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GDS.txt
[2025-12-25T20:23:04.645089] [INFO ] [sig       ] [1361/3552] Completed GDS in 0.3s | 2.84 sym/s | Total: 8.0m | ETA: 12.9m
[2025-12-25T20:23:04.645129] [INFO ] [sig       ] [1362/3552] Forecasting GDYN...
[2025-12-25T20:23:04.645165] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-25T20:23:04.645214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-25T20:23:04.657090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-25T20:23:04.657440] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-25T20:23:04.658207] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-25T20:23:04.658259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:04.658290] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:04.658316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:04.658373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:04.714221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:04.714888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:04.714968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:04.715000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:04.841625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:04.841792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:04.841832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:04.841860] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:04.845246] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: UP (p=51.36%)
[2025-12-25T20:23:04.845527] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-25T20:23:04.845674] [INFO ] [sig       ] GDYN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:04.994584] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GDYN.txt
[2025-12-25T20:23:04.994756] [INFO ] [sig       ] [1362/3552] Completed GDYN in 0.3s | 2.84 sym/s | Total: 8.0m | ETA: 12.9m
[2025-12-25T20:23:04.994796] [INFO ] [sig       ] [1363/3552] Forecasting GE...
[2025-12-25T20:23:04.994826] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-25T20:23:04.994857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-25T20:23:05.007131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-25T20:23:05.007534] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-25T20:23:05.008364] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-25T20:23:05.008416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:05.008447] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:05.008474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:05.008531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:05.070429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:05.071429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:05.071530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:05.071569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:05.202390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:05.202556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:05.202613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:05.202643] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:05.205930] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2025-12-25T20:23:05.206202] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-25T20:23:05.206323] [INFO ] [sig       ] GE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:05.348557] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GE.txt
[2025-12-25T20:23:05.348736] [INFO ] [sig       ] [1363/3552] Completed GE in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 12.9m
[2025-12-25T20:23:05.348782] [INFO ] [sig       ] [1364/3552] Forecasting GECC...
[2025-12-25T20:23:05.348813] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-25T20:23:05.348844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-25T20:23:05.361043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-25T20:23:05.361366] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-25T20:23:05.362375] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-25T20:23:05.362432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:05.362465] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:05.362493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:05.362551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:05.423197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:05.424050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:05.424132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:05.424165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:05.547257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:05.547419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:05.547458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:05.547488] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:05.550918] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=26.68%)
[2025-12-25T20:23:05.551203] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-25T20:23:05.551351] [INFO ] [sig       ] GECC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:05.695424] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GECC.txt
[2025-12-25T20:23:05.695606] [INFO ] [sig       ] [1364/3552] Completed GECC in 0.3s | 2.84 sym/s | Total: 8.0m | ETA: 12.9m
[2025-12-25T20:23:05.695651] [INFO ] [sig       ] [1365/3552] Forecasting GEF...
[2025-12-25T20:23:05.695681] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-25T20:23:05.695722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-25T20:23:05.708468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-25T20:23:05.708858] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-25T20:23:05.709679] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-25T20:23:05.709731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:05.709762] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:05.709788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:05.709846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:05.772170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:05.773093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:05.773179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:05.773211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:05.892471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:05.892653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:05.892694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:05.892723] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:05.896158] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-12-25T20:23:05.896477] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-25T20:23:05.896627] [INFO ] [sig       ] GEF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:06.036483] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GEF.txt
[2025-12-25T20:23:06.036654] [INFO ] [sig       ] [1365/3552] Completed GEF in 0.3s | 2.84 sym/s | Total: 8.0m | ETA: 12.9m
[2025-12-25T20:23:06.036697] [INFO ] [sig       ] [1366/3552] Forecasting GEHC...
[2025-12-25T20:23:06.036764] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-25T20:23:06.036798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-25T20:23:06.048911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-25T20:23:06.049275] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-25T20:23:06.050079] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-25T20:23:06.050141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:06.050173] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:06.050202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:06.050261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:06.108133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:06.108819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:06.108928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:06.108963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:06.231989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:06.232166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:06.232207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:06.232235] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:06.236031] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=89.12%)
[2025-12-25T20:23:06.236302] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-25T20:23:06.236424] [INFO ] [sig       ] GEHC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:06.379364] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GEHC.txt
[2025-12-25T20:23:06.379533] [INFO ] [sig       ] [1366/3552] Completed GEHC in 0.3s | 2.84 sym/s | Total: 8.0m | ETA: 12.8m
[2025-12-25T20:23:06.379596] [INFO ] [sig       ] [1367/3552] Forecasting GEL...
[2025-12-25T20:23:06.379660] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-25T20:23:06.379694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-25T20:23:06.391748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-25T20:23:06.392062] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-25T20:23:06.393026] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-25T20:23:06.393077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:06.393108] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:06.393135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:06.393192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:06.457305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:06.458079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:06.458166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:06.458201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:06.578883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:06.579046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:06.579089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:06.579143] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:06.582620] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-25T20:23:06.582928] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-25T20:23:06.583060] [INFO ] [sig       ] GEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:06.735191] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GEL.txt
[2025-12-25T20:23:06.735365] [INFO ] [sig       ] [1367/3552] Completed GEL in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 12.8m
[2025-12-25T20:23:06.735407] [INFO ] [sig       ] [1368/3552] Forecasting GEN...
[2025-12-25T20:23:06.735437] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-25T20:23:06.735468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-25T20:23:06.747745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-25T20:23:06.748116] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-25T20:23:06.748910] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-25T20:23:06.748961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:06.748993] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:06.749019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:06.749077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:06.807946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:06.808800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:06.808883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:06.808918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:06.927567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:06.927766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:06.927806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:06.927834] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:06.931240] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-12-25T20:23:06.931514] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-25T20:23:06.931656] [INFO ] [sig       ] GEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:07.074839] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GEN.txt
[2025-12-25T20:23:07.074966] [INFO ] [sig       ] [1368/3552] Completed GEN in 0.3s | 2.84 sym/s | Total: 8.0m | ETA: 12.8m
[2025-12-25T20:23:07.075014] [INFO ] [sig       ] [1369/3552] Forecasting GENI...
[2025-12-25T20:23:07.075044] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-25T20:23:07.075074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-25T20:23:07.087212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-25T20:23:07.087545] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-25T20:23:07.088329] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-25T20:23:07.088380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:07.088413] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:07.088445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:07.088525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:07.148784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:07.149722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:07.149802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:07.149835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:07.266107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:07.266273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:07.266315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:07.266344] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:07.269877] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=59.40%)
[2025-12-25T20:23:07.270188] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-25T20:23:07.270320] [INFO ] [sig       ] GENI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:07.417357] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GENI.txt
[2025-12-25T20:23:07.417567] [INFO ] [sig       ] [1369/3552] Completed GENI in 0.3s | 2.84 sym/s | Total: 8.0m | ETA: 12.8m
[2025-12-25T20:23:07.417630] [INFO ] [sig       ] [1370/3552] Forecasting GENK...
[2025-12-25T20:23:07.417662] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-25T20:23:07.417692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-25T20:23:07.430196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-25T20:23:07.430639] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-25T20:23:07.431438] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-25T20:23:07.431491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:07.431523] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:07.431549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:07.431626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:07.487589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:07.488469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:07.488554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:07.488605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:07.612025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:07.612186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:07.612228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:07.612256] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:07.615598] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-12-25T20:23:07.615868] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-25T20:23:07.615988] [INFO ] [sig       ] GENK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:07.753379] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GENK.txt
[2025-12-25T20:23:07.753512] [INFO ] [sig       ] [1370/3552] Completed GENK in 0.3s | 2.84 sym/s | Total: 8.0m | ETA: 12.8m
[2025-12-25T20:23:07.753550] [INFO ] [sig       ] [1371/3552] Forecasting GEOS...
[2025-12-25T20:23:07.753600] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-25T20:23:07.753638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-25T20:23:07.766767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-25T20:23:07.767173] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-25T20:23:07.768049] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-25T20:23:07.768115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:07.768150] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:07.768179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:07.768237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:07.830538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:07.831494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:07.831600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:07.831640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:07.956632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:07.956798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:07.956840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:07.956870] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:07.960418] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=27.90%)
[2025-12-25T20:23:07.960768] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-25T20:23:07.960914] [INFO ] [sig       ] GEOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:08.109526] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GEOS.txt
[2025-12-25T20:23:08.109696] [INFO ] [sig       ] [1371/3552] Completed GEOS in 0.4s | 2.84 sym/s | Total: 8.1m | ETA: 12.8m
[2025-12-25T20:23:08.109740] [INFO ] [sig       ] [1372/3552] Forecasting GERN...
[2025-12-25T20:23:08.109774] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-25T20:23:08.109805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-25T20:23:08.123229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-25T20:23:08.123666] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-25T20:23:08.124471] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-25T20:23:08.124528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:08.124562] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:08.124619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:08.124679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:08.188528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:08.189435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:08.189526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:08.189569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:08.320252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:08.320410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:08.320462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:08.320509] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:08.324229] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=36.61%)
[2025-12-25T20:23:08.324506] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-25T20:23:08.324650] [INFO ] [sig       ] GERN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:08.473090] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GERN.txt
[2025-12-25T20:23:08.473244] [INFO ] [sig       ] [1372/3552] Completed GERN in 0.4s | 2.84 sym/s | Total: 8.1m | ETA: 12.8m
[2025-12-25T20:23:08.473285] [INFO ] [sig       ] [1373/3552] Forecasting GES...
[2025-12-25T20:23:08.473317] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-25T20:23:08.473377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-25T20:23:08.486422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-25T20:23:08.486811] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-25T20:23:08.487657] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-25T20:23:08.487711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:08.487772] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:08.487802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:08.487872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:08.549992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:08.550791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:08.550874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:08.550908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:08.676098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:08.676259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:08.676300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:08.676329] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:08.679976] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=69.32%)
[2025-12-25T20:23:08.680267] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-25T20:23:08.680391] [INFO ] [sig       ] GES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:08.818721] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GES.txt
[2025-12-25T20:23:08.818873] [INFO ] [sig       ] [1373/3552] Completed GES in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 12.8m
[2025-12-25T20:23:08.818912] [INFO ] [sig       ] [1374/3552] Forecasting GEVO...
[2025-12-25T20:23:08.818942] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-25T20:23:08.819000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-25T20:23:08.834853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-25T20:23:08.835219] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-25T20:23:08.836143] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-25T20:23:08.836207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:08.836241] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:08.836267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:08.836325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:08.895313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:08.896199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:08.896285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:08.896320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:09.019343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:09.019503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:09.019548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:09.019597] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:09.023008] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-25T20:23:09.023296] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-25T20:23:09.023424] [INFO ] [sig       ] GEVO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:09.162994] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GEVO.txt
[2025-12-25T20:23:09.163166] [INFO ] [sig       ] [1374/3552] Completed GEVO in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 12.8m
[2025-12-25T20:23:09.163215] [INFO ] [sig       ] [1375/3552] Forecasting GFF...
[2025-12-25T20:23:09.163249] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-25T20:23:09.163313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-25T20:23:09.175907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-25T20:23:09.176306] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-25T20:23:09.177135] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-25T20:23:09.177187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:09.177219] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:09.177245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:09.177303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:09.232738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:09.233491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:09.233590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:09.233626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:09.350422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:09.350598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:09.350640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:09.350669] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:09.354015] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=15.06%)
[2025-12-25T20:23:09.354288] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-25T20:23:09.354412] [INFO ] [sig       ] GFF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:09.492163] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GFF.txt
[2025-12-25T20:23:09.492315] [INFO ] [sig       ] [1375/3552] Completed GFF in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 12.8m
[2025-12-25T20:23:09.492377] [INFO ] [sig       ] [1376/3552] Forecasting GFI...
[2025-12-25T20:23:09.492410] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-25T20:23:09.492441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-25T20:23:09.505416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-25T20:23:09.506014] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-25T20:23:09.506802] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-25T20:23:09.506854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:09.506886] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:09.506911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:09.506968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:09.565489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:09.566342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:09.566434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:09.566471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:09.693608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:09.693762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:09.693802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:09.693864] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:09.697208] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=22.64%)
[2025-12-25T20:23:09.697497] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-25T20:23:09.697649] [INFO ] [sig       ] GFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:09.838277] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GFI.txt
[2025-12-25T20:23:09.838436] [INFO ] [sig       ] [1376/3552] Completed GFI in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 12.8m
[2025-12-25T20:23:09.838476] [INFO ] [sig       ] [1377/3552] Forecasting GFL...
[2025-12-25T20:23:09.838507] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-25T20:23:09.838538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-25T20:23:09.851102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-25T20:23:09.851471] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-25T20:23:09.852242] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-25T20:23:09.852295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:09.852326] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:09.852352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:09.852409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:09.910881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:09.911828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:09.911921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:09.911955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:10.035989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:10.036154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:10.036195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:10.036225] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:10.039763] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-25T20:23:10.040051] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-25T20:23:10.040179] [INFO ] [sig       ] GFL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:10.186402] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GFL.txt
[2025-12-25T20:23:10.186604] [INFO ] [sig       ] [1377/3552] Completed GFL in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 12.8m
[2025-12-25T20:23:10.186657] [INFO ] [sig       ] [1378/3552] Forecasting GFS...
[2025-12-25T20:23:10.186721] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-25T20:23:10.186753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-25T20:23:10.199068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-25T20:23:10.203095] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-25T20:23:10.204256] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-25T20:23:10.204323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:10.204371] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:10.204413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:10.204494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:10.264450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:10.265613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:10.265908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:10.265944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:10.393286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:10.393452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:10.393513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:10.393544] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:10.397103] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-12-25T20:23:10.397421] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-25T20:23:10.397559] [INFO ] [sig       ] GFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:10.549999] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GFS.txt
[2025-12-25T20:23:10.550187] [INFO ] [sig       ] [1378/3552] Completed GFS in 0.4s | 2.84 sym/s | Total: 8.1m | ETA: 12.8m
[2025-12-25T20:23:10.550233] [INFO ] [sig       ] [1379/3552] Forecasting GGAL...
[2025-12-25T20:23:10.550265] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-25T20:23:10.550336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-25T20:23:10.563911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-25T20:23:10.564263] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-25T20:23:10.565135] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-25T20:23:10.565190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:10.565222] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:10.565250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:10.565313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:10.628293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:10.629506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:10.629626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:10.629680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:10.753921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:10.754077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:10.754119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:10.754148] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:10.757633] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-25T20:23:10.757912] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-25T20:23:10.758038] [INFO ] [sig       ] GGAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:10.912481] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GGAL.txt
[2025-12-25T20:23:10.912723] [INFO ] [sig       ] [1379/3552] Completed GGAL in 0.4s | 2.84 sym/s | Total: 8.1m | ETA: 12.8m
[2025-12-25T20:23:10.912778] [INFO ] [sig       ] [1380/3552] Forecasting GGB...
[2025-12-25T20:23:10.912843] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-25T20:23:10.912877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-25T20:23:10.926467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-25T20:23:10.926860] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-25T20:23:10.927794] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-25T20:23:10.927847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:10.927881] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:10.927908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:10.927967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:10.987997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:10.988783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:10.988880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:10.988915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:11.111436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:11.111613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:11.111656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:11.111684] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:11.115000] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=12.25%)
[2025-12-25T20:23:11.115270] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-25T20:23:11.115392] [INFO ] [sig       ] GGB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:11.262487] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GGB.txt
[2025-12-25T20:23:11.262683] [INFO ] [sig       ] [1380/3552] Completed GGB in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 12.8m
[2025-12-25T20:23:11.262736] [INFO ] [sig       ] [1381/3552] Forecasting GGG...
[2025-12-25T20:23:11.262768] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-25T20:23:11.262798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-25T20:23:11.275037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-25T20:23:11.275405] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-25T20:23:11.276212] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-25T20:23:11.276264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:11.276297] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:11.276325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:11.276383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:11.336032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:11.336924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:11.337010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:11.337044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:11.458838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:11.458998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:11.459057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:11.459087] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:11.462659] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=26.68%)
[2025-12-25T20:23:11.462974] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-25T20:23:11.463112] [INFO ] [sig       ] GGG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:11.614023] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GGG.txt
[2025-12-25T20:23:11.614197] [INFO ] [sig       ] [1381/3552] Completed GGG in 0.4s | 2.84 sym/s | Total: 8.1m | ETA: 12.8m
[2025-12-25T20:23:11.614239] [INFO ] [sig       ] [1382/3552] Forecasting GGLL...
[2025-12-25T20:23:11.614296] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-25T20:23:11.614326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-25T20:23:11.626084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-25T20:23:11.626427] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-25T20:23:11.627246] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-25T20:23:11.627298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:11.627341] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:11.627369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:11.627426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:11.684978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:11.685775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:11.685858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:11.685890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:11.805027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:11.805219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:11.805284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:11.805327] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:11.810648] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=6.95%)
[2025-12-25T20:23:11.811220] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-25T20:23:11.811368] [INFO ] [sig       ] GGLL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:11.966800] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GGLL.txt
[2025-12-25T20:23:11.966945] [INFO ] [sig       ] [1382/3552] Completed GGLL in 0.4s | 2.84 sym/s | Total: 8.1m | ETA: 12.8m
[2025-12-25T20:23:11.966984] [INFO ] [sig       ] [1383/3552] Forecasting GGLS...
[2025-12-25T20:23:11.967016] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-25T20:23:11.967045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-25T20:23:11.978696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-25T20:23:11.979029] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-25T20:23:11.979883] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-25T20:23:11.979936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:11.979969] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:11.979998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:11.980058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:12.039837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:12.040736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:12.040864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:12.040898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:12.162780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:12.162938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:12.162979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:12.163008] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:12.167007] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-25T20:23:12.167346] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-25T20:23:12.167501] [INFO ] [sig       ] GGLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:12.316888] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GGLS.txt
[2025-12-25T20:23:12.317059] [INFO ] [sig       ] [1383/3552] Completed GGLS in 0.4s | 2.84 sym/s | Total: 8.1m | ETA: 12.7m
[2025-12-25T20:23:12.317166] [INFO ] [sig       ] [1384/3552] Forecasting GH...
[2025-12-25T20:23:12.317209] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-25T20:23:12.317240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-25T20:23:12.329166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-25T20:23:12.329605] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-25T20:23:12.330595] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-25T20:23:12.330650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:12.330682] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:12.330710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:12.330768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:12.389190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:12.390089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:12.390170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:12.390202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:12.514517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:12.514702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:12.514746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:12.514776] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:12.518369] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-25T20:23:12.518755] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-25T20:23:12.518901] [INFO ] [sig       ] GH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:12.665163] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GH.txt
[2025-12-25T20:23:12.665341] [INFO ] [sig       ] [1384/3552] Completed GH in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 12.7m
[2025-12-25T20:23:12.665412] [INFO ] [sig       ] [1385/3552] Forecasting GHI...
[2025-12-25T20:23:12.665449] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-25T20:23:12.665480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-25T20:23:12.678051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-25T20:23:12.678464] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-25T20:23:12.679381] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-25T20:23:12.679443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:12.679477] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:12.679504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:12.679562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:12.737107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:12.738028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:12.738116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:12.738150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:12.860461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:12.860643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:12.860686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:12.860715] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:12.864150] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-25T20:23:12.864455] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-25T20:23:12.864609] [INFO ] [sig       ] GHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:13.012045] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GHI.txt
[2025-12-25T20:23:13.012190] [INFO ] [sig       ] [1385/3552] Completed GHI in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 12.7m
[2025-12-25T20:23:13.012229] [INFO ] [sig       ] [1386/3552] Forecasting GHM...
[2025-12-25T20:23:13.012265] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-25T20:23:13.012296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-25T20:23:13.025198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-25T20:23:13.025567] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-25T20:23:13.026395] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-25T20:23:13.026447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:13.026479] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:13.026505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:13.026562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:13.084105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:13.084868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:13.084950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:13.084981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:13.205700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:13.205857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:13.205898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:13.205927] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:13.209387] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-25T20:23:13.209719] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-25T20:23:13.209854] [INFO ] [sig       ] GHM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:13.350924] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GHM.txt
[2025-12-25T20:23:13.351121] [INFO ] [sig       ] [1386/3552] Completed GHM in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 12.7m
[2025-12-25T20:23:13.351165] [INFO ] [sig       ] [1387/3552] Forecasting GHRS...
[2025-12-25T20:23:13.351197] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-25T20:23:13.351228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-25T20:23:13.364055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-25T20:23:13.364440] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-25T20:23:13.365459] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-25T20:23:13.365526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:13.365562] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:13.365609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:13.365670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:13.424688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:13.425564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:13.425672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:13.425707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:13.557814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:13.557972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:13.558012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:13.558042] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:13.561486] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=63.99%)
[2025-12-25T20:23:13.561810] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-25T20:23:13.562131] [INFO ] [sig       ] GHRS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:13.706887] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GHRS.txt
[2025-12-25T20:23:13.707068] [INFO ] [sig       ] [1387/3552] Completed GHRS in 0.4s | 2.84 sym/s | Total: 8.1m | ETA: 12.7m
[2025-12-25T20:23:13.707110] [INFO ] [sig       ] [1388/3552] Forecasting GHY...
[2025-12-25T20:23:13.707142] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-25T20:23:13.707176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-25T20:23:13.719348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-25T20:23:13.719752] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-25T20:23:13.720502] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-25T20:23:13.720554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:13.720605] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:13.720633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:13.720691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:13.777220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:13.778088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:13.778168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:13.778200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:13.894960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:13.895122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:13.895161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:13.895190] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:13.898524] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=60.61%)
[2025-12-25T20:23:13.898823] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-25T20:23:13.898946] [INFO ] [sig       ] GHY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:14.038929] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GHY.txt
[2025-12-25T20:23:14.039094] [INFO ] [sig       ] [1388/3552] Completed GHY in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.7m
[2025-12-25T20:23:14.039157] [INFO ] [sig       ] [1389/3552] Forecasting GIB...
[2025-12-25T20:23:14.039189] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-25T20:23:14.039244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-25T20:23:14.051309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-25T20:23:14.051681] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-25T20:23:14.052421] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-25T20:23:14.052473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:14.052504] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:14.052531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:14.052617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:14.111858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:14.112749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:14.112849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:14.112885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:14.231065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:14.231228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:14.231267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:14.231314] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:14.234675] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=64.19%)
[2025-12-25T20:23:14.234951] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-25T20:23:14.235077] [INFO ] [sig       ] GIB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:14.375108] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GIB.txt
[2025-12-25T20:23:14.375269] [INFO ] [sig       ] [1389/3552] Completed GIB in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.7m
[2025-12-25T20:23:14.375309] [INFO ] [sig       ] [1390/3552] Forecasting GIFI...
[2025-12-25T20:23:14.375340] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-25T20:23:14.375396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-25T20:23:14.387291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-25T20:23:14.387700] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-25T20:23:14.388507] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-25T20:23:14.388560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:14.388638] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:14.388665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:14.388723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:14.446709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:14.447615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:14.447698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:14.447750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:14.566259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:14.566441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:14.566481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:14.566510] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:14.569946] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=89.13%)
[2025-12-25T20:23:14.570245] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-25T20:23:14.570377] [INFO ] [sig       ] GIFI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:14.716706] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GIFI.txt
[2025-12-25T20:23:14.716868] [INFO ] [sig       ] [1390/3552] Completed GIFI in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.7m
[2025-12-25T20:23:14.716909] [INFO ] [sig       ] [1391/3552] Forecasting GIII...
[2025-12-25T20:23:14.716939] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-25T20:23:14.716969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-25T20:23:14.729358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-25T20:23:14.729765] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-25T20:23:14.730524] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-25T20:23:14.730595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:14.730636] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:14.730669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:14.730739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:14.787586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:14.788445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:14.788528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:14.788560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:14.909684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:14.909845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:14.909884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:14.909912] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:14.913235] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2025-12-25T20:23:14.913505] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-25T20:23:14.913647] [INFO ] [sig       ] GIII: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:15.052921] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GIII.txt
[2025-12-25T20:23:15.053063] [INFO ] [sig       ] [1391/3552] Completed GIII in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.7m
[2025-12-25T20:23:15.053103] [INFO ] [sig       ] [1392/3552] Forecasting GIL...
[2025-12-25T20:23:15.053141] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-25T20:23:15.053171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-25T20:23:15.065366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-25T20:23:15.065706] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-25T20:23:15.066451] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-25T20:23:15.066502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:15.066535] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:15.066562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:15.066640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:15.121938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:15.122523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:15.122618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:15.122655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:15.246543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:15.246734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:15.246774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:15.246802] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:15.250305] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-25T20:23:15.250596] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-25T20:23:15.250754] [INFO ] [sig       ] GIL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:15.388607] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GIL.txt
[2025-12-25T20:23:15.388736] [INFO ] [sig       ] [1392/3552] Completed GIL in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.7m
[2025-12-25T20:23:15.388776] [INFO ] [sig       ] [1393/3552] Forecasting GILD...
[2025-12-25T20:23:15.388806] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-25T20:23:15.388859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-25T20:23:15.401791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-25T20:23:15.402119] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-25T20:23:15.402892] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-25T20:23:15.402944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:15.402975] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:15.403001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:15.403069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:15.459620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:15.460326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:15.460406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:15.460437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:15.579044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:15.579212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:15.579255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:15.579315] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:15.582671] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-25T20:23:15.582939] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-25T20:23:15.583080] [INFO ] [sig       ] GILD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:15.732253] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GILD.txt
[2025-12-25T20:23:15.732403] [INFO ] [sig       ] [1393/3552] Completed GILD in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.7m
[2025-12-25T20:23:15.732443] [INFO ] [sig       ] [1394/3552] Forecasting GIS...
[2025-12-25T20:23:15.732473] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-25T20:23:15.732598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-25T20:23:15.743870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-25T20:23:15.744214] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-25T20:23:15.744999] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-25T20:23:15.745054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:15.745099] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:15.745135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:15.745211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:15.802162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:15.802865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:15.802944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:15.802976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:15.926142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:15.926335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:15.926378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:15.926408] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:15.929904] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-25T20:23:15.930181] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-25T20:23:15.930317] [INFO ] [sig       ] GIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:16.073915] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GIS.txt
[2025-12-25T20:23:16.074069] [INFO ] [sig       ] [1394/3552] Completed GIS in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.7m
[2025-12-25T20:23:16.074109] [INFO ] [sig       ] [1395/3552] Forecasting GKOS...
[2025-12-25T20:23:16.074140] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-25T20:23:16.074198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-25T20:23:16.086316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-25T20:23:16.086678] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-25T20:23:16.087431] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-25T20:23:16.087493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:16.087525] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:16.087551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:16.087637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:16.146365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:16.147225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:16.147314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:16.147348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:16.267706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:16.267865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:16.267905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:16.267934] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:16.271340] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=17.71%)
[2025-12-25T20:23:16.271704] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-25T20:23:16.271834] [INFO ] [sig       ] GKOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:16.409833] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GKOS.txt
[2025-12-25T20:23:16.410011] [INFO ] [sig       ] [1395/3552] Completed GKOS in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.7m
[2025-12-25T20:23:16.410082] [INFO ] [sig       ] [1396/3552] Forecasting GL...
[2025-12-25T20:23:16.410114] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-25T20:23:16.410145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-25T20:23:16.422594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-25T20:23:16.423080] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-25T20:23:16.424084] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-25T20:23:16.424136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:16.424167] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:16.424193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:16.424250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:16.481838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:16.482505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:16.482601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:16.482641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:16.607042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:16.607229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:16.607276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:16.607305] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:16.610769] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=21.60%)
[2025-12-25T20:23:16.611043] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-25T20:23:16.611163] [INFO ] [sig       ] GL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:16.749243] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GL.txt
[2025-12-25T20:23:16.749381] [INFO ] [sig       ] [1396/3552] Completed GL in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.7m
[2025-12-25T20:23:16.749420] [INFO ] [sig       ] [1397/3552] Forecasting GLAD...
[2025-12-25T20:23:16.749450] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-25T20:23:16.749481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-25T20:23:16.761420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-25T20:23:16.761776] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-25T20:23:16.762513] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-25T20:23:16.762565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:16.762616] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:16.762643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:16.762703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:16.819522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:16.820188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:16.820265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:16.820298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:16.935408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:16.935560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:16.935619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:16.935649] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:16.938977] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=57.92%)
[2025-12-25T20:23:16.939266] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-25T20:23:16.939394] [INFO ] [sig       ] GLAD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:17.077666] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GLAD.txt
[2025-12-25T20:23:17.077822] [INFO ] [sig       ] [1397/3552] Completed GLAD in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.7m
[2025-12-25T20:23:17.077862] [INFO ] [sig       ] [1398/3552] Forecasting GLBE...
[2025-12-25T20:23:17.077893] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-25T20:23:17.077922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-25T20:23:17.089693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-25T20:23:17.090017] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-25T20:23:17.090843] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-25T20:23:17.090906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:17.090945] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:17.090978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:17.091040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:17.147489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:17.148101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:17.148177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:17.148210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:17.274457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:17.274654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:17.274699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:17.274726] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:17.278260] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: DOWN (p=30.10%)
[2025-12-25T20:23:17.278566] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-25T20:23:17.278716] [INFO ] [sig       ] GLBE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:17.418639] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLBE.txt
[2025-12-25T20:23:17.418803] [INFO ] [sig       ] [1398/3552] Completed GLBE in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.7m
[2025-12-25T20:23:17.418844] [INFO ] [sig       ] [1399/3552] Forecasting GLBS...
[2025-12-25T20:23:17.418874] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-25T20:23:17.418905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-25T20:23:17.434065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-25T20:23:17.434476] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-25T20:23:17.435454] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-25T20:23:17.435517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:17.435558] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:17.435618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:17.435702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:17.497532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:17.498150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:17.498227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:17.498259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:17.606529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:17.606658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:17.606694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:17.606722] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:17.609879] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: UP (p=90.45%)
[2025-12-25T20:23:17.610143] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-25T20:23:17.610261] [INFO ] [sig       ] GLBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:17.747541] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GLBS.txt
[2025-12-25T20:23:17.747677] [INFO ] [sig       ] [1399/3552] Completed GLBS in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.6m
[2025-12-25T20:23:17.747716] [INFO ] [sig       ] [1400/3552] Forecasting GLDD...
[2025-12-25T20:23:17.747746] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-25T20:23:17.747775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-25T20:23:17.759363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-25T20:23:17.759706] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-25T20:23:17.760459] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-25T20:23:17.760510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:17.760541] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:17.760588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:17.760650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:17.816140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:17.816773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:17.816874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:17.816907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:17.935885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:17.936032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:17.936073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:17.936101] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:17.939428] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-12-25T20:23:17.939747] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-25T20:23:17.939868] [INFO ] [sig       ] GLDD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:18.079486] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLDD.txt
[2025-12-25T20:23:18.079643] [INFO ] [sig       ] [1400/3552] Completed GLDD in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.6m
[2025-12-25T20:23:18.079684] [INFO ] [sig       ] [1401/3552] Forecasting GLNG...
[2025-12-25T20:23:18.079715] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-25T20:23:18.079770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-25T20:23:18.091506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-25T20:23:18.091848] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-25T20:23:18.092621] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-25T20:23:18.092673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:18.092705] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:18.092731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:18.092793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:18.148282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:18.148940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:18.149018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:18.149050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:18.269049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:18.269224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:18.269264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:18.269293] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:18.272630] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: DOWN (p=46.03%)
[2025-12-25T20:23:18.272901] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-25T20:23:18.273024] [INFO ] [sig       ] GLNG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:18.410908] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLNG.txt
[2025-12-25T20:23:18.411039] [INFO ] [sig       ] [1401/3552] Completed GLNG in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.6m
[2025-12-25T20:23:18.411079] [INFO ] [sig       ] [1402/3552] Forecasting GLOB...
[2025-12-25T20:23:18.411109] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-25T20:23:18.411139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-25T20:23:18.422545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-25T20:23:18.422877] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-25T20:23:18.423646] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-25T20:23:18.423697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:18.423731] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:18.423760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:18.423818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:18.479249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:18.479982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:18.480061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:18.480092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:18.593591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:18.593757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:18.593800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:18.593828] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:18.597160] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-12-25T20:23:18.597428] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-25T20:23:18.597553] [INFO ] [sig       ] GLOB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:18.736210] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GLOB.txt
[2025-12-25T20:23:18.736347] [INFO ] [sig       ] [1402/3552] Completed GLOB in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.6m
[2025-12-25T20:23:18.736386] [INFO ] [sig       ] [1403/3552] Forecasting GLP...
[2025-12-25T20:23:18.736417] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-25T20:23:18.736448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-25T20:23:18.748040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-25T20:23:18.748363] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-25T20:23:18.749143] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-25T20:23:18.749196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:18.749228] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:18.749254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:18.749312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:18.804906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:18.805563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:18.805656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:18.805689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:18.926722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:18.926855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:18.926895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:18.926924] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:18.930229] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-12-25T20:23:18.930500] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-25T20:23:18.930640] [INFO ] [sig       ] GLP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:19.067980] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GLP.txt
[2025-12-25T20:23:19.068116] [INFO ] [sig       ] [1403/3552] Completed GLP in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.6m
[2025-12-25T20:23:19.068156] [INFO ] [sig       ] [1404/3552] Forecasting GLPG...
[2025-12-25T20:23:19.068187] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-25T20:23:19.068225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-25T20:23:19.079657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-25T20:23:19.079966] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-25T20:23:19.080745] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-25T20:23:19.080796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:19.080828] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:19.080855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:19.080912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:19.136210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:19.136835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:19.136910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:19.136943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:19.258501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:19.258655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:19.258695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:19.258723] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:19.261994] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: DOWN (p=18.06%)
[2025-12-25T20:23:19.262264] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-25T20:23:19.262384] [INFO ] [sig       ] GLPG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:19.400755] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLPG.txt
[2025-12-25T20:23:19.400894] [INFO ] [sig       ] [1404/3552] Completed GLPG in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.6m
[2025-12-25T20:23:19.400951] [INFO ] [sig       ] [1405/3552] Forecasting GLPI...
[2025-12-25T20:23:19.400986] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-25T20:23:19.401017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-25T20:23:19.412699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-25T20:23:19.412997] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-25T20:23:19.413767] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-25T20:23:19.413819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:19.413850] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:19.413876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:19.413934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:19.469467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:19.470069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:19.470147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:19.470179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:19.586275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:19.586420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:19.586463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:19.586492] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:19.589842] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2025-12-25T20:23:19.590113] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-25T20:23:19.590234] [INFO ] [sig       ] GLPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:19.727006] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLPI.txt
[2025-12-25T20:23:19.727121] [INFO ] [sig       ] [1405/3552] Completed GLPI in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.6m
[2025-12-25T20:23:19.727160] [INFO ] [sig       ] [1406/3552] Forecasting GLRE...
[2025-12-25T20:23:19.727190] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-25T20:23:19.727221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-25T20:23:19.739011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-25T20:23:19.739361] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-25T20:23:19.740125] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-25T20:23:19.740177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:19.740222] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:19.740250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:19.740308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:19.797397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:19.798152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:19.798231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:19.798261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:19.914310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:19.914446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:19.914484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:19.914512] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:19.917784] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: DOWN (p=33.50%)
[2025-12-25T20:23:19.918054] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-25T20:23:19.918173] [INFO ] [sig       ] GLRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:20.058199] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLRE.txt
[2025-12-25T20:23:20.058337] [INFO ] [sig       ] [1406/3552] Completed GLRE in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.6m
[2025-12-25T20:23:20.058377] [INFO ] [sig       ] [1407/3552] Forecasting GLSI...
[2025-12-25T20:23:20.058407] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-25T20:23:20.058439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-25T20:23:20.070101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-25T20:23:20.070407] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-25T20:23:20.071170] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-25T20:23:20.071222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:20.071278] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:20.071306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:20.071364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:20.128403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:20.129018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:20.129094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:20.129145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:20.251170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:20.251307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:20.251346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:20.251374] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:20.254643] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: DOWN (p=25.12%)
[2025-12-25T20:23:20.254921] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-25T20:23:20.255040] [INFO ] [sig       ] GLSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:20.391552] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLSI.txt
[2025-12-25T20:23:20.391677] [INFO ] [sig       ] [1407/3552] Completed GLSI in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.6m
[2025-12-25T20:23:20.391716] [INFO ] [sig       ] [1408/3552] Forecasting GLTO...
[2025-12-25T20:23:20.391746] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-25T20:23:20.391778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-25T20:23:20.404107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-25T20:23:20.404423] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-25T20:23:20.405183] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-25T20:23:20.405238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:20.405269] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:20.405295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:20.405352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:20.460765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:20.461532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:20.461628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:20.461660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:20.577159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:20.577269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:20.577307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:20.577335] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:20.580485] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: UP (p=52.22%)
[2025-12-25T20:23:20.580766] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-25T20:23:20.580888] [INFO ] [sig       ] GLTO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:20.721267] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GLTO.txt
[2025-12-25T20:23:20.721424] [INFO ] [sig       ] [1408/3552] Completed GLTO in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.6m
[2025-12-25T20:23:20.721464] [INFO ] [sig       ] [1409/3552] Forecasting GLUE...
[2025-12-25T20:23:20.721494] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-25T20:23:20.721523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-25T20:23:20.734001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-25T20:23:20.734389] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-25T20:23:20.735190] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-25T20:23:20.735248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:20.735283] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:20.735310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:20.735368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:20.792636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:20.793557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:20.793666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:20.793699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:20.914217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:20.914377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:20.914417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:20.914444] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:20.917773] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-25T20:23:20.918042] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-25T20:23:20.918163] [INFO ] [sig       ] GLUE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:21.056099] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLUE.txt
[2025-12-25T20:23:21.056225] [INFO ] [sig       ] [1409/3552] Completed GLUE in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.6m
[2025-12-25T20:23:21.056270] [INFO ] [sig       ] [1410/3552] Forecasting GMAB...
[2025-12-25T20:23:21.056301] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-25T20:23:21.056332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-25T20:23:21.068068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-25T20:23:21.068409] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-25T20:23:21.069215] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-25T20:23:21.069268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:21.069298] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:21.069324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:21.069381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:21.125209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:21.125876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:21.125953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:21.125985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:21.247609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:21.247756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:21.247797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:21.247856] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:21.251288] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=65.34%)
[2025-12-25T20:23:21.251556] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-25T20:23:21.251699] [INFO ] [sig       ] GMAB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:21.389540] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GMAB.txt
[2025-12-25T20:23:21.389691] [INFO ] [sig       ] [1410/3552] Completed GMAB in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.6m
[2025-12-25T20:23:21.389730] [INFO ] [sig       ] [1411/3552] Forecasting GME...
[2025-12-25T20:23:21.389759] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-25T20:23:21.389789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-25T20:23:21.401389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-25T20:23:21.401728] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-25T20:23:21.402485] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-25T20:23:21.402535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:21.402584] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:21.402614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:21.402671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:21.458666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:21.459278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:21.459353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:21.459385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:21.579077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:21.579249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:21.579289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:21.579317] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:21.582686] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=85.97%)
[2025-12-25T20:23:21.582959] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-25T20:23:21.583099] [INFO ] [sig       ] GME: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:21.725341] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GME.txt
[2025-12-25T20:23:21.725509] [INFO ] [sig       ] [1411/3552] Completed GME in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.6m
[2025-12-25T20:23:21.725549] [INFO ] [sig       ] [1412/3552] Forecasting GMED...
[2025-12-25T20:23:21.725599] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-25T20:23:21.725632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-25T20:23:21.737422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-25T20:23:21.737798] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-25T20:23:21.738607] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-25T20:23:21.738659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:21.738691] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:21.738718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:21.738779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:21.795439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:21.796352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:21.796436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:21.796468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:21.922070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:21.922234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:21.922276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:21.922305] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:21.926426] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=26.62%)
[2025-12-25T20:23:21.926931] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-25T20:23:21.927113] [INFO ] [sig       ] GMED: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:22.068737] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GMED.txt
[2025-12-25T20:23:22.068872] [INFO ] [sig       ] [1412/3552] Completed GMED in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.6m
[2025-12-25T20:23:22.068912] [INFO ] [sig       ] [1413/3552] Forecasting GMM...
[2025-12-25T20:23:22.068943] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-25T20:23:22.068995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-25T20:23:22.080500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-25T20:23:22.080863] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-25T20:23:22.081664] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-25T20:23:22.081716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:22.081748] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:22.081776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:22.081835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:22.137506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:22.138239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:22.138319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:22.138351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:22.246962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:22.247115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:22.247171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:22.247200] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:22.250539] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=38.54%)
[2025-12-25T20:23:22.250824] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-25T20:23:22.250943] [INFO ] [sig       ] GMM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:22.389834] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GMM.txt
[2025-12-25T20:23:22.389977] [INFO ] [sig       ] [1413/3552] Completed GMM in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.6m
[2025-12-25T20:23:22.390016] [INFO ] [sig       ] [1414/3552] Forecasting GMRE...
[2025-12-25T20:23:22.390050] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-25T20:23:22.390080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-25T20:23:22.402495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-25T20:23:22.402866] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-25T20:23:22.403766] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-25T20:23:22.403819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:22.403854] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:22.403887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:22.403945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:22.461708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:22.462371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:22.462451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:22.462484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:22.583655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:22.583802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:22.583842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:22.583871] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:22.587167] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=83.17%)
[2025-12-25T20:23:22.587437] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-25T20:23:22.587557] [INFO ] [sig       ] GMRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:22.728415] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GMRE.txt
[2025-12-25T20:23:22.728543] [INFO ] [sig       ] [1414/3552] Completed GMRE in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.5m
[2025-12-25T20:23:22.728608] [INFO ] [sig       ] [1415/3552] Forecasting GNE...
[2025-12-25T20:23:22.728646] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-25T20:23:22.728677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-25T20:23:22.740970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-25T20:23:22.741304] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-25T20:23:22.742068] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-25T20:23:22.742120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:22.742152] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:22.742179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:22.742236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:22.798349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:22.798980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:22.799072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:22.799105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:22.913863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:22.914005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:22.914043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:22.914072] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:22.917323] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=71.37%)
[2025-12-25T20:23:22.917625] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-25T20:23:22.917756] [INFO ] [sig       ] GNE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:23.058566] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GNE.txt
[2025-12-25T20:23:23.058747] [INFO ] [sig       ] [1415/3552] Completed GNE in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.5m
[2025-12-25T20:23:23.058787] [INFO ] [sig       ] [1416/3552] Forecasting GNK...
[2025-12-25T20:23:23.058817] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-25T20:23:23.058868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-25T20:23:23.074969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-25T20:23:23.075390] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-25T20:23:23.076239] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-25T20:23:23.076292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:23.076325] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:23.076353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:23.076413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:23.134531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:23.135378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:23.135465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:23.135498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:23.259191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:23.259343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:23.259381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:23.259411] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:23.262787] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=82.01%)
[2025-12-25T20:23:23.263057] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-25T20:23:23.263179] [INFO ] [sig       ] GNK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:23.403675] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GNK.txt
[2025-12-25T20:23:23.403838] [INFO ] [sig       ] [1416/3552] Completed GNK in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.5m
[2025-12-25T20:23:23.403887] [INFO ] [sig       ] [1417/3552] Forecasting GNL...
[2025-12-25T20:23:23.403917] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-25T20:23:23.403947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-25T20:23:23.416627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-25T20:23:23.417010] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-25T20:23:23.417827] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-25T20:23:23.417881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:23.417940] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:23.417972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:23.418031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:23.475586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:23.476421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:23.476544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:23.476600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:23.605392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:23.605549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:23.605610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:23.605640] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:23.609251] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=7.07%)
[2025-12-25T20:23:23.609530] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-25T20:23:23.609675] [INFO ] [sig       ] GNL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:23.752525] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GNL.txt
[2025-12-25T20:23:23.752690] [INFO ] [sig       ] [1417/3552] Completed GNL in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.5m
[2025-12-25T20:23:23.752731] [INFO ] [sig       ] [1418/3552] Forecasting GNLN...
[2025-12-25T20:23:23.752760] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-25T20:23:23.752790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-25T20:23:23.764152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-25T20:23:23.764468] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-25T20:23:23.765229] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-25T20:23:23.765281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:23.765313] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:23.765340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:23.765402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:23.822046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:23.822728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:23.822807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:23.822839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:23.931861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:23.932011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:23.932051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:23.932081] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:23.935435] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: DOWN (p=35.37%)
[2025-12-25T20:23:23.935733] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-25T20:23:23.935858] [INFO ] [sig       ] GNLN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:24.073969] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GNLN.txt
[2025-12-25T20:23:24.074109] [INFO ] [sig       ] [1418/3552] Completed GNLN in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.5m
[2025-12-25T20:23:24.074149] [INFO ] [sig       ] [1419/3552] Forecasting GNLX...
[2025-12-25T20:23:24.074179] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-25T20:23:24.074209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-25T20:23:24.087190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-25T20:23:24.087523] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-25T20:23:24.088292] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-25T20:23:24.088344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:24.088376] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:24.088402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:24.088459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:24.146986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:24.147872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:24.147958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:24.147991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:24.268672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:24.268828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:24.268868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:24.268898] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:24.272406] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=65.72%)
[2025-12-25T20:23:24.272708] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-25T20:23:24.272836] [INFO ] [sig       ] GNLX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:24.411953] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GNLX.txt
[2025-12-25T20:23:24.412283] [INFO ] [sig       ] [1419/3552] Completed GNLX in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.5m
[2025-12-25T20:23:24.412322] [INFO ] [sig       ] [1420/3552] Forecasting GNMA...
[2025-12-25T20:23:24.412351] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-25T20:23:24.412381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-25T20:23:24.427845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-25T20:23:24.428229] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-25T20:23:24.429047] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-25T20:23:24.429101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:24.429160] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:24.429192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:24.429252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:24.486847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:24.487563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:24.487660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:24.487692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:24.604916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:24.605073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:24.605114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:24.605144] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:24.608501] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=70.39%)
[2025-12-25T20:23:24.608796] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-25T20:23:24.608920] [INFO ] [sig       ] GNMA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:24.748494] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GNMA.txt
[2025-12-25T20:23:24.748705] [INFO ] [sig       ] [1420/3552] Completed GNMA in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.5m
[2025-12-25T20:23:24.748746] [INFO ] [sig       ] [1421/3552] Forecasting GNOM...
[2025-12-25T20:23:24.748782] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-25T20:23:24.748846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-25T20:23:24.761521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-25T20:23:24.761945] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-25T20:23:24.762768] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-25T20:23:24.762820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:24.762851] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:24.762877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:24.762936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:24.819978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:24.820867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:24.820956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:24.820989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:24.939107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:24.939277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:24.939317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:24.939344] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:24.942777] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-12-25T20:23:24.943068] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-25T20:23:24.943196] [INFO ] [sig       ] GNOM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:25.087111] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GNOM.txt
[2025-12-25T20:23:25.087275] [INFO ] [sig       ] [1421/3552] Completed GNOM in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.5m
[2025-12-25T20:23:25.087317] [INFO ] [sig       ] [1422/3552] Forecasting GNPX...
[2025-12-25T20:23:25.087349] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-25T20:23:25.087406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-25T20:23:25.099705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-25T20:23:25.100079] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-25T20:23:25.100868] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-25T20:23:25.100920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:25.100951] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:25.100978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:25.101035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:25.159892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:25.160773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:25.160871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:25.160912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:25.280993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:25.281156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:25.281198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:25.281226] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:25.284696] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-25T20:23:25.285037] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-25T20:23:25.285174] [INFO ] [sig       ] GNPX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:25.426473] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GNPX.txt
[2025-12-25T20:23:25.426682] [INFO ] [sig       ] [1422/3552] Completed GNPX in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.5m
[2025-12-25T20:23:25.426734] [INFO ] [sig       ] [1423/3552] Forecasting GNRC...
[2025-12-25T20:23:25.426773] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-25T20:23:25.426842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-25T20:23:25.439990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-25T20:23:25.440399] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-25T20:23:25.441213] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-25T20:23:25.441266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:25.441299] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:25.441325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:25.441383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:25.497309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:25.498129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:25.498208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:25.498241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:25.632060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:25.632245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:25.632304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:25.632348] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:25.637399] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-12-25T20:23:25.637806] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-25T20:23:25.637988] [INFO ] [sig       ] GNRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:25.781294] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GNRC.txt
[2025-12-25T20:23:25.781472] [INFO ] [sig       ] [1423/3552] Completed GNRC in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.5m
[2025-12-25T20:23:25.781519] [INFO ] [sig       ] [1424/3552] Forecasting GNSS...
[2025-12-25T20:23:25.781550] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-25T20:23:25.781597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-25T20:23:25.793485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-25T20:23:25.793859] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-25T20:23:25.794651] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-25T20:23:25.794704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:25.794782] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:25.794812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:25.794872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:25.852107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:25.852928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:25.853009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:25.853047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:25.983388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:25.983569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:25.983677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:25.983741] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:25.988407] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-25T20:23:25.988798] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-25T20:23:25.988969] [INFO ] [sig       ] GNSS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:26.137897] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GNSS.txt
[2025-12-25T20:23:26.138106] [INFO ] [sig       ] [1424/3552] Completed GNSS in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.5m
[2025-12-25T20:23:26.138155] [INFO ] [sig       ] [1425/3552] Forecasting GNTX...
[2025-12-25T20:23:26.138225] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-25T20:23:26.138264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-25T20:23:26.150790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-25T20:23:26.151186] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-25T20:23:26.152055] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-25T20:23:26.152111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:26.152143] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:26.152169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:26.152232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:26.212637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:26.213569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:26.213679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:26.213714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:26.337305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:26.337466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:26.337522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:26.337557] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:26.341103] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: DOWN (p=30.55%)
[2025-12-25T20:23:26.341385] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-25T20:23:26.341517] [INFO ] [sig       ] GNTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:26.485428] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GNTX.txt
[2025-12-25T20:23:26.485615] [INFO ] [sig       ] [1425/3552] Completed GNTX in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.5m
[2025-12-25T20:23:26.485658] [INFO ] [sig       ] [1426/3552] Forecasting GO...
[2025-12-25T20:23:26.485689] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-25T20:23:26.485764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-25T20:23:26.499014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-25T20:23:26.499465] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-25T20:23:26.500323] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-25T20:23:26.500378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:26.500412] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:26.500441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:26.500500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:26.558397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:26.559305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:26.559393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:26.559444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:26.684382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:26.684552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:26.684611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:26.684642] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:26.688268] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=49.85%)
[2025-12-25T20:23:26.688638] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-25T20:23:26.688789] [INFO ] [sig       ] GO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:26.833428] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GO.txt
[2025-12-25T20:23:26.833612] [INFO ] [sig       ] [1426/3552] Completed GO in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.5m
[2025-12-25T20:23:26.833656] [INFO ] [sig       ] [1427/3552] Forecasting GOCO...
[2025-12-25T20:23:26.833684] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-25T20:23:26.833717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-25T20:23:26.846382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-25T20:23:26.846816] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-25T20:23:26.847642] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-25T20:23:26.847696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:26.847729] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:26.847756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:26.847815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:26.905702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:26.906564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:26.906667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:26.906701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:27.032340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:27.032512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:27.032554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:27.032634] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:27.036103] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: UP (p=72.26%)
[2025-12-25T20:23:27.036391] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-25T20:23:27.036542] [INFO ] [sig       ] GOCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:27.186709] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GOCO.txt
[2025-12-25T20:23:27.186875] [INFO ] [sig       ] [1427/3552] Completed GOCO in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.5m
[2025-12-25T20:23:27.186923] [INFO ] [sig       ] [1428/3552] Forecasting GOF...
[2025-12-25T20:23:27.186975] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-25T20:23:27.187078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-25T20:23:27.200084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-25T20:23:27.200476] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-25T20:23:27.201293] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-25T20:23:27.201346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:27.201379] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:27.201407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:27.201479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:27.260331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:27.261250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:27.261374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:27.261410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:27.385389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:27.385552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:27.385611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:27.385642] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:27.389166] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-12-25T20:23:27.389514] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-25T20:23:27.389666] [INFO ] [sig       ] GOF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:27.534534] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOF.txt
[2025-12-25T20:23:27.534693] [INFO ] [sig       ] [1428/3552] Completed GOF in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.5m
[2025-12-25T20:23:27.534732] [INFO ] [sig       ] [1429/3552] Forecasting GOGO...
[2025-12-25T20:23:27.534762] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-25T20:23:27.534793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-25T20:23:27.546642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-25T20:23:27.546979] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-25T20:23:27.547772] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-25T20:23:27.547826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:27.547858] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:27.547885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:27.547945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:27.604838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:27.605618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:27.605697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:27.605728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:27.724983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:27.725135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:27.725174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:27.725204] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:27.728512] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: DOWN (p=28.41%)
[2025-12-25T20:23:27.728802] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-25T20:23:27.728926] [INFO ] [sig       ] GOGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:27.871097] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOGO.txt
[2025-12-25T20:23:27.871253] [INFO ] [sig       ] [1429/3552] Completed GOGO in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.5m
[2025-12-25T20:23:27.871295] [INFO ] [sig       ] [1430/3552] Forecasting GOLF...
[2025-12-25T20:23:27.871325] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-25T20:23:27.871356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-25T20:23:27.884975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-25T20:23:27.885629] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-25T20:23:27.886632] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-25T20:23:27.886706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:27.886742] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:27.886770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:27.886831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:27.943760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:27.944955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:27.945057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:27.945091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:28.066353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:28.066603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:28.066650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:28.066680] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:28.070552] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-25T20:23:28.070900] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-25T20:23:28.071040] [INFO ] [sig       ] GOLF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:28.219748] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOLF.txt
[2025-12-25T20:23:28.219990] [INFO ] [sig       ] [1430/3552] Completed GOLF in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.5m
[2025-12-25T20:23:28.220061] [INFO ] [sig       ] [1431/3552] Forecasting GOOD...
[2025-12-25T20:23:28.220151] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-25T20:23:28.220194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-25T20:23:28.235063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-25T20:23:28.235525] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-25T20:23:28.236460] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-25T20:23:28.236517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:28.236551] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:28.236605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:28.236672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:28.296047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:28.297313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:28.297417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:28.297451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:28.417759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:28.417997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:28.418046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:28.418077] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:28.422005] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=22.44%)
[2025-12-25T20:23:28.422329] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-25T20:23:28.422469] [INFO ] [sig       ] GOOD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:28.565115] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOOD.txt
[2025-12-25T20:23:28.565318] [INFO ] [sig       ] [1431/3552] Completed GOOD in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.4m
[2025-12-25T20:23:28.565400] [INFO ] [sig       ] [1432/3552] Forecasting GOOG...
[2025-12-25T20:23:28.565432] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-25T20:23:28.565466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-25T20:23:28.579717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-25T20:23:28.580289] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-25T20:23:28.581208] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-25T20:23:28.581263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:28.581297] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:28.581324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:28.581384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:28.643084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:28.644224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:28.644320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:28.644355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:28.776929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:28.777103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:28.777144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:28.777173] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:28.780643] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-25T20:23:28.780920] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-25T20:23:28.781047] [INFO ] [sig       ] GOOG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:28.927207] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOOG.txt
[2025-12-25T20:23:28.927401] [INFO ] [sig       ] [1432/3552] Completed GOOG in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.4m
[2025-12-25T20:23:28.927444] [INFO ] [sig       ] [1433/3552] Forecasting GOOS...
[2025-12-25T20:23:28.927473] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-25T20:23:28.927543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-25T20:23:28.941841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-25T20:23:28.942411] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-25T20:23:28.943396] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-25T20:23:28.943453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:28.943486] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:28.943514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:28.943636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:29.000813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:29.002133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:29.002245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:29.002280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:29.130678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:29.130921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:29.130968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:29.130997] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:29.134858] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=22.97%)
[2025-12-25T20:23:29.135171] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-25T20:23:29.135310] [INFO ] [sig       ] GOOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:29.277680] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOOS.txt
[2025-12-25T20:23:29.277922] [INFO ] [sig       ] [1433/3552] Completed GOOS in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.4m
[2025-12-25T20:23:29.277969] [INFO ] [sig       ] [1434/3552] Forecasting GOSS...
[2025-12-25T20:23:29.278001] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-25T20:23:29.278032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-25T20:23:29.292021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-25T20:23:29.292484] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-25T20:23:29.293442] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-25T20:23:29.293497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:29.293530] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:29.293558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:29.293639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:29.350760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:29.351709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:29.351842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:29.351876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:29.479271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:29.479518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:29.479604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:29.479641] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:29.483867] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-25T20:23:29.484237] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-25T20:23:29.484409] [INFO ] [sig       ] GOSS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:29.630296] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOSS.txt
[2025-12-25T20:23:29.630565] [INFO ] [sig       ] [1434/3552] Completed GOSS in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.4m
[2025-12-25T20:23:29.630632] [INFO ] [sig       ] [1435/3552] Forecasting GOVI...
[2025-12-25T20:23:29.630665] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-25T20:23:29.630699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-25T20:23:29.645271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-25T20:23:29.645900] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-25T20:23:29.646899] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-25T20:23:29.646961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:29.646998] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:29.647034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:29.647112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:29.705653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:29.706833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:29.706934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:29.706974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:29.829823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:29.830049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:29.830096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:29.830124] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:29.833939] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=29.69%)
[2025-12-25T20:23:29.834270] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-25T20:23:29.834410] [INFO ] [sig       ] GOVI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:29.976923] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOVI.txt
[2025-12-25T20:23:29.977182] [INFO ] [sig       ] [1435/3552] Completed GOVI in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.4m
[2025-12-25T20:23:29.977228] [INFO ] [sig       ] [1436/3552] Forecasting GPC...
[2025-12-25T20:23:29.977258] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-25T20:23:29.977290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-25T20:23:29.991944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-25T20:23:29.992404] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-25T20:23:29.993291] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-25T20:23:29.993346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:29.993378] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:29.993405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:29.993465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:30.052641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:30.053705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:30.053804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:30.053837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:30.183137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:30.183385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:30.183437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:30.183468] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:30.187689] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-25T20:23:30.188000] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-25T20:23:30.188140] [INFO ] [sig       ] GPC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:30.339422] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GPC.txt
[2025-12-25T20:23:30.339656] [INFO ] [sig       ] [1436/3552] Completed GPC in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.4m
[2025-12-25T20:23:30.339740] [INFO ] [sig       ] [1437/3552] Forecasting GPI...
[2025-12-25T20:23:30.339773] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-25T20:23:30.339807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-25T20:23:30.354533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-25T20:23:30.355047] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-25T20:23:30.356050] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-25T20:23:30.356105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:30.356140] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:30.356169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:30.356235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:30.413422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:30.414351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:30.414454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:30.414489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:30.538916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:30.539210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:30.539264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:30.539299] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:30.543494] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-12-25T20:23:30.543848] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-25T20:23:30.543992] [INFO ] [sig       ] GPI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:30.690067] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GPI.txt
[2025-12-25T20:23:30.690382] [INFO ] [sig       ] [1437/3552] Completed GPI in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.4m
[2025-12-25T20:23:30.690431] [INFO ] [sig       ] [1438/3552] Forecasting GPIQ...
[2025-12-25T20:23:30.690461] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-25T20:23:30.690496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-25T20:23:30.704920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-25T20:23:30.705511] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-25T20:23:30.706471] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-25T20:23:30.706527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:30.706560] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:30.706620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:30.706686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:30.766011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:30.767191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:30.767296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:30.767330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:30.895661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:30.895904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:30.895951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:30.895982] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:30.900236] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: DOWN (p=31.76%)
[2025-12-25T20:23:30.900616] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-25T20:23:30.900770] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:31.048787] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GPIQ.txt
[2025-12-25T20:23:31.049066] [INFO ] [sig       ] [1438/3552] Completed GPIQ in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.4m
[2025-12-25T20:23:31.049117] [INFO ] [sig       ] [1439/3552] Forecasting GPIX...
[2025-12-25T20:23:31.049176] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-25T20:23:31.049212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-25T20:23:31.065769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-25T20:23:31.066491] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-25T20:23:31.067643] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-25T20:23:31.067713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:31.067748] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:31.067776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:31.067839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:31.127294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:31.128481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:31.128633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:31.128673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:31.251282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:31.251549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:31.251627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:31.251661] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:31.255965] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=65.95%)
[2025-12-25T20:23:31.256320] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-25T20:23:31.256475] [INFO ] [sig       ] GPIX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:31.401332] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GPIX.txt
[2025-12-25T20:23:31.401517] [INFO ] [sig       ] [1439/3552] Completed GPIX in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.4m
[2025-12-25T20:23:31.401558] [INFO ] [sig       ] [1440/3552] Forecasting GPJA...
[2025-12-25T20:23:31.401646] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-25T20:23:31.401682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-25T20:23:31.416395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-25T20:23:31.417056] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-25T20:23:31.418324] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-25T20:23:31.418398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:31.418455] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:31.418504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:31.418625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:31.479154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:31.480193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:31.480283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:31.480318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:31.594974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:31.595138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:31.595179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:31.595207] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:31.598535] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2025-12-25T20:23:31.598821] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-25T20:23:31.598962] [INFO ] [sig       ] GPJA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:31.791506] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GPJA.txt
[2025-12-25T20:23:31.791694] [INFO ] [sig       ] [1440/3552] Completed GPJA in 0.4s | 2.84 sym/s | Total: 8.5m | ETA: 12.4m
[2025-12-25T20:23:31.791743] [INFO ] [sig       ] [1441/3552] Forecasting GPK...
[2025-12-25T20:23:31.791772] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-25T20:23:31.791803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-25T20:23:31.804902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-25T20:23:31.805212] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-25T20:23:31.805977] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-25T20:23:31.806063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:31.806124] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:31.806152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:31.806211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:31.861735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:31.862315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:31.862393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:31.862425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:31.983229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:31.983351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:31.983388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:31.983417] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:31.986700] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=81.29%)
[2025-12-25T20:23:31.986971] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-25T20:23:31.987091] [INFO ] [sig       ] GPK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:32.124123] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GPK.txt
[2025-12-25T20:23:32.124256] [INFO ] [sig       ] [1441/3552] Completed GPK in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.4m
[2025-12-25T20:23:32.124306] [INFO ] [sig       ] [1442/3552] Forecasting GPN...
[2025-12-25T20:23:32.124336] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-25T20:23:32.124366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-25T20:23:32.139270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-25T20:23:32.139827] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-25T20:23:32.140757] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-25T20:23:32.140812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:32.140846] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:32.140874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:32.140938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:32.198189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:32.199323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:32.199434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:32.199478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:32.324031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:32.324268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:32.324315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:32.324345] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:32.328137] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-12-25T20:23:32.328449] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-25T20:23:32.328605] [INFO ] [sig       ] GPN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:32.470096] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GPN.txt
[2025-12-25T20:23:32.470331] [INFO ] [sig       ] [1442/3552] Completed GPN in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.4m
[2025-12-25T20:23:32.470412] [INFO ] [sig       ] [1443/3552] Forecasting GPRE...
[2025-12-25T20:23:32.470445] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-25T20:23:32.470478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-25T20:23:32.484674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-25T20:23:32.485179] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-25T20:23:32.486067] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-25T20:23:32.486122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:32.486156] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:32.486182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:32.486241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:32.543197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:32.544176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:32.544296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:32.544329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:32.668350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:32.668590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:32.668638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:32.668668] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:32.672459] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=61.13%)
[2025-12-25T20:23:32.672789] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-25T20:23:32.672928] [INFO ] [sig       ] GPRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:32.814031] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GPRE.txt
[2025-12-25T20:23:32.814241] [INFO ] [sig       ] [1443/3552] Completed GPRE in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.4m
[2025-12-25T20:23:32.814285] [INFO ] [sig       ] [1444/3552] Forecasting GPRK...
[2025-12-25T20:23:32.814356] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-25T20:23:32.814393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-25T20:23:32.828354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-25T20:23:32.828914] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-25T20:23:32.829860] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-25T20:23:32.829911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:32.829944] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:32.829970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:32.830029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:32.887060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:32.888280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:32.888380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:32.888412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:33.015401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:33.015665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:33.015713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:33.015784] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:33.019727] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-12-25T20:23:33.020058] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-25T20:23:33.020193] [INFO ] [sig       ] GPRK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:33.163291] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GPRK.txt
[2025-12-25T20:23:33.163556] [INFO ] [sig       ] [1444/3552] Completed GPRK in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.4m
[2025-12-25T20:23:33.163628] [INFO ] [sig       ] [1445/3552] Forecasting GPRO...
[2025-12-25T20:23:33.163661] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-25T20:23:33.163695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-25T20:23:33.178179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-25T20:23:33.178662] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-25T20:23:33.179565] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-25T20:23:33.179655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:33.179692] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:33.179722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:33.179783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:33.237458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:33.238428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:33.238523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:33.238556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:33.371321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:33.371543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:33.371609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:33.371648] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:33.376826] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: UP (p=91.74%)
[2025-12-25T20:23:33.377321] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-25T20:23:33.377515] [INFO ] [sig       ] GPRO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:33.531016] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GPRO.txt
[2025-12-25T20:23:33.531213] [INFO ] [sig       ] [1445/3552] Completed GPRO in 0.4s | 2.84 sym/s | Total: 8.5m | ETA: 12.4m
[2025-12-25T20:23:33.531265] [INFO ] [sig       ] [1446/3552] Forecasting GRAB...
[2025-12-25T20:23:33.531296] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-25T20:23:33.531327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-25T20:23:33.545363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-25T20:23:33.545848] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-25T20:23:33.546748] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-25T20:23:33.546810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:33.546853] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:33.546884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:33.546952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:33.604405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:33.605488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:33.605606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:33.605644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:33.731245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:33.731469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:33.731514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:33.731545] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:33.735382] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: DOWN (p=33.02%)
[2025-12-25T20:23:33.735764] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-25T20:23:33.735934] [INFO ] [sig       ] GRAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:33.877830] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRAB.txt
[2025-12-25T20:23:33.878185] [INFO ] [sig       ] [1446/3552] Completed GRAB in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.4m
[2025-12-25T20:23:33.878236] [INFO ] [sig       ] [1447/3552] Forecasting GRAL...
[2025-12-25T20:23:33.878266] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-25T20:23:33.878300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-25T20:23:33.893275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-25T20:23:33.893922] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-25T20:23:33.894874] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-25T20:23:33.894929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:33.894963] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:33.894989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:33.895049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:33.954149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:33.955281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:33.955379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:33.955413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:34.083671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:34.083901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:34.083946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:34.083977] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:34.087948] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=14.94%)
[2025-12-25T20:23:34.088292] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-25T20:23:34.088440] [INFO ] [sig       ] GRAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:34.245007] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRAL.txt
[2025-12-25T20:23:34.245180] [INFO ] [sig       ] [1447/3552] Completed GRAL in 0.4s | 2.84 sym/s | Total: 8.5m | ETA: 12.4m
[2025-12-25T20:23:34.245223] [INFO ] [sig       ] [1448/3552] Forecasting GRBK...
[2025-12-25T20:23:34.245254] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-25T20:23:34.245286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-25T20:23:34.257444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-25T20:23:34.257851] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-25T20:23:34.258689] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-25T20:23:34.258744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:34.258777] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:34.258805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:34.258865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:34.317031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:34.317939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:34.318024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:34.318058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:34.441660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:34.441817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:34.441877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:34.441907] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:34.445285] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=62.24%)
[2025-12-25T20:23:34.445562] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-25T20:23:34.445704] [INFO ] [sig       ] GRBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:34.585537] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GRBK.txt
[2025-12-25T20:23:34.585721] [INFO ] [sig       ] [1448/3552] Completed GRBK in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.3m
[2025-12-25T20:23:34.585768] [INFO ] [sig       ] [1449/3552] Forecasting GRC...
[2025-12-25T20:23:34.585815] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-25T20:23:34.585852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-25T20:23:34.599754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-25T20:23:34.600178] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-25T20:23:34.601185] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-25T20:23:34.601249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:34.601290] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:34.601325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:34.601404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:34.662275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:34.663096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:34.663176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:34.663208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:34.780828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:34.780964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:34.781001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:34.781030] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:34.784353] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: DOWN (p=20.81%)
[2025-12-25T20:23:34.784644] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-25T20:23:34.784766] [INFO ] [sig       ] GRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:34.927367] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRC.txt
[2025-12-25T20:23:34.927523] [INFO ] [sig       ] [1449/3552] Completed GRC in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.3m
[2025-12-25T20:23:34.927610] [INFO ] [sig       ] [1450/3552] Forecasting GREE...
[2025-12-25T20:23:34.927647] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-25T20:23:34.927703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-25T20:23:34.940511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-25T20:23:34.940838] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-25T20:23:34.941642] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-25T20:23:34.941694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:34.941725] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:34.941751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:34.941809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:34.998652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:34.999372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:34.999449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:34.999482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:35.117066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:35.117212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:35.117250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:35.117278] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:35.120670] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-12-25T20:23:35.120959] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-25T20:23:35.121086] [INFO ] [sig       ] GREE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:35.259780] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GREE.txt
[2025-12-25T20:23:35.259907] [INFO ] [sig       ] [1450/3552] Completed GREE in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.3m
[2025-12-25T20:23:35.259946] [INFO ] [sig       ] [1451/3552] Forecasting GRFS...
[2025-12-25T20:23:35.259974] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-25T20:23:35.260012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-25T20:23:35.272082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-25T20:23:35.272416] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-25T20:23:35.273192] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-25T20:23:35.273245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:35.273276] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:35.273302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:35.273359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:35.329844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:35.330679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:35.330816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:35.330850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:35.451154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:35.451317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:35.451359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:35.451387] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:35.454689] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: DOWN (p=18.42%)
[2025-12-25T20:23:35.454954] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-25T20:23:35.455075] [INFO ] [sig       ] GRFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:35.593405] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRFS.txt
[2025-12-25T20:23:35.593526] [INFO ] [sig       ] [1451/3552] Completed GRFS in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.3m
[2025-12-25T20:23:35.593565] [INFO ] [sig       ] [1452/3552] Forecasting GRID...
[2025-12-25T20:23:35.593622] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-25T20:23:35.593652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-25T20:23:35.606020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-25T20:23:35.606348] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-25T20:23:35.607123] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-25T20:23:35.607180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:35.607223] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:35.607251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:35.607309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:35.667213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:35.668209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:35.668291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:35.668323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:35.787273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:35.787398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:35.787435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:35.787463] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:35.790679] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2025-12-25T20:23:35.790943] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-25T20:23:35.791073] [INFO ] [sig       ] GRID: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:35.929622] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRID.txt
[2025-12-25T20:23:35.929758] [INFO ] [sig       ] [1452/3552] Completed GRID in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.3m
[2025-12-25T20:23:35.929798] [INFO ] [sig       ] [1453/3552] Forecasting GRMN...
[2025-12-25T20:23:35.929828] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-25T20:23:35.929859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-25T20:23:35.942231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-25T20:23:35.942541] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-25T20:23:35.943329] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-25T20:23:35.943380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:35.943412] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:35.943439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:35.943496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:36.000128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:36.000722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:36.000798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:36.000830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:36.121357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:36.121496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:36.121535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:36.121563] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:36.124829] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=19.64%)
[2025-12-25T20:23:36.125096] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-25T20:23:36.125228] [INFO ] [sig       ] GRMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:36.265228] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRMN.txt
[2025-12-25T20:23:36.265342] [INFO ] [sig       ] [1453/3552] Completed GRMN in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.3m
[2025-12-25T20:23:36.265380] [INFO ] [sig       ] [1454/3552] Forecasting GRND...
[2025-12-25T20:23:36.265409] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-25T20:23:36.265439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-25T20:23:36.277739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-25T20:23:36.278063] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-25T20:23:36.278844] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-25T20:23:36.278897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:36.278929] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:36.278956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:36.279013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:36.336152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:36.337041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:36.337126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:36.337160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:36.462861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:36.463032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:36.463071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:36.463101] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:36.466601] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-25T20:23:36.466884] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-25T20:23:36.467015] [INFO ] [sig       ] GRND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:36.605999] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRND.txt
[2025-12-25T20:23:36.606215] [INFO ] [sig       ] [1454/3552] Completed GRND in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.3m
[2025-12-25T20:23:36.606259] [INFO ] [sig       ] [1455/3552] Forecasting GRPN...
[2025-12-25T20:23:36.606293] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-25T20:23:36.606361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-25T20:23:36.619115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-25T20:23:36.619452] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-25T20:23:36.620230] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-25T20:23:36.620282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:36.620314] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:36.620340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:36.620397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:36.677570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:36.678460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:36.678545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:36.678597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:36.799229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:36.799382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:36.799422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:36.799450] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:36.802774] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: UP (p=50.07%)
[2025-12-25T20:23:36.803042] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-25T20:23:36.803161] [INFO ] [sig       ] GRPN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:36.941903] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GRPN.txt
[2025-12-25T20:23:36.942050] [INFO ] [sig       ] [1455/3552] Completed GRPN in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.3m
[2025-12-25T20:23:36.942106] [INFO ] [sig       ] [1456/3552] Forecasting GRVY...
[2025-12-25T20:23:36.942138] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-25T20:23:36.942170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-25T20:23:36.954932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-25T20:23:36.955311] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-25T20:23:36.956169] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-25T20:23:36.956234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:36.956272] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:36.956306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:36.956371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:37.014844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:37.015520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:37.015630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:37.015676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:37.126281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:37.126443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:37.126483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:37.126511] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:37.129950] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: UP (p=51.25%)
[2025-12-25T20:23:37.130251] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-25T20:23:37.130387] [INFO ] [sig       ] GRVY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:37.271466] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GRVY.txt
[2025-12-25T20:23:37.271653] [INFO ] [sig       ] [1456/3552] Completed GRVY in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.3m
[2025-12-25T20:23:37.271697] [INFO ] [sig       ] [1457/3552] Forecasting GRWG...
[2025-12-25T20:23:37.271727] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-25T20:23:37.271757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-25T20:23:37.285012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-25T20:23:37.285407] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-25T20:23:37.286237] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-25T20:23:37.286291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:37.286324] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:37.286351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:37.286408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:37.349300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:37.350327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:37.350471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:37.350516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:37.471403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:37.471563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:37.471621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:37.471653] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:37.474975] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=11.29%)
[2025-12-25T20:23:37.475252] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-25T20:23:37.475402] [INFO ] [sig       ] GRWG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:37.617908] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRWG.txt
[2025-12-25T20:23:37.618086] [INFO ] [sig       ] [1457/3552] Completed GRWG in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.3m
[2025-12-25T20:23:37.618127] [INFO ] [sig       ] [1458/3552] Forecasting GRX...
[2025-12-25T20:23:37.618156] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-25T20:23:37.618191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-25T20:23:37.629869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-25T20:23:37.630234] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-25T20:23:37.631038] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-25T20:23:37.631090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:37.631150] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:37.631182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:37.631242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:37.690237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:37.691086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:37.691166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:37.691201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:37.799410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:37.799588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:37.799632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:37.799661] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:37.803537] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=79.62%)
[2025-12-25T20:23:37.803828] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-25T20:23:37.803951] [INFO ] [sig       ] GRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:37.941950] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GRX.txt
[2025-12-25T20:23:37.942087] [INFO ] [sig       ] [1458/3552] Completed GRX in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.3m
[2025-12-25T20:23:37.942125] [INFO ] [sig       ] [1459/3552] Forecasting GS...
[2025-12-25T20:23:37.942155] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-25T20:23:37.942185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-25T20:23:37.954117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-25T20:23:37.954434] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-25T20:23:37.955239] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-25T20:23:37.955291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:37.955322] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:37.955349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:37.955407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:38.011172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:38.011802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:38.011880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:38.011913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:38.139692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:38.139884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:38.139934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:38.139980] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:38.143459] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=32.88%)
[2025-12-25T20:23:38.143790] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-25T20:23:38.143922] [INFO ] [sig       ] GS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:38.286483] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GS.txt
[2025-12-25T20:23:38.286662] [INFO ] [sig       ] [1459/3552] Completed GS in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.3m
[2025-12-25T20:23:38.286705] [INFO ] [sig       ] [1460/3552] Forecasting GSBC...
[2025-12-25T20:23:38.286735] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-25T20:23:38.286776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-25T20:23:38.299245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-25T20:23:38.299594] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-25T20:23:38.300374] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-25T20:23:38.300425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:38.300457] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:38.300483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:38.300539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:38.357371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:38.358133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:38.358214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:38.358246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:38.476918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:38.477084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:38.477125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:38.477160] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:38.480916] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-25T20:23:38.481253] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-25T20:23:38.481410] [INFO ] [sig       ] GSBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:38.621950] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GSBC.txt
[2025-12-25T20:23:38.622101] [INFO ] [sig       ] [1460/3552] Completed GSBC in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.3m
[2025-12-25T20:23:38.622140] [INFO ] [sig       ] [1461/3552] Forecasting GSBD...
[2025-12-25T20:23:38.622169] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-25T20:23:38.622203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-25T20:23:38.634503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-25T20:23:38.634832] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-25T20:23:38.635636] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-25T20:23:38.635688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:38.635719] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:38.635744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:38.635802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:38.694616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:38.695301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:38.695396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:38.695428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:38.814924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:38.815068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:38.815107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:38.815171] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:38.818549] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=21.41%)
[2025-12-25T20:23:38.818837] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-25T20:23:38.818963] [INFO ] [sig       ] GSBD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:38.961079] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GSBD.txt
[2025-12-25T20:23:38.961249] [INFO ] [sig       ] [1461/3552] Completed GSBD in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.3m
[2025-12-25T20:23:38.961296] [INFO ] [sig       ] [1462/3552] Forecasting GSHD...
[2025-12-25T20:23:38.961333] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-25T20:23:38.961365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-25T20:23:38.973662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-25T20:23:38.973988] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-25T20:23:38.974775] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-25T20:23:38.974827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:38.974862] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:38.974888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:38.974946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:39.031415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:39.032081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:39.032160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:39.032192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:39.154187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:39.154349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:39.154389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:39.154418] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:39.158121] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-12-25T20:23:39.158397] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-25T20:23:39.158521] [INFO ] [sig       ] GSHD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:39.298143] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GSHD.txt
[2025-12-25T20:23:39.298306] [INFO ] [sig       ] [1462/3552] Completed GSHD in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.3m
[2025-12-25T20:23:39.298345] [INFO ] [sig       ] [1463/3552] Forecasting GSK...
[2025-12-25T20:23:39.298374] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-25T20:23:39.298406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-25T20:23:39.310526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-25T20:23:39.310901] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-25T20:23:39.311701] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-25T20:23:39.311752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:39.311784] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:39.311821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:39.311881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:39.367559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:39.368336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:39.368416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:39.368448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:39.490318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:39.490477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:39.490518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:39.490548] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:39.493917] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=58.23%)
[2025-12-25T20:23:39.494198] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-25T20:23:39.494327] [INFO ] [sig       ] GSK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:39.653038] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GSK.txt
[2025-12-25T20:23:39.653238] [INFO ] [sig       ] [1463/3552] Completed GSK in 0.4s | 2.84 sym/s | Total: 8.6m | ETA: 12.3m
[2025-12-25T20:23:39.653297] [INFO ] [sig       ] [1464/3552] Forecasting GSL...
[2025-12-25T20:23:39.653373] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-25T20:23:39.653423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-25T20:23:39.667210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-25T20:23:39.667620] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-25T20:23:39.668497] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-25T20:23:39.668551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:39.668604] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:39.668633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:39.668691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:39.739085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:39.740165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:39.740280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:39.740325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:39.887559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:39.887761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:39.887822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:39.887863] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:39.891779] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2025-12-25T20:23:39.892078] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-25T20:23:39.892222] [INFO ] [sig       ] GSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:40.056563] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GSL.txt
[2025-12-25T20:23:40.056786] [INFO ] [sig       ] [1464/3552] Completed GSL in 0.4s | 2.84 sym/s | Total: 8.6m | ETA: 12.2m
[2025-12-25T20:23:40.056835] [INFO ] [sig       ] [1465/3552] Forecasting GSM...
[2025-12-25T20:23:40.056866] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-25T20:23:40.056899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-25T20:23:40.069785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-25T20:23:40.070193] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-25T20:23:40.071219] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-25T20:23:40.071283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:40.071325] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:40.071361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:40.071442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:40.137592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:40.138409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:40.138501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:40.138540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:40.270328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:40.270502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:40.270553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:40.270601] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:40.274107] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=37.89%)
[2025-12-25T20:23:40.274407] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-25T20:23:40.274544] [INFO ] [sig       ] GSM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:40.412135] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GSM.txt
[2025-12-25T20:23:40.412292] [INFO ] [sig       ] [1465/3552] Completed GSM in 0.4s | 2.84 sym/s | Total: 8.6m | ETA: 12.2m
[2025-12-25T20:23:40.412334] [INFO ] [sig       ] [1466/3552] Forecasting GTES...
[2025-12-25T20:23:40.412364] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-25T20:23:40.412393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-25T20:23:40.424362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-25T20:23:40.424701] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-25T20:23:40.425481] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-25T20:23:40.425534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:40.425564] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:40.425610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:40.425669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:40.480713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:40.481315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:40.481392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:40.481424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:40.596353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:40.596500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:40.596537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:40.596565] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:40.599888] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=74.35%)
[2025-12-25T20:23:40.600159] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-25T20:23:40.600285] [INFO ] [sig       ] GTES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:40.736518] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GTES.txt
[2025-12-25T20:23:40.736651] [INFO ] [sig       ] [1466/3552] Completed GTES in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.2m
[2025-12-25T20:23:40.736691] [INFO ] [sig       ] [1467/3552] Forecasting GTLB...
[2025-12-25T20:23:40.736720] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-25T20:23:40.736756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-25T20:23:40.748134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-25T20:23:40.748471] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-25T20:23:40.749269] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-25T20:23:40.749324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:40.749355] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:40.749381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:40.749442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:40.805450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:40.806074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:40.806150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:40.806181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:40.925270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:40.925427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:40.925467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:40.925496] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:40.928825] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2025-12-25T20:23:40.929102] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-25T20:23:40.929245] [INFO ] [sig       ] GTLB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:41.071691] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GTLB.txt
[2025-12-25T20:23:41.071884] [INFO ] [sig       ] [1467/3552] Completed GTLB in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.2m
[2025-12-25T20:23:41.071925] [INFO ] [sig       ] [1468/3552] Forecasting GTLS...
[2025-12-25T20:23:41.071955] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-25T20:23:41.071986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-25T20:23:41.084392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-25T20:23:41.084796] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-25T20:23:41.085588] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-25T20:23:41.085640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:41.085671] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:41.085698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:41.085754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:41.141496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:41.142375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:41.142497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:41.142531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:41.268506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:41.268676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:41.268717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:41.268746] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:41.272132] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-12-25T20:23:41.272410] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-25T20:23:41.272533] [INFO ] [sig       ] GTLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:41.412886] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GTLS.txt
[2025-12-25T20:23:41.413054] [INFO ] [sig       ] [1468/3552] Completed GTLS in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.2m
[2025-12-25T20:23:41.413097] [INFO ] [sig       ] [1469/3552] Forecasting GTN...
[2025-12-25T20:23:41.413150] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-25T20:23:41.413184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-25T20:23:41.425132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-25T20:23:41.425480] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-25T20:23:41.426296] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-25T20:23:41.426350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:41.426383] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:41.426411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:41.426470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:41.483663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:41.484541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:41.484644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:41.484678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:41.609046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:41.609222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:41.609263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:41.609291] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:41.612654] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=15.06%)
[2025-12-25T20:23:41.612931] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-25T20:23:41.613056] [INFO ] [sig       ] GTN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:41.755180] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GTN.txt
[2025-12-25T20:23:41.755356] [INFO ] [sig       ] [1469/3552] Completed GTN in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.2m
[2025-12-25T20:23:41.755396] [INFO ] [sig       ] [1470/3552] Forecasting GTX...
[2025-12-25T20:23:41.755426] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-25T20:23:41.755457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-25T20:23:41.771703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-25T20:23:41.772117] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-25T20:23:41.773009] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-25T20:23:41.773062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:41.773094] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:41.773120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:41.773177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:41.830739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:41.831623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:41.831712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:41.831744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:41.949207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:41.949377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:41.949417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:41.949444] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:41.952848] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=21.84%)
[2025-12-25T20:23:41.953146] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-25T20:23:41.953280] [INFO ] [sig       ] GTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:42.091852] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GTX.txt
[2025-12-25T20:23:42.091989] [INFO ] [sig       ] [1470/3552] Completed GTX in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.2m
[2025-12-25T20:23:42.092028] [INFO ] [sig       ] [1471/3552] Forecasting GTY...
[2025-12-25T20:23:42.092058] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-25T20:23:42.092096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-25T20:23:42.103885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-25T20:23:42.104201] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-25T20:23:42.104996] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-25T20:23:42.105047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:42.105078] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:42.105104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:42.105161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:42.160377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:42.160985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:42.161064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:42.161096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:42.280128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:42.280279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:42.280320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:42.280348] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:42.283649] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=17.01%)
[2025-12-25T20:23:42.283923] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-25T20:23:42.284043] [INFO ] [sig       ] GTY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:42.421481] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GTY.txt
[2025-12-25T20:23:42.421646] [INFO ] [sig       ] [1471/3552] Completed GTY in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.2m
[2025-12-25T20:23:42.421689] [INFO ] [sig       ] [1472/3552] Forecasting GUG...
[2025-12-25T20:23:42.421719] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-25T20:23:42.421749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-25T20:23:42.433801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-25T20:23:42.434131] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-25T20:23:42.434907] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-25T20:23:42.434958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:42.434990] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:42.435016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:42.435074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:42.491767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:42.492608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:42.492689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:42.492721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:42.613493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:42.613682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:42.613727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:42.613759] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:42.617230] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=13.05%)
[2025-12-25T20:23:42.617521] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-25T20:23:42.617668] [INFO ] [sig       ] GUG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:42.756907] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GUG.txt
[2025-12-25T20:23:42.757062] [INFO ] [sig       ] [1472/3552] Completed GUG in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.2m
[2025-12-25T20:23:42.757103] [INFO ] [sig       ] [1473/3552] Forecasting GVA...
[2025-12-25T20:23:42.757136] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-25T20:23:42.757173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-25T20:23:42.769486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-25T20:23:42.769892] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-25T20:23:42.770727] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-25T20:23:42.770780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:42.770811] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:42.770838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:42.770896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:42.827470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:42.828341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:42.828423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:42.828455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:42.945670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:42.945828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:42.945870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:42.945899] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:42.949298] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-12-25T20:23:42.949595] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-25T20:23:42.949723] [INFO ] [sig       ] GVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:43.088916] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GVA.txt
[2025-12-25T20:23:43.089079] [INFO ] [sig       ] [1473/3552] Completed GVA in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.2m
[2025-12-25T20:23:43.089139] [INFO ] [sig       ] [1474/3552] Forecasting GWH...
[2025-12-25T20:23:43.089175] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-25T20:23:43.089238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-25T20:23:43.101075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-25T20:23:43.101419] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-25T20:23:43.102192] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-25T20:23:43.102243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:43.102275] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:43.102302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:43.102363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:43.160442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:43.161128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:43.161207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:43.161240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:43.282614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:43.282772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:43.282812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:43.282843] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:43.286278] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-12-25T20:23:43.286557] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-25T20:23:43.286701] [INFO ] [sig       ] GWH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:43.425498] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GWH.txt
[2025-12-25T20:23:43.425648] [INFO ] [sig       ] [1474/3552] Completed GWH in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.2m
[2025-12-25T20:23:43.425689] [INFO ] [sig       ] [1475/3552] Forecasting GWRE...
[2025-12-25T20:23:43.425718] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-25T20:23:43.425747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-25T20:23:43.437963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-25T20:23:43.438277] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-25T20:23:43.439037] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-25T20:23:43.439089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:43.439362] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:43.439550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:43.439783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:43.496090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:43.496934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:43.497018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:43.497050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:43.619566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:43.619755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:43.619798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:43.619826] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:43.623228] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=72.16%)
[2025-12-25T20:23:43.623511] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-25T20:23:43.623652] [INFO ] [sig       ] GWRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:43.763201] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GWRE.txt
[2025-12-25T20:23:43.763374] [INFO ] [sig       ] [1475/3552] Completed GWRE in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.2m
[2025-12-25T20:23:43.763415] [INFO ] [sig       ] [1476/3552] Forecasting GWRS...
[2025-12-25T20:23:43.763445] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-25T20:23:43.763477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-25T20:23:43.775461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-25T20:23:43.775834] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-25T20:23:43.776635] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-25T20:23:43.776714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:43.776748] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:43.776775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:43.776832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:43.833934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:43.834728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:43.834808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:43.834841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:43.951043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:43.951167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:43.951208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:43.951235] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:43.954560] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=45.19%)
[2025-12-25T20:23:43.954852] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-25T20:23:43.954973] [INFO ] [sig       ] GWRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:44.097415] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GWRS.txt
[2025-12-25T20:23:44.097585] [INFO ] [sig       ] [1476/3552] Completed GWRS in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.2m
[2025-12-25T20:23:44.097629] [INFO ] [sig       ] [1477/3552] Forecasting GXAI...
[2025-12-25T20:23:44.097681] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-25T20:23:44.097716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-25T20:23:44.109632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-25T20:23:44.109965] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-25T20:23:44.110748] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-25T20:23:44.110800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:44.110831] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:44.110858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:44.110916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:44.167851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:44.168489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:44.168569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:44.168628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:44.282312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:44.282462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:44.282501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:44.282529] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:44.285841] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=94.62%)
[2025-12-25T20:23:44.286112] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-25T20:23:44.286232] [INFO ] [sig       ] GXAI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:44.424240] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GXAI.txt
[2025-12-25T20:23:44.424376] [INFO ] [sig       ] [1477/3552] Completed GXAI in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.2m
[2025-12-25T20:23:44.424415] [INFO ] [sig       ] [1478/3552] Forecasting GYRE...
[2025-12-25T20:23:44.424445] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-25T20:23:44.424501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-25T20:23:44.436010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-25T20:23:44.436316] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-25T20:23:44.437082] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-25T20:23:44.437133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:44.437164] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:44.437194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:44.437251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:44.493090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:44.493764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:44.493842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:44.493874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:44.613310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:44.613471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:44.613512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:44.613591] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:44.617090] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=87.11%)
[2025-12-25T20:23:44.617398] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-25T20:23:44.617533] [INFO ] [sig       ] GYRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:44.757621] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GYRE.txt
[2025-12-25T20:23:44.757781] [INFO ] [sig       ] [1478/3552] Completed GYRE in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.2m
[2025-12-25T20:23:44.757821] [INFO ] [sig       ] [1479/3552] Forecasting H...
[2025-12-25T20:23:44.757851] [INFO ] [sig       ] Generating forecast for: H
[2025-12-25T20:23:44.757882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-25T20:23:44.769919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-25T20:23:44.770308] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-25T20:23:44.771111] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-25T20:23:44.771163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:44.771195] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:44.771221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:44.771278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:44.830727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:44.831807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:44.831889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:44.831921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:44.950327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:44.950482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:44.950523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:44.950551] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:44.953953] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=15.36%)
[2025-12-25T20:23:44.954243] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-25T20:23:44.954388] [INFO ] [sig       ] H: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:45.094047] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/H.txt
[2025-12-25T20:23:45.094237] [INFO ] [sig       ] [1479/3552] Completed H in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.2m
[2025-12-25T20:23:45.094289] [INFO ] [sig       ] [1480/3552] Forecasting HAE...
[2025-12-25T20:23:45.094349] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-25T20:23:45.094392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-25T20:23:45.106799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-25T20:23:45.107133] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-25T20:23:45.107979] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-25T20:23:45.108033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:45.108065] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:45.108093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:45.108153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:45.167238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:45.168023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:45.168105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:45.168138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:45.295043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:45.295191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:45.295233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:45.295262] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:45.298759] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-12-25T20:23:45.299035] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-25T20:23:45.299179] [INFO ] [sig       ] HAE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:45.438210] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HAE.txt
[2025-12-25T20:23:45.438339] [INFO ] [sig       ] [1480/3552] Completed HAE in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.1m
[2025-12-25T20:23:45.438382] [INFO ] [sig       ] [1481/3552] Forecasting HAFC...
[2025-12-25T20:23:45.438411] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-25T20:23:45.438443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-25T20:23:45.449929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-25T20:23:45.450265] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-25T20:23:45.451043] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-25T20:23:45.451094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:45.451125] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:45.451151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:45.451208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:45.508833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:45.509520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:45.509619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:45.509654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:45.635045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:45.635312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:45.635354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:45.635382] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:45.638744] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=61.52%)
[2025-12-25T20:23:45.639011] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-25T20:23:45.639192] [INFO ] [sig       ] HAFC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:45.777462] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HAFC.txt
[2025-12-25T20:23:45.777609] [INFO ] [sig       ] [1481/3552] Completed HAFC in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.1m
[2025-12-25T20:23:45.777651] [INFO ] [sig       ] [1482/3552] Forecasting HAIN...
[2025-12-25T20:23:45.777681] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-25T20:23:45.777710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-25T20:23:45.788128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-25T20:23:45.788447] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-25T20:23:45.789251] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-25T20:23:45.789303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:45.789334] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:45.789361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:45.789418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:45.845446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:45.846250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:45.846328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:45.846361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:45.966242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:45.966395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:45.966433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:45.966461] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:45.969808] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=32.11%)
[2025-12-25T20:23:45.970078] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-25T20:23:45.970201] [INFO ] [sig       ] HAIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:46.108650] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HAIN.txt
[2025-12-25T20:23:46.108787] [INFO ] [sig       ] [1482/3552] Completed HAIN in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.1m
[2025-12-25T20:23:46.108827] [INFO ] [sig       ] [1483/3552] Forecasting HAL...
[2025-12-25T20:23:46.108856] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-25T20:23:46.108887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-25T20:23:46.120009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-25T20:23:46.120316] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-25T20:23:46.121120] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-25T20:23:46.121171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:46.121203] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:46.121229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:46.121287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:46.177949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:46.178624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:46.178702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:46.178734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:46.303920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:46.304075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:46.304131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:46.304162] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:46.307470] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=43.34%)
[2025-12-25T20:23:46.307759] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-25T20:23:46.307882] [INFO ] [sig       ] HAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:46.454439] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HAL.txt
[2025-12-25T20:23:46.454645] [INFO ] [sig       ] [1483/3552] Completed HAL in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.1m
[2025-12-25T20:23:46.454695] [INFO ] [sig       ] [1484/3552] Forecasting HALO...
[2025-12-25T20:23:46.454755] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-25T20:23:46.454797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-25T20:23:46.465939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-25T20:23:46.466332] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-25T20:23:46.467135] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-25T20:23:46.467187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:46.467218] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:46.467245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:46.467302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:46.523775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:46.524683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:46.524765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:46.524797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:46.646844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:46.647004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:46.647044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:46.647073] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:46.650411] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: UP (p=79.54%)
[2025-12-25T20:23:46.650698] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-25T20:23:46.650823] [INFO ] [sig       ] HALO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:46.788507] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HALO.txt
[2025-12-25T20:23:46.788716] [INFO ] [sig       ] [1484/3552] Completed HALO in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.1m
[2025-12-25T20:23:46.788762] [INFO ] [sig       ] [1485/3552] Forecasting HAS...
[2025-12-25T20:23:46.788790] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-25T20:23:46.788822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-25T20:23:46.800028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-25T20:23:46.800379] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-25T20:23:46.801162] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-25T20:23:46.801213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:46.801245] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:46.801272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:46.801330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:46.857017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:46.857686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:46.857805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:46.857839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:46.976539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:46.976708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:46.976748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:46.976777] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:46.980081] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-12-25T20:23:46.980351] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-25T20:23:46.980477] [INFO ] [sig       ] HAS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:47.121784] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HAS.txt
[2025-12-25T20:23:47.121973] [INFO ] [sig       ] [1485/3552] Completed HAS in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.1m
[2025-12-25T20:23:47.122020] [INFO ] [sig       ] [1486/3552] Forecasting HASI...
[2025-12-25T20:23:47.122054] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-25T20:23:47.122119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-25T20:23:47.132861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-25T20:23:47.133180] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-25T20:23:47.133954] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-25T20:23:47.134005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:47.134037] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:47.134063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:47.134121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:47.190171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:47.190843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:47.190920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:47.190952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:47.313566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:47.313723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:47.313762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:47.313790] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:47.317083] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-12-25T20:23:47.317359] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-25T20:23:47.317505] [INFO ] [sig       ] HASI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:47.455283] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HASI.txt
[2025-12-25T20:23:47.455415] [INFO ] [sig       ] [1486/3552] Completed HASI in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.1m
[2025-12-25T20:23:47.455453] [INFO ] [sig       ] [1487/3552] Forecasting HBAN...
[2025-12-25T20:23:47.455482] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-25T20:23:47.455512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-25T20:23:47.466314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-25T20:23:47.466660] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-25T20:23:47.467449] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-25T20:23:47.467502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:47.467548] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:47.467604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:47.467667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:47.526232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:47.526997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:47.527078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:47.527111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:47.649560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:47.649929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:47.649977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:47.650018] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:47.653728] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-25T20:23:47.654005] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-25T20:23:47.654132] [INFO ] [sig       ] HBAN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:47.796841] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HBAN.txt
[2025-12-25T20:23:47.796981] [INFO ] [sig       ] [1487/3552] Completed HBAN in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.1m
[2025-12-25T20:23:47.797022] [INFO ] [sig       ] [1488/3552] Forecasting HBANL...
[2025-12-25T20:23:47.797051] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-25T20:23:47.797081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-25T20:23:47.807630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-25T20:23:47.807964] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-25T20:23:47.808787] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-25T20:23:47.808840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:47.808872] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:47.808899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:47.808957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:47.870382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:47.871120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:47.871206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:47.871240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:47.988058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:47.988207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:47.988249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:47.988278] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:47.991774] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-25T20:23:47.992059] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-25T20:23:47.992194] [INFO ] [sig       ] HBANL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:48.130712] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HBANL.txt
[2025-12-25T20:23:48.130878] [INFO ] [sig       ] [1488/3552] Completed HBANL in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.1m
[2025-12-25T20:23:48.130918] [INFO ] [sig       ] [1489/3552] Forecasting HBANP...
[2025-12-25T20:23:48.130948] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-25T20:23:48.130979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-25T20:23:48.142117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-25T20:23:48.142474] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-25T20:23:48.143259] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-25T20:23:48.143311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:48.143343] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:48.143368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:48.143426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:48.202275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:48.203280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:48.203362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:48.203395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:48.321257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:48.321405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:48.321445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:48.321474] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:48.324771] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: UP (p=59.66%)
[2025-12-25T20:23:48.325042] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-25T20:23:48.325162] [INFO ] [sig       ] HBANP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:48.462742] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HBANP.txt
[2025-12-25T20:23:48.462873] [INFO ] [sig       ] [1489/3552] Completed HBANP in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.1m
[2025-12-25T20:23:48.462911] [INFO ] [sig       ] [1490/3552] Forecasting HBB...
[2025-12-25T20:23:48.462939] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-25T20:23:48.462970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-25T20:23:48.473101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-25T20:23:48.473418] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-25T20:23:48.474187] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-25T20:23:48.474239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:48.474271] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:48.474298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:48.474355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:48.530952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:48.531702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:48.531782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:48.531814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:48.652039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:48.652220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:48.652260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:48.652289] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:48.655753] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=35.15%)
[2025-12-25T20:23:48.656049] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-25T20:23:48.656181] [INFO ] [sig       ] HBB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:48.794454] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HBB.txt
[2025-12-25T20:23:48.794620] [INFO ] [sig       ] [1490/3552] Completed HBB in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.1m
[2025-12-25T20:23:48.794663] [INFO ] [sig       ] [1491/3552] Forecasting HBCP...
[2025-12-25T20:23:48.794699] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-25T20:23:48.794730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-25T20:23:48.805146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-25T20:23:48.805501] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-25T20:23:48.806332] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-25T20:23:48.806385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:48.806418] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:48.806445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:48.806508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:48.863124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:48.863849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:48.863929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:48.863962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:48.982485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:48.982646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:48.982689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:48.982718] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:48.986228] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=66.68%)
[2025-12-25T20:23:48.986504] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-25T20:23:48.986645] [INFO ] [sig       ] HBCP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:49.126171] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HBCP.txt
[2025-12-25T20:23:49.126337] [INFO ] [sig       ] [1491/3552] Completed HBCP in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.1m
[2025-12-25T20:23:49.126376] [INFO ] [sig       ] [1492/3552] Forecasting HBM...
[2025-12-25T20:23:49.126407] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-25T20:23:49.126437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-25T20:23:49.137814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-25T20:23:49.138168] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-25T20:23:49.138940] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-25T20:23:49.138992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:49.139050] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:49.139078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:49.139164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:49.197153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:49.197909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:49.197990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:49.198024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:49.321380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:49.321530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:49.321588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:49.321620] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:49.324951] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=89.15%)
[2025-12-25T20:23:49.325222] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-25T20:23:49.325355] [INFO ] [sig       ] HBM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:49.469694] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HBM.txt
[2025-12-25T20:23:49.469844] [INFO ] [sig       ] [1492/3552] Completed HBM in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.1m
[2025-12-25T20:23:49.469884] [INFO ] [sig       ] [1493/3552] Forecasting HBNC...
[2025-12-25T20:23:49.469915] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-25T20:23:49.469944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-25T20:23:49.481108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-25T20:23:49.481428] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-25T20:23:49.482203] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-25T20:23:49.482254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:49.482285] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:49.482311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:49.482368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:49.540759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:49.541482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:49.541596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:49.541632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:49.660433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:49.660610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:49.660653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:49.660683] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:49.664136] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=51.06%)
[2025-12-25T20:23:49.664431] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-25T20:23:49.664561] [INFO ] [sig       ] HBNC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:49.803614] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HBNC.txt
[2025-12-25T20:23:49.803773] [INFO ] [sig       ] [1493/3552] Completed HBNC in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.1m
[2025-12-25T20:23:49.803813] [INFO ] [sig       ] [1494/3552] Forecasting HCA...
[2025-12-25T20:23:49.803872] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-25T20:23:49.803904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-25T20:23:49.814790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-25T20:23:49.815165] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-25T20:23:49.815990] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-25T20:23:49.816043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:49.816076] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:49.816103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:49.816162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:49.873048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:49.873806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:49.873884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:49.873916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:49.991386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:49.991543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:49.991599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:49.991647] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:49.995083] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-12-25T20:23:49.995357] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-25T20:23:49.995481] [INFO ] [sig       ] HCA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:50.138623] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HCA.txt
[2025-12-25T20:23:50.138775] [INFO ] [sig       ] [1494/3552] Completed HCA in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.1m
[2025-12-25T20:23:50.138814] [INFO ] [sig       ] [1495/3552] Forecasting HCC...
[2025-12-25T20:23:50.138844] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-25T20:23:50.138875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-25T20:23:50.149325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-25T20:23:50.149689] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-25T20:23:50.150441] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-25T20:23:50.150492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:50.150523] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:50.150550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:50.150634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:50.209504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:50.210340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:50.210423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:50.210457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:50.337404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:50.337559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:50.337618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:50.337683] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:50.341189] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-12-25T20:23:50.341498] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-25T20:23:50.341651] [INFO ] [sig       ] HCC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:50.483812] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HCC.txt
[2025-12-25T20:23:50.483975] [INFO ] [sig       ] [1495/3552] Completed HCC in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.1m
[2025-12-25T20:23:50.484017] [INFO ] [sig       ] [1496/3552] Forecasting HCI...
[2025-12-25T20:23:50.484049] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-25T20:23:50.484079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-25T20:23:50.495155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-25T20:23:50.495555] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-25T20:23:50.496342] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-25T20:23:50.496395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:50.496428] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:50.496455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:50.496513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:50.555448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:50.556337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:50.556427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:50.556479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:50.676373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:50.676528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:50.676587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:50.676621] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:50.680160] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=90.05%)
[2025-12-25T20:23:50.680468] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-25T20:23:50.680624] [INFO ] [sig       ] HCI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:50.836449] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HCI.txt
[2025-12-25T20:23:50.836635] [INFO ] [sig       ] [1496/3552] Completed HCI in 0.4s | 2.84 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-25T20:23:50.836679] [INFO ] [sig       ] [1497/3552] Forecasting HCM...
[2025-12-25T20:23:50.836711] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-25T20:23:50.836742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-25T20:23:50.847969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-25T20:23:50.848342] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-25T20:23:50.849158] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-25T20:23:50.849211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:50.849242] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:50.849268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:50.849326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:50.906484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:50.907320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:50.907415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:50.907452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:51.028913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:51.029073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:51.029113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:51.029172] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:51.032625] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: UP (p=61.68%)
[2025-12-25T20:23:51.032902] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-25T20:23:51.033028] [INFO ] [sig       ] HCM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:51.171220] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HCM.txt
[2025-12-25T20:23:51.171385] [INFO ] [sig       ] [1497/3552] Completed HCM in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-25T20:23:51.171425] [INFO ] [sig       ] [1498/3552] Forecasting HCSG...
[2025-12-25T20:23:51.171455] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-25T20:23:51.171487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-25T20:23:51.183044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-25T20:23:51.183419] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-25T20:23:51.184220] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-25T20:23:51.184273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:51.184305] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:51.184332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:51.184406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:51.240512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:51.241303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:51.241385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:51.241418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:51.360281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:51.360432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:51.360472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:51.360499] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:51.363815] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: UP (p=60.70%)
[2025-12-25T20:23:51.364083] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-25T20:23:51.364202] [INFO ] [sig       ] HCSG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:51.500486] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HCSG.txt
[2025-12-25T20:23:51.500657] [INFO ] [sig       ] [1498/3552] Completed HCSG in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-25T20:23:51.500699] [INFO ] [sig       ] [1499/3552] Forecasting HCTI...
[2025-12-25T20:23:51.500731] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-25T20:23:51.500787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-25T20:23:51.511760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-25T20:23:51.512156] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-25T20:23:51.512980] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-25T20:23:51.513034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:51.513066] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:51.513092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:51.513149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:51.574430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:51.575417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:51.575515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:51.575550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:51.689072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:51.689308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:51.689358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:51.689389] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:51.692908] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: DOWN (p=28.01%)
[2025-12-25T20:23:51.693187] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-25T20:23:51.693321] [INFO ] [sig       ] HCTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:51.835062] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HCTI.txt
[2025-12-25T20:23:51.835232] [INFO ] [sig       ] [1499/3552] Completed HCTI in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-25T20:23:51.835273] [INFO ] [sig       ] [1500/3552] Forecasting HD...
[2025-12-25T20:23:51.835303] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-25T20:23:51.835332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-25T20:23:51.846512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-25T20:23:51.846903] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-25T20:23:51.847729] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-25T20:23:51.847795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:51.847827] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:51.847853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:51.847910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:51.903374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:51.904271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:51.904359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:51.904391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:52.022049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:52.022211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:52.022251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:52.022279] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:52.025650] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=89.37%)
[2025-12-25T20:23:52.025930] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-25T20:23:52.026058] [INFO ] [sig       ] HD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:52.163564] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HD.txt
[2025-12-25T20:23:52.163751] [INFO ] [sig       ] [1500/3552] Completed HD in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-25T20:23:52.163792] [INFO ] [sig       ] [1501/3552] Forecasting HDB...
[2025-12-25T20:23:52.163821] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-25T20:23:52.163850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-25T20:23:52.174716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-25T20:23:52.175088] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-25T20:23:52.175860] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-25T20:23:52.175912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:52.175942] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:52.175968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:52.176025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:52.231675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:52.232512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:52.232610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:52.232645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:52.357178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:52.357351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:52.357393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:52.357421] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:52.360875] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-25T20:23:52.361155] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-25T20:23:52.361279] [INFO ] [sig       ] HDB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:52.499958] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HDB.txt
[2025-12-25T20:23:52.500113] [INFO ] [sig       ] [1501/3552] Completed HDB in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-25T20:23:52.500152] [INFO ] [sig       ] [1502/3552] Forecasting HDSN...
[2025-12-25T20:23:52.500182] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-25T20:23:52.500211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-25T20:23:52.511938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-25T20:23:52.512281] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-25T20:23:52.513056] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-25T20:23:52.513108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:52.513139] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:52.513167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:52.513224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:52.568712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:52.569348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:52.569469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:52.569503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:52.684297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:52.684448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:52.684488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:52.684516] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:52.687898] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-12-25T20:23:52.688176] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-25T20:23:52.688298] [INFO ] [sig       ] HDSN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:52.827028] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HDSN.txt
[2025-12-25T20:23:52.827194] [INFO ] [sig       ] [1502/3552] Completed HDSN in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-25T20:23:52.827234] [INFO ] [sig       ] [1503/3552] Forecasting HE...
[2025-12-25T20:23:52.827266] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-25T20:23:52.827296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-25T20:23:52.838477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-25T20:23:52.838880] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-25T20:23:52.839678] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-25T20:23:52.839728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:52.839759] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:52.839785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:52.839841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:52.895539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:52.896244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:52.896323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:52.896355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:53.015910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:53.016067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:53.016106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:53.016136] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:53.019464] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=83.49%)
[2025-12-25T20:23:53.019758] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-25T20:23:53.019883] [INFO ] [sig       ] HE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:53.162007] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HE.txt
[2025-12-25T20:23:53.162189] [INFO ] [sig       ] [1503/3552] Completed HE in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-25T20:23:53.162232] [INFO ] [sig       ] [1504/3552] Forecasting HEI...
[2025-12-25T20:23:53.162261] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-25T20:23:53.162292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-25T20:23:53.173535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-25T20:23:53.173958] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-25T20:23:53.174749] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-25T20:23:53.174801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:53.174832] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:53.174858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:53.174915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:53.231029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:53.231915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:53.232004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:53.232036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:53.353367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:53.353520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:53.353560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:53.353607] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:53.356919] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2025-12-25T20:23:53.357200] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-25T20:23:53.357326] [INFO ] [sig       ] HEI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:53.496672] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HEI.txt
[2025-12-25T20:23:53.496838] [INFO ] [sig       ] [1504/3552] Completed HEI in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-25T20:23:53.496879] [INFO ] [sig       ] [1505/3552] Forecasting HELE...
[2025-12-25T20:23:53.496909] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-25T20:23:53.496939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-25T20:23:53.507756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-25T20:23:53.508120] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-25T20:23:53.508901] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-25T20:23:53.508953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:53.508984] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:53.509009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:53.509066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:53.565083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:53.565931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:53.566013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:53.566045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:53.687706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:53.687864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:53.687904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:53.687933] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:53.691334] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-12-25T20:23:53.691677] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-25T20:23:53.691806] [INFO ] [sig       ] HELE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:53.830853] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HELE.txt
[2025-12-25T20:23:53.831036] [INFO ] [sig       ] [1505/3552] Completed HELE in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-25T20:23:53.831076] [INFO ] [sig       ] [1506/3552] Forecasting HEPS...
[2025-12-25T20:23:53.831106] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-25T20:23:53.831137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-25T20:23:53.841816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-25T20:23:53.842136] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-25T20:23:53.842911] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-25T20:23:53.842963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:53.842994] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:53.843021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:53.843078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:53.899066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:53.899729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:53.899807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:53.899839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:54.022358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:54.022517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:54.022557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:54.022607] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:54.025944] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: DOWN (p=26.81%)
[2025-12-25T20:23:54.026216] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-25T20:23:54.026340] [INFO ] [sig       ] HEPS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:54.163683] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HEPS.txt
[2025-12-25T20:23:54.163838] [INFO ] [sig       ] [1506/3552] Completed HEPS in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-25T20:23:54.163879] [INFO ] [sig       ] [1507/3552] Forecasting HEQ...
[2025-12-25T20:23:54.163909] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-25T20:23:54.163940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-25T20:23:54.174741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-25T20:23:54.175084] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-25T20:23:54.175887] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-25T20:23:54.175939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:54.175970] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:54.175996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:54.176053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:54.232208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:54.233145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:54.233239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:54.233271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:54.347899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:54.348059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:54.348116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:54.348145] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:54.351562] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=64.66%)
[2025-12-25T20:23:54.351886] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-25T20:23:54.352012] [INFO ] [sig       ] HEQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:54.493749] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HEQ.txt
[2025-12-25T20:23:54.493917] [INFO ] [sig       ] [1507/3552] Completed HEQ in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-25T20:23:54.493959] [INFO ] [sig       ] [1508/3552] Forecasting HERO...
[2025-12-25T20:23:54.493989] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-25T20:23:54.494019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-25T20:23:54.505245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-25T20:23:54.505670] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-25T20:23:54.506446] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-25T20:23:54.506499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:54.506531] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:54.506557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:54.506644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:54.562593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:54.563440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:54.563525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:54.563558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:54.684697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:54.684860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:54.684900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:54.684931] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:54.688368] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=13.39%)
[2025-12-25T20:23:54.688685] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-25T20:23:54.688819] [INFO ] [sig       ] HERO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:54.826279] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HERO.txt
[2025-12-25T20:23:54.826429] [INFO ] [sig       ] [1508/3552] Completed HERO in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-25T20:23:54.826469] [INFO ] [sig       ] [1509/3552] Forecasting HESM...
[2025-12-25T20:23:54.826500] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-25T20:23:54.826530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-25T20:23:54.837683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-25T20:23:54.838055] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-25T20:23:54.838850] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-25T20:23:54.838902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:54.838964] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:54.838992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:54.839049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:54.894956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:54.895858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:54.895941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:54.895974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:55.021927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:55.022080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:55.022120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:55.022147] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:55.025462] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2025-12-25T20:23:55.025755] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-25T20:23:55.025881] [INFO ] [sig       ] HESM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:55.164992] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HESM.txt
[2025-12-25T20:23:55.165155] [INFO ] [sig       ] [1509/3552] Completed HESM in 0.3s | 2.85 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-25T20:23:55.165195] [INFO ] [sig       ] [1510/3552] Forecasting HFFG...
[2025-12-25T20:23:55.165225] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-25T20:23:55.165253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-25T20:23:55.176251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-25T20:23:55.176609] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-25T20:23:55.177359] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-25T20:23:55.177411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:55.177443] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:55.177469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:55.177525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:55.236018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:55.236860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:55.236941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:55.236974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:55.353464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:55.353631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:55.353673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:55.353703] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:55.356996] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=86.48%)
[2025-12-25T20:23:55.357267] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-25T20:23:55.357389] [INFO ] [sig       ] HFFG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:55.493912] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HFFG.txt
[2025-12-25T20:23:55.494036] [INFO ] [sig       ] [1510/3552] Completed HFFG in 0.3s | 2.85 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-25T20:23:55.494074] [INFO ] [sig       ] [1511/3552] Forecasting HFRO...
[2025-12-25T20:23:55.494104] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-25T20:23:55.494132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-25T20:23:55.504639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-25T20:23:55.504933] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-25T20:23:55.505698] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-25T20:23:55.505750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:55.505797] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:55.505825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:55.505883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:55.561305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:55.562011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:55.562091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:55.562124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:55.681854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:55.682008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:55.682046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:55.682075] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:55.685423] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-25T20:23:55.685722] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-25T20:23:55.685846] [INFO ] [sig       ] HFRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:55.823768] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HFRO.txt
[2025-12-25T20:23:55.823884] [INFO ] [sig       ] [1511/3552] Completed HFRO in 0.3s | 2.85 sym/s | Total: 8.9m | ETA: 12.0m
[2025-12-25T20:23:55.823923] [INFO ] [sig       ] [1512/3552] Forecasting HFWA...
[2025-12-25T20:23:55.823952] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-25T20:23:55.823981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-25T20:23:55.834955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-25T20:23:55.835251] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-25T20:23:55.836012] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-25T20:23:55.836064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:55.836095] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:55.836121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:55.836178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:55.892121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:55.892728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:55.892804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:55.892836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:56.013755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:56.013881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:56.013917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:56.013975] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:56.017221] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=17.01%)
[2025-12-25T20:23:56.017488] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-25T20:23:56.017631] [INFO ] [sig       ] HFWA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:56.156428] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HFWA.txt
[2025-12-25T20:23:56.156550] [INFO ] [sig       ] [1512/3552] Completed HFWA in 0.3s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:23:56.156620] [INFO ] [sig       ] [1513/3552] Forecasting HG...
[2025-12-25T20:23:56.156658] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-25T20:23:56.156694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-25T20:23:56.168659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-25T20:23:56.168949] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-25T20:23:56.169771] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-25T20:23:56.169823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:56.169854] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:56.169880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:56.169937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:56.226873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:56.227464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:56.227539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:56.227587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:56.347013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:56.347139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:56.347175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:56.347204] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:56.350433] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-12-25T20:23:56.350720] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-25T20:23:56.350842] [INFO ] [sig       ] HG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:56.490696] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HG.txt
[2025-12-25T20:23:56.490822] [INFO ] [sig       ] [1513/3552] Completed HG in 0.3s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:23:56.490860] [INFO ] [sig       ] [1514/3552] Forecasting HGBL...
[2025-12-25T20:23:56.490890] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-25T20:23:56.490919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-25T20:23:56.501315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-25T20:23:56.501613] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-25T20:23:56.502354] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-25T20:23:56.502405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:56.502436] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:56.502463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:56.502520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:56.559804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:56.560385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:56.560464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:56.560498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:56.674177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:56.674301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:56.674341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:56.674369] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:56.677593] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-25T20:23:56.677888] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-25T20:23:56.678012] [INFO ] [sig       ] HGBL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:56.815911] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HGBL.txt
[2025-12-25T20:23:56.816022] [INFO ] [sig       ] [1514/3552] Completed HGBL in 0.3s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:23:56.816066] [INFO ] [sig       ] [1515/3552] Forecasting HGLB...
[2025-12-25T20:23:56.816096] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-25T20:23:56.816126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-25T20:23:56.826770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-25T20:23:56.827062] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-25T20:23:56.827832] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-25T20:23:56.827883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:56.827915] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:56.827941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:56.827998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:56.884597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:56.885190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:56.885268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:56.885300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:57.006583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:57.006699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:57.006736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:57.006764] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:57.009920] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=66.07%)
[2025-12-25T20:23:57.010183] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-25T20:23:57.010306] [INFO ] [sig       ] HGLB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:57.149054] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HGLB.txt
[2025-12-25T20:23:57.149186] [INFO ] [sig       ] [1515/3552] Completed HGLB in 0.3s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:23:57.149225] [INFO ] [sig       ] [1516/3552] Forecasting HGTY...
[2025-12-25T20:23:57.149254] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-25T20:23:57.149282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-25T20:23:57.160807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-25T20:23:57.161099] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-25T20:23:57.161874] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-25T20:23:57.161926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:57.161957] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:57.161984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:57.162041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:57.219322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:57.219921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:57.220000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:57.220031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:57.338656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:57.338790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:57.338827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:57.338856] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:57.342115] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-12-25T20:23:57.342383] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-25T20:23:57.342522] [INFO ] [sig       ] HGTY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:57.479331] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HGTY.txt
[2025-12-25T20:23:57.479440] [INFO ] [sig       ] [1516/3552] Completed HGTY in 0.3s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:23:57.479478] [INFO ] [sig       ] [1517/3552] Forecasting HHH...
[2025-12-25T20:23:57.479506] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-25T20:23:57.479535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-25T20:23:57.491238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-25T20:23:57.491709] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-25T20:23:57.492589] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-25T20:23:57.492644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:57.492677] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:57.492704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:57.492762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:57.552316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:57.553056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:57.553152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:57.553186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:57.673814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:57.673985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:57.674031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:57.674060] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:57.677499] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=29.29%)
[2025-12-25T20:23:57.677814] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-25T20:23:57.677940] [INFO ] [sig       ] HHH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:57.817673] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HHH.txt
[2025-12-25T20:23:57.817829] [INFO ] [sig       ] [1517/3552] Completed HHH in 0.3s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:23:57.817870] [INFO ] [sig       ] [1518/3552] Forecasting HI...
[2025-12-25T20:23:57.817903] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-25T20:23:57.817938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-25T20:23:57.830070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-25T20:23:57.830399] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-25T20:23:57.831190] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-25T20:23:57.831242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:57.831274] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:57.831300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:57.831357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:57.888254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:57.888947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:57.889026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:57.889058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:58.011740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:58.011898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:58.011939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:58.012009] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:58.015397] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=58.09%)
[2025-12-25T20:23:58.015697] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-25T20:23:58.015827] [INFO ] [sig       ] HI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:58.155528] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HI.txt
[2025-12-25T20:23:58.155768] [INFO ] [sig       ] [1518/3552] Completed HI in 0.3s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:23:58.155813] [INFO ] [sig       ] [1519/3552] Forecasting HIFS...
[2025-12-25T20:23:58.155843] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-25T20:23:58.155875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-25T20:23:58.166435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-25T20:23:58.166803] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-25T20:23:58.167565] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-25T20:23:58.167637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:58.167669] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:58.167697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:58.167755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:58.223879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:58.224564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:58.224691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:58.224727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:58.337226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:58.337385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:58.337426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:58.337454] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:58.340971] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-25T20:23:58.341269] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-25T20:23:58.341403] [INFO ] [sig       ] HIFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:58.480736] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HIFS.txt
[2025-12-25T20:23:58.480885] [INFO ] [sig       ] [1519/3552] Completed HIFS in 0.3s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:23:58.480923] [INFO ] [sig       ] [1520/3552] Forecasting HIG...
[2025-12-25T20:23:58.480953] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-25T20:23:58.480983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-25T20:23:58.493030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-25T20:23:58.493398] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-25T20:23:58.494262] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-25T20:23:58.494316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:58.494348] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:58.494374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:58.494430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:58.550245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:58.550957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:58.551058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:58.551091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:58.669749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:58.669891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:58.669929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:58.669956] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:58.673203] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-12-25T20:23:58.673481] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-25T20:23:58.673621] [INFO ] [sig       ] HIG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:58.811878] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HIG.txt
[2025-12-25T20:23:58.812050] [INFO ] [sig       ] [1520/3552] Completed HIG in 0.3s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:23:58.812091] [INFO ] [sig       ] [1521/3552] Forecasting HII...
[2025-12-25T20:23:58.812121] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-25T20:23:58.812150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-25T20:23:58.823479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-25T20:23:58.823901] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-25T20:23:58.824719] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-25T20:23:58.824771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:58.824803] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:58.824829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:58.824887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:58.883763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:58.884543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:58.884644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:58.884678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:59.012339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:59.012501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:59.012542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:59.012590] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:59.016450] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=17.02%)
[2025-12-25T20:23:59.016772] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-25T20:23:59.016909] [INFO ] [sig       ] HII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:23:59.162971] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HII.txt
[2025-12-25T20:23:59.163136] [INFO ] [sig       ] [1521/3552] Completed HII in 0.4s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:23:59.163177] [INFO ] [sig       ] [1522/3552] Forecasting HIMS...
[2025-12-25T20:23:59.163208] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-25T20:23:59.163239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-25T20:23:59.175321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-25T20:23:59.175694] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-25T20:23:59.176470] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-25T20:23:59.176524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:59.176559] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:59.176628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:59.176689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:59.233170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:59.234040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:59.234126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:59.234161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:59.352053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:59.352214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:59.352253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:59.352283] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:59.355688] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=56.47%)
[2025-12-25T20:23:59.355989] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-25T20:23:59.356120] [INFO ] [sig       ] HIMS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:59.500827] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HIMS.txt
[2025-12-25T20:23:59.501039] [INFO ] [sig       ] [1522/3552] Completed HIMS in 0.3s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:23:59.501085] [INFO ] [sig       ] [1523/3552] Forecasting HIMX...
[2025-12-25T20:23:59.501118] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-25T20:23:59.501148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-25T20:23:59.512744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-25T20:23:59.513169] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-25T20:23:59.514217] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-25T20:23:59.514271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:59.514303] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:59.514330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:59.514388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:59.572512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:59.573453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:59.573545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:59.573601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:23:59.698166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:23:59.698334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:23:59.698377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:23:59.698407] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:23:59.702020] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=52.81%)
[2025-12-25T20:23:59.702346] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-25T20:23:59.702487] [INFO ] [sig       ] HIMX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:23:59.846031] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HIMX.txt
[2025-12-25T20:23:59.846197] [INFO ] [sig       ] [1523/3552] Completed HIMX in 0.3s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:23:59.846237] [INFO ] [sig       ] [1524/3552] Forecasting HIO...
[2025-12-25T20:23:59.846268] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-25T20:23:59.846299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-25T20:23:59.857186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-25T20:23:59.857562] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-25T20:23:59.858366] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-25T20:23:59.858417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:23:59.858448] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:23:59.858475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:23:59.858532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:23:59.916357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:23:59.917221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:23:59.917304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:23:59.917337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:00.040995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:00.041164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:00.041204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:00.041232] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:00.044655] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=62.18%)
[2025-12-25T20:24:00.044971] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-25T20:24:00.045099] [INFO ] [sig       ] HIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:00.185095] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HIO.txt
[2025-12-25T20:24:00.185281] [INFO ] [sig       ] [1524/3552] Completed HIO in 0.3s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:24:00.185323] [INFO ] [sig       ] [1525/3552] Forecasting HIPO...
[2025-12-25T20:24:00.185353] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-25T20:24:00.185385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-25T20:24:00.196473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-25T20:24:00.196888] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-25T20:24:00.197688] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-25T20:24:00.197740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:00.197771] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:00.197797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:00.197853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:00.254372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:00.255256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:00.255339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:00.255371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:00.374972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:00.375134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:00.375175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:00.375204] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:00.378569] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=20.60%)
[2025-12-25T20:24:00.378880] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-25T20:24:00.379010] [INFO ] [sig       ] HIPO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:00.523116] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HIPO.txt
[2025-12-25T20:24:00.523264] [INFO ] [sig       ] [1525/3552] Completed HIPO in 0.3s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:24:00.523305] [INFO ] [sig       ] [1526/3552] Forecasting HITI...
[2025-12-25T20:24:00.523334] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-25T20:24:00.523372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-25T20:24:00.534398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-25T20:24:00.534722] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-25T20:24:00.535500] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-25T20:24:00.535554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:00.535640] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:00.535672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:00.535734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:00.596114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:00.596961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:00.597066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:00.597114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:00.719419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:00.719597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:00.719643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:00.719674] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:00.723099] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: UP (p=81.56%)
[2025-12-25T20:24:00.723376] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-25T20:24:00.723501] [INFO ] [sig       ] HITI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:00.888679] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HITI.txt
[2025-12-25T20:24:00.888856] [INFO ] [sig       ] [1526/3552] Completed HITI in 0.4s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:24:00.888898] [INFO ] [sig       ] [1527/3552] Forecasting HIVE...
[2025-12-25T20:24:00.888928] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-25T20:24:00.888959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-25T20:24:00.902757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-25T20:24:00.903109] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-25T20:24:00.903895] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-25T20:24:00.903947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:00.903979] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:00.904006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:00.904063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:00.962196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:00.963060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:00.963154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:00.963195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:01.081745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:01.081904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:01.081945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:01.081974] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:01.085543] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=15.49%)
[2025-12-25T20:24:01.085830] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-25T20:24:01.085952] [INFO ] [sig       ] HIVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:01.224507] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HIVE.txt
[2025-12-25T20:24:01.224678] [INFO ] [sig       ] [1527/3552] Completed HIVE in 0.3s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:24:01.224722] [INFO ] [sig       ] [1528/3552] Forecasting HIX...
[2025-12-25T20:24:01.224758] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-25T20:24:01.224788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-25T20:24:01.235306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-25T20:24:01.235631] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-25T20:24:01.236380] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-25T20:24:01.236430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:01.236463] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:01.236489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:01.236547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:01.298175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:01.299065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:01.299190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:01.299228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:01.417939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:01.418075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:01.418114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:01.418142] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:01.421588] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-12-25T20:24:01.421880] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-25T20:24:01.422218] [INFO ] [sig       ] HIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:01.574768] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HIX.txt
[2025-12-25T20:24:01.574940] [INFO ] [sig       ] [1528/3552] Completed HIX in 0.4s | 2.85 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-25T20:24:01.574979] [INFO ] [sig       ] [1529/3552] Forecasting HL...
[2025-12-25T20:24:01.575010] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-25T20:24:01.575074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-25T20:24:01.586772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-25T20:24:01.587182] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-25T20:24:01.588055] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-25T20:24:01.588110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:01.588144] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:01.588172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:01.588232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:01.647807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:01.648668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:01.648754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:01.648791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:01.788970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:01.789170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:01.789215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:01.789283] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:01.792858] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-25T20:24:01.793178] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-25T20:24:01.793317] [INFO ] [sig       ] HL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:01.937518] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HL.txt
[2025-12-25T20:24:01.937708] [INFO ] [sig       ] [1529/3552] Completed HL in 0.4s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:01.937749] [INFO ] [sig       ] [1530/3552] Forecasting HLAL...
[2025-12-25T20:24:01.937780] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-25T20:24:01.937838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-25T20:24:01.948859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-25T20:24:01.949285] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-25T20:24:01.950169] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-25T20:24:01.950224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:01.950257] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:01.950286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:01.950347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:02.008230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:02.009097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:02.012153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:02.012196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:02.135886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:02.136044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:02.136086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:02.136118] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:02.139549] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: UP (p=80.97%)
[2025-12-25T20:24:02.139844] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-25T20:24:02.139970] [INFO ] [sig       ] HLAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:02.282689] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HLAL.txt
[2025-12-25T20:24:02.282869] [INFO ] [sig       ] [1530/3552] Completed HLAL in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:02.282912] [INFO ] [sig       ] [1531/3552] Forecasting HLF...
[2025-12-25T20:24:02.282944] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-25T20:24:02.283001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-25T20:24:02.294135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-25T20:24:02.294489] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-25T20:24:02.295292] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-25T20:24:02.295348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:02.295381] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:02.295410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:02.295469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:02.353358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:02.354285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:02.354378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:02.354413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:02.475806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:02.475962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:02.476003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:02.476035] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:02.479461] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=25.36%)
[2025-12-25T20:24:02.479798] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-25T20:24:02.479930] [INFO ] [sig       ] HLF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:02.619897] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HLF.txt
[2025-12-25T20:24:02.620043] [INFO ] [sig       ] [1531/3552] Completed HLF in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:02.620085] [INFO ] [sig       ] [1532/3552] Forecasting HLI...
[2025-12-25T20:24:02.620117] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-25T20:24:02.620150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-25T20:24:02.631396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-25T20:24:02.631742] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-25T20:24:02.632514] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-25T20:24:02.632568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:02.632623] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:02.632652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:02.632713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:02.691048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:02.691929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:02.692013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:02.692048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:02.808283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:02.808455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:02.808498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:02.808527] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:02.811948] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=17.45%)
[2025-12-25T20:24:02.812235] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-25T20:24:02.812364] [INFO ] [sig       ] HLI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:02.951853] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HLI.txt
[2025-12-25T20:24:02.952000] [INFO ] [sig       ] [1532/3552] Completed HLI in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:02.952040] [INFO ] [sig       ] [1533/3552] Forecasting HLIO...
[2025-12-25T20:24:02.952073] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-25T20:24:02.952102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-25T20:24:02.962762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-25T20:24:02.963130] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-25T20:24:02.963908] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-25T20:24:02.963959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:02.963992] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:02.964020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:02.964077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:03.020697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:03.021422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:03.021503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:03.021536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:03.145392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:03.145541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:03.145597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:03.145628] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:03.148935] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=10.08%)
[2025-12-25T20:24:03.149222] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-25T20:24:03.149345] [INFO ] [sig       ] HLIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:03.288622] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HLIO.txt
[2025-12-25T20:24:03.288738] [INFO ] [sig       ] [1533/3552] Completed HLIO in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:03.288776] [INFO ] [sig       ] [1534/3552] Forecasting HLLY...
[2025-12-25T20:24:03.288805] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-25T20:24:03.288834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-25T20:24:03.300003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-25T20:24:03.300319] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-25T20:24:03.301137] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-25T20:24:03.301191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:03.301224] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:03.301253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:03.301313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:03.358636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:03.359318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:03.359406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:03.359441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:03.479072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:03.479231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:03.479269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:03.479297] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:03.482605] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-25T20:24:03.482878] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-25T20:24:03.482998] [INFO ] [sig       ] HLLY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:03.624348] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HLLY.txt
[2025-12-25T20:24:03.624476] [INFO ] [sig       ] [1534/3552] Completed HLLY in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:03.624526] [INFO ] [sig       ] [1535/3552] Forecasting HLMN...
[2025-12-25T20:24:03.624556] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-25T20:24:03.624603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-25T20:24:03.635276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-25T20:24:03.635622] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-25T20:24:03.636373] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-25T20:24:03.636439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:03.636472] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:03.636498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:03.636556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:03.694309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:03.695135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:03.695216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:03.695249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:03.812932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:03.813081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:03.813120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:03.813149] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:03.816458] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-25T20:24:03.816744] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-25T20:24:03.816869] [INFO ] [sig       ] HLMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:03.955512] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HLMN.txt
[2025-12-25T20:24:03.955648] [INFO ] [sig       ] [1535/3552] Completed HLMN in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:03.955688] [INFO ] [sig       ] [1536/3552] Forecasting HLN...
[2025-12-25T20:24:03.955719] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-25T20:24:03.955749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-25T20:24:03.966254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-25T20:24:03.966560] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-25T20:24:03.967328] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-25T20:24:03.967381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:03.967412] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:03.967439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:03.967496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:04.026093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:04.026731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:04.026840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:04.026875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:04.143511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:04.143676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:04.143717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:04.143747] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:04.147039] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-25T20:24:04.147307] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-25T20:24:04.147428] [INFO ] [sig       ] HLN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:04.290806] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HLN.txt
[2025-12-25T20:24:04.290954] [INFO ] [sig       ] [1536/3552] Completed HLN in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:04.290994] [INFO ] [sig       ] [1537/3552] Forecasting HLNE...
[2025-12-25T20:24:04.291025] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-25T20:24:04.291055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-25T20:24:04.301833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-25T20:24:04.302172] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-25T20:24:04.302996] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-25T20:24:04.303051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:04.303086] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:04.303115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:04.303176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:04.361345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:04.361973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:04.362052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:04.362086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:04.479034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:04.479192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:04.479233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:04.479263] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:04.482558] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-25T20:24:04.482842] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-25T20:24:04.482966] [INFO ] [sig       ] HLNE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:04.620238] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HLNE.txt
[2025-12-25T20:24:04.620359] [INFO ] [sig       ] [1537/3552] Completed HLNE in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:04.620397] [INFO ] [sig       ] [1538/3552] Forecasting HLX...
[2025-12-25T20:24:04.620428] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-25T20:24:04.620457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-25T20:24:04.631175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-25T20:24:04.631471] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-25T20:24:04.632227] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-25T20:24:04.632278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:04.632310] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:04.632336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:04.632394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:04.689101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:04.689924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:04.690013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:04.690046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:04.803720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:04.803859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:04.803896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:04.803926] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:04.807202] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-12-25T20:24:04.807469] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-25T20:24:04.807610] [INFO ] [sig       ] HLX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:04.944885] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HLX.txt
[2025-12-25T20:24:04.945009] [INFO ] [sig       ] [1538/3552] Completed HLX in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:04.945054] [INFO ] [sig       ] [1539/3552] Forecasting HMC...
[2025-12-25T20:24:04.945086] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-25T20:24:04.945115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-25T20:24:04.955912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-25T20:24:04.956205] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-25T20:24:04.956960] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-25T20:24:04.957013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:04.957045] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:04.957072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:04.957129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:05.013898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:05.014477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:05.014553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:05.014601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:05.132776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:05.132927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:05.132966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:05.132995] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:05.136300] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=16.21%)
[2025-12-25T20:24:05.136567] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-25T20:24:05.136715] [INFO ] [sig       ] HMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:05.275177] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HMC.txt
[2025-12-25T20:24:05.275322] [INFO ] [sig       ] [1539/3552] Completed HMC in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:05.275361] [INFO ] [sig       ] [1540/3552] Forecasting HMN...
[2025-12-25T20:24:05.275391] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-25T20:24:05.275421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-25T20:24:05.285982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-25T20:24:05.286276] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-25T20:24:05.287050] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-25T20:24:05.287102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:05.287133] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:05.287161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:05.287218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:05.346228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:05.346842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:05.346918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:05.346950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:05.465738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:05.465874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:05.465914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:05.465942] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:05.469183] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=42.53%)
[2025-12-25T20:24:05.469457] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-25T20:24:05.469611] [INFO ] [sig       ] HMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:05.607524] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HMN.txt
[2025-12-25T20:24:05.607662] [INFO ] [sig       ] [1540/3552] Completed HMN in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:05.607702] [INFO ] [sig       ] [1541/3552] Forecasting HMY...
[2025-12-25T20:24:05.607732] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-25T20:24:05.607761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-25T20:24:05.618918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-25T20:24:05.619258] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-25T20:24:05.620058] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-25T20:24:05.620110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:05.620141] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:05.620168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:05.620225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:05.676735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:05.677312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:05.677388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:05.677419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:05.799350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:05.799497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:05.799538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:05.799566] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:05.802898] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: DOWN (p=26.12%)
[2025-12-25T20:24:05.803169] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-25T20:24:05.803291] [INFO ] [sig       ] HMY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:05.942130] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HMY.txt
[2025-12-25T20:24:05.942283] [INFO ] [sig       ] [1541/3552] Completed HMY in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:05.942322] [INFO ] [sig       ] [1542/3552] Forecasting HNDL...
[2025-12-25T20:24:05.942353] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-25T20:24:05.942382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-25T20:24:05.952788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-25T20:24:05.953091] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-25T20:24:05.953869] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-25T20:24:05.953923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:05.953955] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:05.953982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:05.954039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:06.013074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:06.013708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:06.013789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:06.013820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:06.134762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:06.134920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:06.134980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:06.135012] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:06.138447] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-25T20:24:06.138745] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-25T20:24:06.138874] [INFO ] [sig       ] HNDL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:06.284932] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HNDL.txt
[2025-12-25T20:24:06.285053] [INFO ] [sig       ] [1542/3552] Completed HNDL in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:06.285091] [INFO ] [sig       ] [1543/3552] Forecasting HNI...
[2025-12-25T20:24:06.285121] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-25T20:24:06.285150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-25T20:24:06.295960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-25T20:24:06.296283] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-25T20:24:06.297085] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-25T20:24:06.297143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:06.297220] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:06.297252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:06.297314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:06.357108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:06.357769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:06.357849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:06.357887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:06.480449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:06.480609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:06.480650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:06.480681] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:06.484079] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=87.06%)
[2025-12-25T20:24:06.484353] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-25T20:24:06.484478] [INFO ] [sig       ] HNI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:06.632918] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HNI.txt
[2025-12-25T20:24:06.633048] [INFO ] [sig       ] [1543/3552] Completed HNI in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:06.633089] [INFO ] [sig       ] [1544/3552] Forecasting HNRG...
[2025-12-25T20:24:06.633122] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-25T20:24:06.633152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-25T20:24:06.644264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-25T20:24:06.644605] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-25T20:24:06.645375] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-25T20:24:06.645427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:06.645460] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:06.645487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:06.645545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:06.704687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:06.705641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:06.705729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:06.705762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:06.825371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:06.825520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:06.825561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:06.825607] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:06.828930] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-12-25T20:24:06.829242] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-25T20:24:06.829364] [INFO ] [sig       ] HNRG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:06.967293] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HNRG.txt
[2025-12-25T20:24:06.967457] [INFO ] [sig       ] [1544/3552] Completed HNRG in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-25T20:24:06.967498] [INFO ] [sig       ] [1545/3552] Forecasting HOG...
[2025-12-25T20:24:06.967528] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-25T20:24:06.967558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-25T20:24:06.978662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-25T20:24:06.979044] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-25T20:24:06.979856] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-25T20:24:06.979910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:06.979944] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:06.979970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:06.980027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:07.039328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:07.040019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:07.040103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:07.040136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:07.160736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:07.160894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:07.160943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:07.160971] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:07.164296] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=64.44%)
[2025-12-25T20:24:07.164563] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-25T20:24:07.164720] [INFO ] [sig       ] HOG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:07.303930] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HOG.txt
[2025-12-25T20:24:07.304061] [INFO ] [sig       ] [1545/3552] Completed HOG in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-25T20:24:07.304100] [INFO ] [sig       ] [1546/3552] Forecasting HOLO...
[2025-12-25T20:24:07.304130] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-25T20:24:07.304164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-25T20:24:07.314667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-25T20:24:07.314973] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-25T20:24:07.315738] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-25T20:24:07.315790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:07.315836] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:07.315867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:07.315927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:07.372268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:07.372880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:07.372963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:07.373011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:07.489500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:07.489665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:07.489707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:07.489776] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:07.493062] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: UP (p=55.57%)
[2025-12-25T20:24:07.493328] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-25T20:24:07.493449] [INFO ] [sig       ] HOLO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:07.634174] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HOLO.txt
[2025-12-25T20:24:07.634300] [INFO ] [sig       ] [1546/3552] Completed HOLO in 0.3s | 2.85 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-25T20:24:07.634339] [INFO ] [sig       ] [1547/3552] Forecasting HOLX...
[2025-12-25T20:24:07.634384] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-25T20:24:07.634415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-25T20:24:07.645629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-25T20:24:07.645955] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-25T20:24:07.646746] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-25T20:24:07.646800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:07.646832] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:07.646860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:07.646919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:07.705670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:07.706609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:07.706697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:07.706731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:07.835495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:07.835659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:07.835699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:07.835728] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:07.839082] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=14.09%)
[2025-12-25T20:24:07.839386] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-25T20:24:07.839528] [INFO ] [sig       ] HOLX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:07.988161] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HOLX.txt
[2025-12-25T20:24:07.988325] [INFO ] [sig       ] [1547/3552] Completed HOLX in 0.4s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:07.988365] [INFO ] [sig       ] [1548/3552] Forecasting HOMB...
[2025-12-25T20:24:07.988397] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-25T20:24:07.988426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-25T20:24:08.001671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-25T20:24:08.002105] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-25T20:24:08.003090] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-25T20:24:08.003155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:08.003196] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:08.003232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:08.003314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:08.066738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:08.067537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:08.067654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:08.067691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:08.189770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:08.189924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:08.189966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:08.189996] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:08.193432] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=87.33%)
[2025-12-25T20:24:08.193728] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-25T20:24:08.193855] [INFO ] [sig       ] HOMB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:08.348083] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HOMB.txt
[2025-12-25T20:24:08.348248] [INFO ] [sig       ] [1548/3552] Completed HOMB in 0.4s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:08.348289] [INFO ] [sig       ] [1549/3552] Forecasting HON...
[2025-12-25T20:24:08.348322] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-25T20:24:08.348382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-25T20:24:08.360164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-25T20:24:08.360550] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-25T20:24:08.361363] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-25T20:24:08.361416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:08.361447] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:08.361474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:08.361531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:08.418667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:08.419536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:08.419637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:08.419671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:08.551180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:08.551337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:08.551381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:08.551411] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:08.554873] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=74.44%)
[2025-12-25T20:24:08.555151] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-25T20:24:08.555279] [INFO ] [sig       ] HON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:08.696183] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HON.txt
[2025-12-25T20:24:08.696354] [INFO ] [sig       ] [1549/3552] Completed HON in 0.3s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:08.696394] [INFO ] [sig       ] [1550/3552] Forecasting HOOD...
[2025-12-25T20:24:08.696431] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-25T20:24:08.696463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-25T20:24:08.707202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-25T20:24:08.707596] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-25T20:24:08.708359] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-25T20:24:08.708411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:08.708443] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:08.708470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:08.708527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:08.764104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:08.764826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:08.764906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:08.764939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:08.888408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:08.888614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:08.888656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:08.888686] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:08.892057] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: UP (p=60.96%)
[2025-12-25T20:24:08.892328] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-25T20:24:08.892452] [INFO ] [sig       ] HOOD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:09.031105] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HOOD.txt
[2025-12-25T20:24:09.031279] [INFO ] [sig       ] [1550/3552] Completed HOOD in 0.3s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:09.031321] [INFO ] [sig       ] [1551/3552] Forecasting HOPE...
[2025-12-25T20:24:09.031350] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-25T20:24:09.031418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-25T20:24:09.042889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-25T20:24:09.043282] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-25T20:24:09.044096] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-25T20:24:09.044149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:09.044203] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:09.044230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:09.044287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:09.100887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:09.101730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:09.101811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:09.101844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:09.213352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:09.213510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:09.213549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:09.213595] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:09.216910] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=6.13%)
[2025-12-25T20:24:09.217185] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-25T20:24:09.217308] [INFO ] [sig       ] HOPE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:09.354424] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HOPE.txt
[2025-12-25T20:24:09.354601] [INFO ] [sig       ] [1551/3552] Completed HOPE in 0.3s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:09.354645] [INFO ] [sig       ] [1552/3552] Forecasting HOTH...
[2025-12-25T20:24:09.354675] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-25T20:24:09.354716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-25T20:24:09.366256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-25T20:24:09.366647] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-25T20:24:09.367412] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-25T20:24:09.367462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:09.367494] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:09.367520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:09.367595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:09.423889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:09.424718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:09.424803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:09.424835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:09.544480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:09.544652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:09.544692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:09.544721] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:09.548059] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=94.48%)
[2025-12-25T20:24:09.548329] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-25T20:24:09.548451] [INFO ] [sig       ] HOTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:09.689749] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HOTH.txt
[2025-12-25T20:24:09.689919] [INFO ] [sig       ] [1552/3552] Completed HOTH in 0.3s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:09.689969] [INFO ] [sig       ] [1553/3552] Forecasting HOUS...
[2025-12-25T20:24:09.690011] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-25T20:24:09.690047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-25T20:24:09.701248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-25T20:24:09.701719] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-25T20:24:09.702531] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-25T20:24:09.702606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:09.702645] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:09.702678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:09.702743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:09.758969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:09.759871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:09.760015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:09.760065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:09.884393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:09.884553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:09.884657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:09.884726] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:09.888621] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=66.97%)
[2025-12-25T20:24:09.888916] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-25T20:24:09.889054] [INFO ] [sig       ] HOUS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:10.047672] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HOUS.txt
[2025-12-25T20:24:10.047850] [INFO ] [sig       ] [1553/3552] Completed HOUS in 0.4s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:10.047902] [INFO ] [sig       ] [1554/3552] Forecasting HP...
[2025-12-25T20:24:10.047944] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-25T20:24:10.048010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-25T20:24:10.068160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-25T20:24:10.068941] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-25T20:24:10.070391] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-25T20:24:10.070464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:10.070519] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:10.070568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:10.070694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:10.155602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:10.157000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:10.157125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:10.157169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:10.322373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:10.322635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:10.322685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:10.322715] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:10.327172] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=94.80%)
[2025-12-25T20:24:10.327609] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-25T20:24:10.327792] [INFO ] [sig       ] HP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:10.517811] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HP.txt
[2025-12-25T20:24:10.518024] [INFO ] [sig       ] [1554/3552] Completed HP in 0.5s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:10.518075] [INFO ] [sig       ] [1555/3552] Forecasting HPE...
[2025-12-25T20:24:10.518109] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-25T20:24:10.518139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-25T20:24:10.535068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-25T20:24:10.535632] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-25T20:24:10.536944] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-25T20:24:10.537018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:10.537068] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:10.537114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:10.537207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:10.602997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:10.604249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:10.604396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:10.604476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:10.770194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:10.770394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:10.770464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:10.770513] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:10.776157] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2025-12-25T20:24:10.776717] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-25T20:24:10.776935] [INFO ] [sig       ] HPE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:10.996345] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HPE.txt
[2025-12-25T20:24:10.996524] [INFO ] [sig       ] [1555/3552] Completed HPE in 0.5s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:10.996566] [INFO ] [sig       ] [1556/3552] Forecasting HPF...
[2025-12-25T20:24:10.996619] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-25T20:24:10.996682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-25T20:24:11.010846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-25T20:24:11.011299] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-25T20:24:11.012313] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-25T20:24:11.012377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:11.012419] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:11.012455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:11.012538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:11.089558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:11.090503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:11.090611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:11.090647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:11.219334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:11.219527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:11.219570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:11.219619] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:11.223486] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=38.76%)
[2025-12-25T20:24:11.223853] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-25T20:24:11.224008] [INFO ] [sig       ] HPF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:11.376197] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HPF.txt
[2025-12-25T20:24:11.376411] [INFO ] [sig       ] [1556/3552] Completed HPF in 0.4s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:11.376495] [INFO ] [sig       ] [1557/3552] Forecasting HPI...
[2025-12-25T20:24:11.376533] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-25T20:24:11.376564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-25T20:24:11.389107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-25T20:24:11.389557] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-25T20:24:11.390483] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-25T20:24:11.390547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:11.390616] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:11.390663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:11.390768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:11.457357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:11.458311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:11.458416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:11.458464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:11.584165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:11.584337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:11.584379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:11.584410] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:11.587980] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=21.28%)
[2025-12-25T20:24:11.588284] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-25T20:24:11.588415] [INFO ] [sig       ] HPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:11.736921] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HPI.txt
[2025-12-25T20:24:11.737072] [INFO ] [sig       ] [1557/3552] Completed HPI in 0.4s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:11.737112] [INFO ] [sig       ] [1558/3552] Forecasting HPK...
[2025-12-25T20:24:11.737175] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-25T20:24:11.737210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-25T20:24:11.748829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-25T20:24:11.749233] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-25T20:24:11.750117] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-25T20:24:11.750171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:11.750203] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:11.750231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:11.750290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:11.813862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:11.814668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:11.814750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:11.814784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:11.947149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:11.947306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:11.947347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:11.947377] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:11.951152] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-25T20:24:11.951460] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-25T20:24:11.951614] [INFO ] [sig       ] HPK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:12.100254] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HPK.txt
[2025-12-25T20:24:12.100444] [INFO ] [sig       ] [1558/3552] Completed HPK in 0.4s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:12.100502] [INFO ] [sig       ] [1559/3552] Forecasting HPP...
[2025-12-25T20:24:12.100539] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-25T20:24:12.100592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-25T20:24:12.114890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-25T20:24:12.115498] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-25T20:24:12.116591] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-25T20:24:12.116682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:12.116722] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:12.116750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:12.116813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:12.175541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:12.176535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:12.176645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:12.176680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:12.304850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:12.305026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:12.305069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:12.305098] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:12.308862] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=77.08%)
[2025-12-25T20:24:12.309192] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-25T20:24:12.309336] [INFO ] [sig       ] HPP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:12.448646] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HPP.txt
[2025-12-25T20:24:12.448795] [INFO ] [sig       ] [1559/3552] Completed HPP in 0.3s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:12.448836] [INFO ] [sig       ] [1560/3552] Forecasting HPQ...
[2025-12-25T20:24:12.448867] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-25T20:24:12.448898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-25T20:24:12.462660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-25T20:24:12.463044] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-25T20:24:12.463860] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-25T20:24:12.463913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:12.463977] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:12.464005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:12.464063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:12.520027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:12.520660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:12.520740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:12.520772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:12.642339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:12.642510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:12.642550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:12.642599] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:12.646049] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-25T20:24:12.646369] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-25T20:24:12.646505] [INFO ] [sig       ] HPQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:12.787598] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HPQ.txt
[2025-12-25T20:24:12.787763] [INFO ] [sig       ] [1560/3552] Completed HPQ in 0.3s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:12.787830] [INFO ] [sig       ] [1561/3552] Forecasting HPS...
[2025-12-25T20:24:12.787863] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-25T20:24:12.787895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-25T20:24:12.799280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-25T20:24:12.799696] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-25T20:24:12.800536] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-25T20:24:12.800619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:12.800652] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:12.800678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:12.800734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:12.857649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:12.858498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:12.858604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:12.858639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:12.983454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:12.983642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:12.983684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:12.983713] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:12.987384] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-12-25T20:24:12.987738] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-25T20:24:12.987882] [INFO ] [sig       ] HPS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:13.129461] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HPS.txt
[2025-12-25T20:24:13.129656] [INFO ] [sig       ] [1561/3552] Completed HPS in 0.3s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:13.129700] [INFO ] [sig       ] [1562/3552] Forecasting HQI...
[2025-12-25T20:24:13.129766] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-25T20:24:13.129801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-25T20:24:13.141215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-25T20:24:13.141604] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-25T20:24:13.142371] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-25T20:24:13.142423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:13.142455] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:13.142482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:13.142538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:13.199243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:13.200153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:13.200239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:13.200272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:13.307232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:13.307393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:13.307432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:13.307461] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:13.310844] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=12.12%)
[2025-12-25T20:24:13.311140] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-25T20:24:13.311270] [INFO ] [sig       ] HQI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:13.453184] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HQI.txt
[2025-12-25T20:24:13.453350] [INFO ] [sig       ] [1562/3552] Completed HQI in 0.3s | 2.85 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-25T20:24:13.453406] [INFO ] [sig       ] [1563/3552] Forecasting HQL...
[2025-12-25T20:24:13.453439] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-25T20:24:13.453506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-25T20:24:13.464454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-25T20:24:13.464851] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-25T20:24:13.465650] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-25T20:24:13.465707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:13.465739] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:13.465765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:13.465822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:13.522382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:13.523261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:13.523346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:13.523378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:13.641977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:13.642139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:13.642180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:13.642208] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:13.645729] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-12-25T20:24:13.646039] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-25T20:24:13.646171] [INFO ] [sig       ] HQL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:13.790698] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HQL.txt
[2025-12-25T20:24:13.790906] [INFO ] [sig       ] [1563/3552] Completed HQL in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:13.790955] [INFO ] [sig       ] [1564/3552] Forecasting HQY...
[2025-12-25T20:24:13.790985] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-25T20:24:13.791017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-25T20:24:13.802502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-25T20:24:13.802933] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-25T20:24:13.803748] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-25T20:24:13.803801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:13.803831] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:13.803857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:13.803914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:13.861085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:13.861983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:13.862105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:13.862139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:13.982507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:13.982684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:13.982723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:13.982751] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:13.986123] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=85.65%)
[2025-12-25T20:24:13.986420] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-25T20:24:13.986545] [INFO ] [sig       ] HQY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:14.126757] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HQY.txt
[2025-12-25T20:24:14.126919] [INFO ] [sig       ] [1564/3552] Completed HQY in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:14.126959] [INFO ] [sig       ] [1565/3552] Forecasting HRB...
[2025-12-25T20:24:14.126989] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-25T20:24:14.127020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-25T20:24:14.137507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-25T20:24:14.137894] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-25T20:24:14.138686] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-25T20:24:14.138738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:14.138770] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:14.138796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:14.138852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:14.195851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:14.196731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:14.196816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:14.196849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:14.321946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:14.322098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:14.322138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:14.322167] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:14.325550] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-25T20:24:14.325835] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-25T20:24:14.325956] [INFO ] [sig       ] HRB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:14.470480] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HRB.txt
[2025-12-25T20:24:14.470676] [INFO ] [sig       ] [1565/3552] Completed HRB in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:14.470724] [INFO ] [sig       ] [1566/3552] Forecasting HRL...
[2025-12-25T20:24:14.470761] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-25T20:24:14.470792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-25T20:24:14.482291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-25T20:24:14.482697] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-25T20:24:14.483624] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-25T20:24:14.483680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:14.483713] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:14.483740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:14.483799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:14.541059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:14.541943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:14.542030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:14.542063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:14.660104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:14.660262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:14.660322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:14.660352] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:14.663763] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-25T20:24:14.664053] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-25T20:24:14.664181] [INFO ] [sig       ] HRL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:14.803825] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HRL.txt
[2025-12-25T20:24:14.803987] [INFO ] [sig       ] [1566/3552] Completed HRL in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:14.804027] [INFO ] [sig       ] [1567/3552] Forecasting HRMY...
[2025-12-25T20:24:14.804058] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-25T20:24:14.804088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-25T20:24:14.814903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-25T20:24:14.815241] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-25T20:24:14.816038] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-25T20:24:14.816094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:14.816126] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:14.816153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:14.816211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:14.872536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:14.873137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:14.873214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:14.873246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:14.987187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:14.987299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:14.987336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:14.987363] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:14.990598] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: UP (p=68.25%)
[2025-12-25T20:24:14.990865] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-25T20:24:14.990987] [INFO ] [sig       ] HRMY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:15.128152] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HRMY.txt
[2025-12-25T20:24:15.128266] [INFO ] [sig       ] [1567/3552] Completed HRMY in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:15.128303] [INFO ] [sig       ] [1568/3552] Forecasting HRTG...
[2025-12-25T20:24:15.128334] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-25T20:24:15.128363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-25T20:24:15.138837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-25T20:24:15.139163] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-25T20:24:15.139946] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-25T20:24:15.139996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:15.140027] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:15.140053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:15.140116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:15.200106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:15.200820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:15.200897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:15.200929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:15.319926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:15.320051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:15.320099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:15.320134] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:15.323483] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-12-25T20:24:15.323765] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-25T20:24:15.323894] [INFO ] [sig       ] HRTG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:15.462157] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HRTG.txt
[2025-12-25T20:24:15.462291] [INFO ] [sig       ] [1568/3552] Completed HRTG in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:15.462332] [INFO ] [sig       ] [1569/3552] Forecasting HRTX...
[2025-12-25T20:24:15.462373] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-25T20:24:15.462404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-25T20:24:15.473424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-25T20:24:15.473777] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-25T20:24:15.474560] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-25T20:24:15.474637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:15.474672] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:15.474700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:15.474759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:15.530476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:15.531094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:15.531171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:15.531203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:15.646871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:15.647010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:15.647050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:15.647078] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:15.650354] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=20.36%)
[2025-12-25T20:24:15.650640] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-25T20:24:15.650762] [INFO ] [sig       ] HRTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:15.787945] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HRTX.txt
[2025-12-25T20:24:15.788060] [INFO ] [sig       ] [1569/3552] Completed HRTX in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:15.788099] [INFO ] [sig       ] [1570/3552] Forecasting HRZN...
[2025-12-25T20:24:15.788128] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-25T20:24:15.788157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-25T20:24:15.799032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-25T20:24:15.799374] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-25T20:24:15.800160] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-25T20:24:15.800219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:15.800266] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:15.800296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:15.800355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:15.855923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:15.856523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:15.856660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:15.856694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:15.976077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:15.976231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:15.976279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:15.976309] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:15.979755] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=38.03%)
[2025-12-25T20:24:15.980033] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-25T20:24:15.980156] [INFO ] [sig       ] HRZN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:16.116820] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HRZN.txt
[2025-12-25T20:24:16.116940] [INFO ] [sig       ] [1570/3552] Completed HRZN in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:16.116978] [INFO ] [sig       ] [1571/3552] Forecasting HSAI...
[2025-12-25T20:24:16.117009] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-25T20:24:16.117038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-25T20:24:16.127958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-25T20:24:16.128264] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-25T20:24:16.129078] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-25T20:24:16.129273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:16.129309] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:16.129336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:16.129393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:16.184954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:16.185550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:16.185644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:16.185677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:16.306101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:16.306242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:16.306282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:16.306311] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:16.309765] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-12-25T20:24:16.310031] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-25T20:24:16.310151] [INFO ] [sig       ] HSAI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:16.506417] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HSAI.txt
[2025-12-25T20:24:16.506558] [INFO ] [sig       ] [1571/3552] Completed HSAI in 0.4s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:16.506617] [INFO ] [sig       ] [1572/3552] Forecasting HSBC...
[2025-12-25T20:24:16.506648] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-25T20:24:16.506677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-25T20:24:16.517326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-25T20:24:16.517670] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-25T20:24:16.518424] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-25T20:24:16.518475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:16.518506] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:16.518533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:16.518609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:16.574986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:16.575595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:16.575672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:16.575704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:16.697489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:16.697662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:16.697703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:16.697731] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:16.701178] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=37.86%)
[2025-12-25T20:24:16.701469] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-25T20:24:16.701618] [INFO ] [sig       ] HSBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:16.843423] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HSBC.txt
[2025-12-25T20:24:16.843642] [INFO ] [sig       ] [1572/3552] Completed HSBC in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:16.843693] [INFO ] [sig       ] [1573/3552] Forecasting HSCS...
[2025-12-25T20:24:16.843724] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-25T20:24:16.843754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-25T20:24:16.854041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-25T20:24:16.854363] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-25T20:24:16.855159] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-25T20:24:16.855213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:16.855248] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:16.855276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:16.855334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:16.911591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:16.912224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:16.912303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:16.912335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:17.022971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:17.023114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:17.023154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:17.023183] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:17.026441] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=87.11%)
[2025-12-25T20:24:17.026726] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-25T20:24:17.026847] [INFO ] [sig       ] HSCS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:17.164104] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HSCS.txt
[2025-12-25T20:24:17.164268] [INFO ] [sig       ] [1573/3552] Completed HSCS in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:17.164324] [INFO ] [sig       ] [1574/3552] Forecasting HSHP...
[2025-12-25T20:24:17.164359] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-25T20:24:17.164389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-25T20:24:17.174810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-25T20:24:17.175104] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-25T20:24:17.175888] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-25T20:24:17.175940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:17.175972] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:17.175999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:17.176056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:17.231869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:17.232444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:17.232520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:17.232552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:17.357718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:17.357880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:17.357922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:17.357950] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:17.361374] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: DOWN (p=22.81%)
[2025-12-25T20:24:17.361672] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-25T20:24:17.361793] [INFO ] [sig       ] HSHP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:17.498927] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HSHP.txt
[2025-12-25T20:24:17.499065] [INFO ] [sig       ] [1574/3552] Completed HSHP in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:17.499109] [INFO ] [sig       ] [1575/3552] Forecasting HSIC...
[2025-12-25T20:24:17.499208] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-25T20:24:17.499251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-25T20:24:17.509721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-25T20:24:17.510040] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-25T20:24:17.510811] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-25T20:24:17.510862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:17.510894] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:17.510921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:17.510979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:17.566431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:17.567048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:17.567127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:17.567159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:17.687959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:17.688101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:17.688140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:17.688169] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:17.691461] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=39.69%)
[2025-12-25T20:24:17.691747] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-25T20:24:17.691884] [INFO ] [sig       ] HSIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:17.829708] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HSIC.txt
[2025-12-25T20:24:17.829827] [INFO ] [sig       ] [1575/3552] Completed HSIC in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:17.829865] [INFO ] [sig       ] [1576/3552] Forecasting HSTM...
[2025-12-25T20:24:17.829895] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-25T20:24:17.829924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-25T20:24:17.841038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-25T20:24:17.841345] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-25T20:24:17.842116] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-25T20:24:17.842166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:17.842198] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:17.842225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:17.842282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:17.898731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:17.899388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:17.899464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:17.899496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:18.016773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:18.016904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:18.016941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:18.016970] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:18.020217] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-25T20:24:18.020482] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-25T20:24:18.020620] [INFO ] [sig       ] HSTM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:18.161191] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HSTM.txt
[2025-12-25T20:24:18.161324] [INFO ] [sig       ] [1576/3552] Completed HSTM in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:18.161363] [INFO ] [sig       ] [1577/3552] Forecasting HSY...
[2025-12-25T20:24:18.161394] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-25T20:24:18.161423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-25T20:24:18.172805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-25T20:24:18.173138] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-25T20:24:18.173949] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-25T20:24:18.174001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:18.174060] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:18.174089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:18.174147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:18.230098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:18.230734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:18.230812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:18.230844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:18.347857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:18.347992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:18.348031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:18.348074] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:18.351375] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-25T20:24:18.351721] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-25T20:24:18.351873] [INFO ] [sig       ] HSY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:18.490442] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HSY.txt
[2025-12-25T20:24:18.490598] [INFO ] [sig       ] [1577/3552] Completed HSY in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:18.490640] [INFO ] [sig       ] [1578/3552] Forecasting HTBK...
[2025-12-25T20:24:18.490670] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-25T20:24:18.490699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-25T20:24:18.502016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-25T20:24:18.502328] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-25T20:24:18.503110] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-25T20:24:18.503160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:18.503194] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:18.503223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:18.503281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:18.558884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:18.559488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:18.559564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:18.559614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:18.675723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:18.675858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:18.675898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:18.675927] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:18.679208] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=84.79%)
[2025-12-25T20:24:18.679476] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-25T20:24:18.679614] [INFO ] [sig       ] HTBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:18.819750] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HTBK.txt
[2025-12-25T20:24:18.819873] [INFO ] [sig       ] [1578/3552] Completed HTBK in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-25T20:24:18.819911] [INFO ] [sig       ] [1579/3552] Forecasting HTD...
[2025-12-25T20:24:18.819941] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-25T20:24:18.819979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-25T20:24:18.830498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-25T20:24:18.830833] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-25T20:24:18.831633] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-25T20:24:18.831697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:18.831736] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:18.831769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:18.831841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:18.889298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:18.889963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:18.890080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:18.890117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:19.010345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:19.010458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:19.010493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:19.010520] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:19.013698] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-25T20:24:19.013964] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-25T20:24:19.014087] [INFO ] [sig       ] HTD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:19.151622] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HTD.txt
[2025-12-25T20:24:19.151773] [INFO ] [sig       ] [1579/3552] Completed HTD in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-25T20:24:19.151822] [INFO ] [sig       ] [1580/3552] Forecasting HTGC...
[2025-12-25T20:24:19.151853] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-25T20:24:19.151883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-25T20:24:19.163057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-25T20:24:19.163364] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-25T20:24:19.164134] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-25T20:24:19.164186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:19.164218] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:19.164244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:19.164307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:19.221464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:19.222083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:19.222160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:19.222192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:19.344251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:19.344424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:19.344479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:19.344550] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:19.348020] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=82.60%)
[2025-12-25T20:24:19.348304] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-25T20:24:19.348434] [INFO ] [sig       ] HTGC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:19.488038] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HTGC.txt
[2025-12-25T20:24:19.488158] [INFO ] [sig       ] [1580/3552] Completed HTGC in 0.3s | 2.85 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-25T20:24:19.488196] [INFO ] [sig       ] [1581/3552] Forecasting HTH...
[2025-12-25T20:24:19.488226] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-25T20:24:19.488265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-25T20:24:19.499321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-25T20:24:19.499680] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-25T20:24:19.500453] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-25T20:24:19.500506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:19.500537] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:19.500602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:19.500670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:19.557318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:19.558212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:19.558294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:19.558325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:19.679663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:19.679841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:19.679895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:19.679926] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:19.683722] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: UP (p=79.92%)
[2025-12-25T20:24:19.684065] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-25T20:24:19.684212] [INFO ] [sig       ] HTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:19.826460] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HTH.txt
[2025-12-25T20:24:19.826611] [INFO ] [sig       ] [1581/3552] Completed HTH in 0.3s | 2.85 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-25T20:24:19.826652] [INFO ] [sig       ] [1582/3552] Forecasting HTLD...
[2025-12-25T20:24:19.826682] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-25T20:24:19.826719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-25T20:24:19.837272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-25T20:24:19.837598] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-25T20:24:19.838407] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-25T20:24:19.838459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:19.838490] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:19.838516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:19.838598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:19.895554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:19.896444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:19.896529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:19.896562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:20.013410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:20.013565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:20.013622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:20.013651] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:20.016992] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-25T20:24:20.017266] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-25T20:24:20.017389] [INFO ] [sig       ] HTLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:20.157274] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HTLD.txt
[2025-12-25T20:24:20.157437] [INFO ] [sig       ] [1582/3552] Completed HTLD in 0.3s | 2.85 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-25T20:24:20.157483] [INFO ] [sig       ] [1583/3552] Forecasting HTOO...
[2025-12-25T20:24:20.157515] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-25T20:24:20.157546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-25T20:24:20.168213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-25T20:24:20.168543] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-25T20:24:20.169389] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-25T20:24:20.169441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:20.169472] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:20.169498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:20.169555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:20.226381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:20.227243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:20.227330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:20.227362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:20.343526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:20.343704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:20.343747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:20.343777] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:20.347169] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: UP (p=80.90%)
[2025-12-25T20:24:20.347440] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-25T20:24:20.347560] [INFO ] [sig       ] HTOO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:20.491975] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HTOO.txt
[2025-12-25T20:24:20.492197] [INFO ] [sig       ] [1583/3552] Completed HTOO in 0.3s | 2.85 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-25T20:24:20.492239] [INFO ] [sig       ] [1584/3552] Forecasting HTZ...
[2025-12-25T20:24:20.492296] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-25T20:24:20.492330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-25T20:24:20.504210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-25T20:24:20.504641] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-25T20:24:20.505483] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-25T20:24:20.505539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:20.505589] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:20.505620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:20.505680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:20.564283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:20.565193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:20.565284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:20.565318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:20.689471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:20.689646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:20.689687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:20.689716] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:20.693097] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: UP (p=54.22%)
[2025-12-25T20:24:20.693383] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-25T20:24:20.693509] [INFO ] [sig       ] HTZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:20.833345] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HTZ.txt
[2025-12-25T20:24:20.833533] [INFO ] [sig       ] [1584/3552] Completed HTZ in 0.3s | 2.85 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-25T20:24:20.833640] [INFO ] [sig       ] [1585/3552] Forecasting HUBB...
[2025-12-25T20:24:20.833695] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-25T20:24:20.833744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-25T20:24:20.844552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-25T20:24:20.844982] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-25T20:24:20.845799] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-25T20:24:20.845855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:20.845888] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:20.845917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:20.845976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:20.904139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:20.905020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:20.905103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:20.905138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:21.023694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:21.023855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:21.023900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:21.023931] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:21.027478] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=8.37%)
[2025-12-25T20:24:21.027805] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-25T20:24:21.027945] [INFO ] [sig       ] HUBB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:21.171636] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HUBB.txt
[2025-12-25T20:24:21.171818] [INFO ] [sig       ] [1585/3552] Completed HUBB in 0.3s | 2.85 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-25T20:24:21.171861] [INFO ] [sig       ] [1586/3552] Forecasting HUBG...
[2025-12-25T20:24:21.171893] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-25T20:24:21.171923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-25T20:24:21.182539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-25T20:24:21.182886] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-25T20:24:21.183666] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-25T20:24:21.183719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:21.183751] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:21.183778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:21.183837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:21.241474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:21.242331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:21.242419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:21.242455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:21.360048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:21.360203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:21.360244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:21.360275] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:21.363695] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: UP (p=52.24%)
[2025-12-25T20:24:21.364024] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-25T20:24:21.364161] [INFO ] [sig       ] HUBG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:21.504317] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HUBG.txt
[2025-12-25T20:24:21.504455] [INFO ] [sig       ] [1586/3552] Completed HUBG in 0.3s | 2.85 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-25T20:24:21.504518] [INFO ] [sig       ] [1587/3552] Forecasting HUBS...
[2025-12-25T20:24:21.504550] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-25T20:24:21.504595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-25T20:24:21.514785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-25T20:24:21.515096] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-25T20:24:21.515872] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-25T20:24:21.515923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:21.515953] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:21.515980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:21.516038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:21.572145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:21.572759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:21.572868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:21.572901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:21.693877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:21.694029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:21.694068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:21.694096] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:21.697424] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=86.49%)
[2025-12-25T20:24:21.697712] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-25T20:24:21.697835] [INFO ] [sig       ] HUBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:21.840936] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HUBS.txt
[2025-12-25T20:24:21.841111] [INFO ] [sig       ] [1587/3552] Completed HUBS in 0.3s | 2.85 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-25T20:24:21.841154] [INFO ] [sig       ] [1588/3552] Forecasting HUM...
[2025-12-25T20:24:21.841185] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-25T20:24:21.841242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-25T20:24:21.851834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-25T20:24:21.852176] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-25T20:24:21.852957] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-25T20:24:21.853008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:21.853040] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:21.853066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:21.853123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:21.909153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:21.910038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:21.910121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:21.910153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:22.030112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:22.030270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:22.030314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:22.030342] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:22.033738] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-12-25T20:24:22.034028] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-25T20:24:22.034156] [INFO ] [sig       ] HUM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:22.172446] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HUM.txt
[2025-12-25T20:24:22.172598] [INFO ] [sig       ] [1588/3552] Completed HUM in 0.3s | 2.85 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-25T20:24:22.172638] [INFO ] [sig       ] [1589/3552] Forecasting HUMA...
[2025-12-25T20:24:22.172668] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-25T20:24:22.172720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-25T20:24:22.183747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-25T20:24:22.184093] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-25T20:24:22.184949] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-25T20:24:22.185003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:22.185037] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:22.185066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:22.185124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:22.240800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:22.241408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:22.241485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:22.241516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:22.362670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:22.362818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:22.362856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:22.362884] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:22.366212] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: DOWN (p=16.86%)
[2025-12-25T20:24:22.366485] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-25T20:24:22.366625] [INFO ] [sig       ] HUMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:22.504216] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HUMA.txt
[2025-12-25T20:24:22.504351] [INFO ] [sig       ] [1589/3552] Completed HUMA in 0.3s | 2.85 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-25T20:24:22.504392] [INFO ] [sig       ] [1590/3552] Forecasting HUN...
[2025-12-25T20:24:22.504422] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-25T20:24:22.504451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-25T20:24:22.515375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-25T20:24:22.515742] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-25T20:24:22.516548] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-25T20:24:22.516625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:22.516662] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:22.516690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:22.516750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:22.577047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:22.577903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:22.577993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:22.578029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:22.696253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:22.696397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:22.696437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:22.696465] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:22.699845] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-12-25T20:24:22.700153] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-25T20:24:22.700284] [INFO ] [sig       ] HUN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:22.836966] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HUN.txt
[2025-12-25T20:24:22.837114] [INFO ] [sig       ] [1590/3552] Completed HUN in 0.3s | 2.85 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-25T20:24:22.837160] [INFO ] [sig       ] [1591/3552] Forecasting HURC...
[2025-12-25T20:24:22.837195] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-25T20:24:22.837234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-25T20:24:22.848008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-25T20:24:22.848311] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-25T20:24:22.849078] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-25T20:24:22.849157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:22.849192] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:22.849218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:22.849276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:22.904379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:22.905021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:22.905100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:22.905132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:23.013634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:23.013778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:23.013818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:23.013847] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:23.017131] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2025-12-25T20:24:23.017405] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-25T20:24:23.017528] [INFO ] [sig       ] HURC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:23.154152] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HURC.txt
[2025-12-25T20:24:23.154283] [INFO ] [sig       ] [1591/3552] Completed HURC in 0.3s | 2.85 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-25T20:24:23.154331] [INFO ] [sig       ] [1592/3552] Forecasting HURN...
[2025-12-25T20:24:23.154362] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-25T20:24:23.154390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-25T20:24:23.165126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-25T20:24:23.165447] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-25T20:24:23.166224] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-25T20:24:23.166276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:23.166307] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:23.166334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:23.166403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:23.222115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:23.222764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:23.222842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:23.222873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:23.340096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:23.340250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:23.340294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:23.340324] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:23.343761] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-12-25T20:24:23.344037] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-25T20:24:23.344159] [INFO ] [sig       ] HURN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:23.503235] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HURN.txt
[2025-12-25T20:24:23.503398] [INFO ] [sig       ] [1592/3552] Completed HURN in 0.3s | 2.85 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-25T20:24:23.503439] [INFO ] [sig       ] [1593/3552] Forecasting HUYA...
[2025-12-25T20:24:23.503470] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-25T20:24:23.503501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-25T20:24:23.514826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-25T20:24:23.515145] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-25T20:24:23.515929] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-25T20:24:23.515980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:23.516012] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:23.516039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:23.516096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:23.571689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:23.572306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:23.572383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:23.572414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:23.703506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:23.703714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:23.703757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:23.703788] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:23.707451] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=42.32%)
[2025-12-25T20:24:23.707855] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-25T20:24:23.708006] [INFO ] [sig       ] HUYA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:23.853532] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HUYA.txt
[2025-12-25T20:24:23.853770] [INFO ] [sig       ] [1593/3552] Completed HUYA in 0.4s | 2.85 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-25T20:24:23.853859] [INFO ] [sig       ] [1594/3552] Forecasting HWC...
[2025-12-25T20:24:23.853904] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-25T20:24:23.853945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-25T20:24:23.868416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-25T20:24:23.868903] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-25T20:24:23.869998] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-25T20:24:23.870081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:23.870157] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:23.870197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:23.870282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:23.938409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:23.939301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:23.939385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:23.939418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:24.063764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:24.063945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:24.063985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:24.064014] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:24.067484] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=14.71%)
[2025-12-25T20:24:24.067821] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-25T20:24:24.067962] [INFO ] [sig       ] HWC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:24.207747] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HWC.txt
[2025-12-25T20:24:24.207923] [INFO ] [sig       ] [1594/3552] Completed HWC in 0.4s | 2.85 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-25T20:24:24.207965] [INFO ] [sig       ] [1595/3552] Forecasting HWH...
[2025-12-25T20:24:24.207998] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-25T20:24:24.208059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-25T20:24:24.219622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-25T20:24:24.220053] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-25T20:24:24.221006] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-25T20:24:24.221064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:24.221097] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:24.221125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:24.221184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:24.280060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:24.280953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:24.281035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:24.281067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:24.409382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:24.409543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:24.409605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:24.409636] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:24.413353] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-25T20:24:24.413843] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-25T20:24:24.413978] [INFO ] [sig       ] HWH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:24.558181] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HWH.txt
[2025-12-25T20:24:24.558353] [INFO ] [sig       ] [1595/3552] Completed HWH in 0.4s | 2.85 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-25T20:24:24.558393] [INFO ] [sig       ] [1596/3552] Forecasting HWKN...
[2025-12-25T20:24:24.558424] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-25T20:24:24.558453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-25T20:24:24.569717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-25T20:24:24.570085] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-25T20:24:24.570875] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-25T20:24:24.570927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:24.570959] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:24.570986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:24.571042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:24.627329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:24.628189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:24.628272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:24.628304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:24.749978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:24.750181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:24.750222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:24.750249] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:24.753799] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: DOWN (p=22.61%)
[2025-12-25T20:24:24.754092] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-25T20:24:24.754226] [INFO ] [sig       ] HWKN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:24.894272] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HWKN.txt
[2025-12-25T20:24:24.894446] [INFO ] [sig       ] [1596/3552] Completed HWKN in 0.3s | 2.85 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-25T20:24:24.894487] [INFO ] [sig       ] [1597/3552] Forecasting HWM...
[2025-12-25T20:24:24.894517] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-25T20:24:24.894548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-25T20:24:24.905831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-25T20:24:24.906210] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-25T20:24:24.907006] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-25T20:24:24.907058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:24.907090] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:24.907116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:24.907173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:24.962878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:24.963823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:24.963913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:24.963944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:25.081213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:25.081380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:25.081421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:25.081486] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:25.084916] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-12-25T20:24:25.085216] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-25T20:24:25.085348] [INFO ] [sig       ] HWM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:25.227361] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HWM.txt
[2025-12-25T20:24:25.227538] [INFO ] [sig       ] [1597/3552] Completed HWM in 0.3s | 2.85 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-25T20:24:25.227598] [INFO ] [sig       ] [1598/3552] Forecasting HXL...
[2025-12-25T20:24:25.227632] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-25T20:24:25.227662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-25T20:24:25.238561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-25T20:24:25.238984] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-25T20:24:25.239838] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-25T20:24:25.239892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:25.239924] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:25.239950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:25.240007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:25.296188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:25.297075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:25.297158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:25.297191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:25.423849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:25.424006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:25.424046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:25.424073] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:25.427426] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=88.49%)
[2025-12-25T20:24:25.427724] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-25T20:24:25.427852] [INFO ] [sig       ] HXL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:25.570494] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HXL.txt
[2025-12-25T20:24:25.570684] [INFO ] [sig       ] [1598/3552] Completed HXL in 0.3s | 2.85 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-25T20:24:25.570726] [INFO ] [sig       ] [1599/3552] Forecasting HY...
[2025-12-25T20:24:25.570788] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-25T20:24:25.570818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-25T20:24:25.581804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-25T20:24:25.582191] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-25T20:24:25.582993] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-25T20:24:25.583045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:25.583076] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:25.583103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:25.583160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:25.639476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:25.640397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:25.640486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:25.640519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:25.758677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:25.758818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:25.758856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:25.758884] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:25.762169] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2025-12-25T20:24:25.762459] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-25T20:24:25.762596] [INFO ] [sig       ] HY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:25.899956] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HY.txt
[2025-12-25T20:24:25.900093] [INFO ] [sig       ] [1599/3552] Completed HY in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.4m
[2025-12-25T20:24:25.900132] [INFO ] [sig       ] [1600/3552] Forecasting HYFM...
[2025-12-25T20:24:25.900162] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-25T20:24:25.900192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-25T20:24:25.910362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-25T20:24:25.910684] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-25T20:24:25.911467] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-25T20:24:25.911518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:25.911549] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:25.911600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:25.911661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:25.967698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:25.968279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:25.968357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:25.968389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:26.083591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:26.083744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:26.083784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:26.083813] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:26.087108] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-25T20:24:26.087381] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-25T20:24:26.087503] [INFO ] [sig       ] HYFM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:26.227204] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HYFM.txt
[2025-12-25T20:24:26.227349] [INFO ] [sig       ] [1600/3552] Completed HYFM in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.4m
[2025-12-25T20:24:26.227389] [INFO ] [sig       ] [1601/3552] Forecasting HYI...
[2025-12-25T20:24:26.227419] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-25T20:24:26.227448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-25T20:24:26.238381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-25T20:24:26.238690] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-25T20:24:26.239485] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-25T20:24:26.239536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:26.239584] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:26.239614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:26.239672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:26.295429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:26.296027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:26.296104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:26.296136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:26.412403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:26.412540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:26.412613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:26.412646] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:26.415941] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-25T20:24:26.416208] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-25T20:24:26.416327] [INFO ] [sig       ] HYI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:26.553539] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HYI.txt
[2025-12-25T20:24:26.553690] [INFO ] [sig       ] [1601/3552] Completed HYI in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.4m
[2025-12-25T20:24:26.553729] [INFO ] [sig       ] [1602/3552] Forecasting HYLS...
[2025-12-25T20:24:26.553760] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-25T20:24:26.553811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-25T20:24:26.564635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-25T20:24:26.564932] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-25T20:24:26.565703] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-25T20:24:26.565755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:26.565787] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:26.565813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:26.565870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:26.622276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:26.622999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:26.623078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:26.623110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:26.736860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:26.737005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:26.737043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:26.737071] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:26.740378] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-25T20:24:26.740665] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-25T20:24:26.740785] [INFO ] [sig       ] HYLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:26.877171] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HYLS.txt
[2025-12-25T20:24:26.877361] [INFO ] [sig       ] [1602/3552] Completed HYLS in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.4m
[2025-12-25T20:24:26.877401] [INFO ] [sig       ] [1603/3552] Forecasting HYMC...
[2025-12-25T20:24:26.877432] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-25T20:24:26.877462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-25T20:24:26.888334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-25T20:24:26.888665] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-25T20:24:26.889488] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-25T20:24:26.889539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:26.889589] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:26.889619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:26.889676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:26.949357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:26.950162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:26.950249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:26.950282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:27.069186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:27.069358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:27.069403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:27.069431] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:27.072876] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-25T20:24:27.073160] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-25T20:24:27.073288] [INFO ] [sig       ] HYMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:27.211051] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HYMC.txt
[2025-12-25T20:24:27.211193] [INFO ] [sig       ] [1603/3552] Completed HYMC in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.4m
[2025-12-25T20:24:27.211233] [INFO ] [sig       ] [1604/3552] Forecasting HYXF...
[2025-12-25T20:24:27.211275] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-25T20:24:27.211339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-25T20:24:27.221673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-25T20:24:27.221964] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-25T20:24:27.222743] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-25T20:24:27.222794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:27.222825] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:27.222850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:27.222907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:27.278688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:27.279341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:27.279447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:27.279480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:27.385800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:27.385945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:27.385984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:27.386012] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:27.389350] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: DOWN (p=46.05%)
[2025-12-25T20:24:27.389652] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-25T20:24:27.389778] [INFO ] [sig       ] HYXF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:27.527071] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HYXF.txt
[2025-12-25T20:24:27.527209] [INFO ] [sig       ] [1604/3552] Completed HYXF in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.4m
[2025-12-25T20:24:27.527248] [INFO ] [sig       ] [1605/3552] Forecasting HYZD...
[2025-12-25T20:24:27.527279] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-25T20:24:27.527309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-25T20:24:27.537719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-25T20:24:27.538028] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-25T20:24:27.538803] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-25T20:24:27.538853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:27.538898] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:27.538926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:27.538984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:27.595229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:27.595877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:27.595970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:27.596014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:27.717529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:27.717715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:27.717762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:27.717792] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:27.721145] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=41.16%)
[2025-12-25T20:24:27.721412] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-25T20:24:27.721533] [INFO ] [sig       ] HYZD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:27.860466] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HYZD.txt
[2025-12-25T20:24:27.860671] [INFO ] [sig       ] [1605/3552] Completed HYZD in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.4m
[2025-12-25T20:24:27.860715] [INFO ] [sig       ] [1606/3552] Forecasting HZO...
[2025-12-25T20:24:27.860746] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-25T20:24:27.860777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-25T20:24:27.871760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-25T20:24:27.872108] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-25T20:24:27.872909] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-25T20:24:27.872962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:27.872993] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:27.873021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:27.873087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:27.930232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:27.930871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:27.930953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:27.930985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:28.051142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:28.051292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:28.051335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:28.051369] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:28.054744] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=10.09%)
[2025-12-25T20:24:28.055015] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-25T20:24:28.055139] [INFO ] [sig       ] HZO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:28.193364] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HZO.txt
[2025-12-25T20:24:28.193487] [INFO ] [sig       ] [1606/3552] Completed HZO in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.4m
[2025-12-25T20:24:28.193527] [INFO ] [sig       ] [1607/3552] Forecasting IAC...
[2025-12-25T20:24:28.193556] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-25T20:24:28.193606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-25T20:24:28.204026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-25T20:24:28.204355] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-25T20:24:28.205131] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-25T20:24:28.205182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:28.205214] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:28.205241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:28.205298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:28.261730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:28.262317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:28.262392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:28.262424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:28.385613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:28.385765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:28.385805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:28.385834] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:28.389161] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=76.50%)
[2025-12-25T20:24:28.389457] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-25T20:24:28.389603] [INFO ] [sig       ] IAC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:28.529112] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IAC.txt
[2025-12-25T20:24:28.529289] [INFO ] [sig       ] [1607/3552] Completed IAC in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.4m
[2025-12-25T20:24:28.529332] [INFO ] [sig       ] [1608/3552] Forecasting IAE...
[2025-12-25T20:24:28.529384] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-25T20:24:28.529417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-25T20:24:28.539337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-25T20:24:28.539683] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-25T20:24:28.540450] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-25T20:24:28.540502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:28.540534] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:28.540562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:28.540649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:28.597939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:28.598645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:28.598729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:28.598761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:28.712765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:28.712910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:28.712950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:28.712978] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:28.716259] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=67.52%)
[2025-12-25T20:24:28.716526] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-25T20:24:28.716667] [INFO ] [sig       ] IAE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:28.853478] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IAE.txt
[2025-12-25T20:24:28.853635] [INFO ] [sig       ] [1608/3552] Completed IAE in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.4m
[2025-12-25T20:24:28.853678] [INFO ] [sig       ] [1609/3552] Forecasting IAG...
[2025-12-25T20:24:28.853717] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-25T20:24:28.853771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-25T20:24:28.864373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-25T20:24:28.864749] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-25T20:24:28.865513] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-25T20:24:28.865566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:28.865620] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:28.865647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:28.865706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:28.922389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:28.923101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:28.923178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:28.923210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:29.046436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:29.046601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:29.046643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:29.046671] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:29.049980] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=90.27%)
[2025-12-25T20:24:29.050247] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-25T20:24:29.050377] [INFO ] [sig       ] IAG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:29.188295] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IAG.txt
[2025-12-25T20:24:29.188422] [INFO ] [sig       ] [1609/3552] Completed IAG in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.4m
[2025-12-25T20:24:29.188460] [INFO ] [sig       ] [1610/3552] Forecasting IBB...
[2025-12-25T20:24:29.188490] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-25T20:24:29.188519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-25T20:24:29.199372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-25T20:24:29.199718] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-25T20:24:29.200483] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-25T20:24:29.200536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:29.200584] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:29.200614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:29.200672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:29.256836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:29.257456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:29.257530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:29.257562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:29.376492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:29.376672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:29.376713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:29.376741] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:29.380112] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-12-25T20:24:29.380389] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-25T20:24:29.380519] [INFO ] [sig       ] IBB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:29.521964] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBB.txt
[2025-12-25T20:24:29.522101] [INFO ] [sig       ] [1610/3552] Completed IBB in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.4m
[2025-12-25T20:24:29.522139] [INFO ] [sig       ] [1611/3552] Forecasting IBBQ...
[2025-12-25T20:24:29.522191] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-25T20:24:29.522224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-25T20:24:29.532281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-25T20:24:29.532612] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-25T20:24:29.533429] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-25T20:24:29.533498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:29.533563] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:29.533612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:29.533689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:29.592187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:29.592882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:29.592966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:29.593010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:29.701808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:29.701947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:29.701987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:29.702017] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:29.705383] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-25T20:24:29.705686] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-25T20:24:29.705814] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:29.846844] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBBQ.txt
[2025-12-25T20:24:29.846976] [INFO ] [sig       ] [1611/3552] Completed IBBQ in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-25T20:24:29.847016] [INFO ] [sig       ] [1612/3552] Forecasting IBCP...
[2025-12-25T20:24:29.847050] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-25T20:24:29.847084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-25T20:24:29.857947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-25T20:24:29.858286] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-25T20:24:29.859102] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-25T20:24:29.859184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:29.859221] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:29.859250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:29.859308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:29.915962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:29.916673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:29.916754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:29.916789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:30.030543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:30.030702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:30.030742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:30.030790] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:30.034222] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: UP (p=59.11%)
[2025-12-25T20:24:30.034504] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-25T20:24:30.034649] [INFO ] [sig       ] IBCP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:30.173312] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IBCP.txt
[2025-12-25T20:24:30.173467] [INFO ] [sig       ] [1612/3552] Completed IBCP in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-25T20:24:30.173515] [INFO ] [sig       ] [1613/3552] Forecasting IBEX...
[2025-12-25T20:24:30.173546] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-25T20:24:30.173593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-25T20:24:30.184443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-25T20:24:30.184786] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-25T20:24:30.185564] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-25T20:24:30.185645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:30.185682] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:30.185711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:30.185771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:30.241959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:30.242553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:30.242645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:30.242678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:30.367147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:30.367297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:30.367336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:30.367365] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:30.370718] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: UP (p=86.92%)
[2025-12-25T20:24:30.370985] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-25T20:24:30.371110] [INFO ] [sig       ] IBEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:30.512024] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IBEX.txt
[2025-12-25T20:24:30.512179] [INFO ] [sig       ] [1613/3552] Completed IBEX in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-25T20:24:30.512224] [INFO ] [sig       ] [1614/3552] Forecasting IBM...
[2025-12-25T20:24:30.512255] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-25T20:24:30.512327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-25T20:24:30.522736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-25T20:24:30.523045] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-25T20:24:30.523823] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-25T20:24:30.523874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:30.523905] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:30.523932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:30.523989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:30.580478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:30.581103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:30.581179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:30.581224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:30.704174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:30.704327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:30.704366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:30.704427] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:30.707770] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-25T20:24:30.708037] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-25T20:24:30.708157] [INFO ] [sig       ] IBM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:30.847010] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBM.txt
[2025-12-25T20:24:30.847156] [INFO ] [sig       ] [1614/3552] Completed IBM in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-25T20:24:30.847204] [INFO ] [sig       ] [1615/3552] Forecasting IBN...
[2025-12-25T20:24:30.847237] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-25T20:24:30.847271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-25T20:24:30.857614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-25T20:24:30.857941] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-25T20:24:30.858720] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-25T20:24:30.858771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:30.858802] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:30.858829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:30.858886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:30.916897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:30.917613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:30.917690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:30.917722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:31.036506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:31.036644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:31.036682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:31.036710] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:31.039910] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=12.78%)
[2025-12-25T20:24:31.040175] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-25T20:24:31.040295] [INFO ] [sig       ] IBN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:31.180190] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBN.txt
[2025-12-25T20:24:31.180369] [INFO ] [sig       ] [1615/3552] Completed IBN in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-25T20:24:31.180418] [INFO ] [sig       ] [1616/3552] Forecasting IBOC...
[2025-12-25T20:24:31.180451] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-25T20:24:31.180482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-25T20:24:31.190776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-25T20:24:31.191077] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-25T20:24:31.191846] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-25T20:24:31.191897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:31.191927] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:31.191953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:31.192024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:31.248521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:31.249412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:31.249504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:31.249541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:31.363159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:31.363300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:31.363338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:31.363366] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:31.366747] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-12-25T20:24:31.367014] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-25T20:24:31.367133] [INFO ] [sig       ] IBOC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:31.505208] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBOC.txt
[2025-12-25T20:24:31.505355] [INFO ] [sig       ] [1616/3552] Completed IBOC in 0.3s | 2.85 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-25T20:24:31.505403] [INFO ] [sig       ] [1617/3552] Forecasting IBP...
[2025-12-25T20:24:31.505435] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-25T20:24:31.505471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-25T20:24:31.515774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-25T20:24:31.516104] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-25T20:24:31.516875] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-25T20:24:31.516928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:31.516959] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:31.516985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:31.517042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:31.572838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:31.573440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:31.573516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:31.573548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:31.697003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:31.697148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:31.697187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:31.697215] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:31.700525] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-12-25T20:24:31.700811] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-25T20:24:31.700933] [INFO ] [sig       ] IBP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:31.840923] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBP.txt
[2025-12-25T20:24:31.841118] [INFO ] [sig       ] [1617/3552] Completed IBP in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.3m
[2025-12-25T20:24:31.841165] [INFO ] [sig       ] [1618/3552] Forecasting IBRX...
[2025-12-25T20:24:31.841199] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-25T20:24:31.841270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-25T20:24:31.852285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-25T20:24:31.852712] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-25T20:24:31.853545] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-25T20:24:31.853629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:31.853667] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:31.853696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:31.853759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:31.922213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:31.923050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:31.923131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:31.923163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:32.043114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:32.043265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:32.043306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:32.043336] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:32.046753] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=75.46%)
[2025-12-25T20:24:32.047028] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-25T20:24:32.047155] [INFO ] [sig       ] IBRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:32.186100] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IBRX.txt
[2025-12-25T20:24:32.186247] [INFO ] [sig       ] [1618/3552] Completed IBRX in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.3m
[2025-12-25T20:24:32.186296] [INFO ] [sig       ] [1619/3552] Forecasting IBTG...
[2025-12-25T20:24:32.186330] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-25T20:24:32.186362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-25T20:24:32.198126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-25T20:24:32.198477] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-25T20:24:32.199324] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-25T20:24:32.199380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:32.199415] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:32.199444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:32.199516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:32.261486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:32.262327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:32.262406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:32.262437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:32.381935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:32.382072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:32.382110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:32.382139] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:32.385421] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-25T20:24:32.385707] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-25T20:24:32.385828] [INFO ] [sig       ] IBTG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:32.524150] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IBTG.txt
[2025-12-25T20:24:32.524298] [INFO ] [sig       ] [1619/3552] Completed IBTG in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.3m
[2025-12-25T20:24:32.524342] [INFO ] [sig       ] [1620/3552] Forecasting IBTH...
[2025-12-25T20:24:32.524373] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-25T20:24:32.524414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-25T20:24:32.534757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-25T20:24:32.535060] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-25T20:24:32.535866] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-25T20:24:32.535918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:32.535950] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:32.535977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:32.536041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:32.592333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:32.592945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:32.593021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:32.593053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:32.711928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:32.712043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:32.712080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:32.712108] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:32.715270] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=93.41%)
[2025-12-25T20:24:32.715537] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-25T20:24:32.715674] [INFO ] [sig       ] IBTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:32.852620] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IBTH.txt
[2025-12-25T20:24:32.852786] [INFO ] [sig       ] [1620/3552] Completed IBTH in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.3m
[2025-12-25T20:24:32.852835] [INFO ] [sig       ] [1621/3552] Forecasting IBTI...
[2025-12-25T20:24:32.852867] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-25T20:24:32.852936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-25T20:24:32.863174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-25T20:24:32.863495] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-25T20:24:32.864267] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-25T20:24:32.864319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:32.864351] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:32.864378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:32.864436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:32.920196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:32.920885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:32.920990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:32.921023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:33.041384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:33.041537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:33.041593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:33.041624] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:33.044912] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=83.85%)
[2025-12-25T20:24:33.045179] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-25T20:24:33.045305] [INFO ] [sig       ] IBTI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:33.183017] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IBTI.txt
[2025-12-25T20:24:33.183180] [INFO ] [sig       ] [1621/3552] Completed IBTI in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.3m
[2025-12-25T20:24:33.183229] [INFO ] [sig       ] [1622/3552] Forecasting IBTJ...
[2025-12-25T20:24:33.183265] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-25T20:24:33.183295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-25T20:24:33.193859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-25T20:24:33.194182] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-25T20:24:33.194963] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-25T20:24:33.195014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:33.195046] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:33.195072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:33.195130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:33.250536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:33.251159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:33.251236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:33.251268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:33.367628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:33.367772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:33.367811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:33.367840] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:33.371127] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: UP (p=73.39%)
[2025-12-25T20:24:33.371393] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-25T20:24:33.371515] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:33.509249] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IBTJ.txt
[2025-12-25T20:24:33.509424] [INFO ] [sig       ] [1622/3552] Completed IBTJ in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.3m
[2025-12-25T20:24:33.509505] [INFO ] [sig       ] [1623/3552] Forecasting IBTK...
[2025-12-25T20:24:33.509538] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-25T20:24:33.509568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-25T20:24:33.520241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-25T20:24:33.520588] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-25T20:24:33.521336] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-25T20:24:33.521387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:33.521419] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:33.521445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:33.521502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:33.577167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:33.577829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:33.577908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:33.577940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:33.697563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:33.697732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:33.697772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:33.697800] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:33.704192] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-25T20:24:33.704479] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-25T20:24:33.704624] [INFO ] [sig       ] IBTK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:33.844834] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBTK.txt
[2025-12-25T20:24:33.844979] [INFO ] [sig       ] [1623/3552] Completed IBTK in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.3m
[2025-12-25T20:24:33.845020] [INFO ] [sig       ] [1624/3552] Forecasting IBTL...
[2025-12-25T20:24:33.845080] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-25T20:24:33.845113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-25T20:24:33.856042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-25T20:24:33.856366] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-25T20:24:33.857184] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-25T20:24:33.857238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:33.857273] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:33.857301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:33.857359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:33.915698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:33.916367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:33.916453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:33.916487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:34.039206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:34.039361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:34.039400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:34.039431] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:34.042882] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-12-25T20:24:34.043169] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-25T20:24:34.043299] [INFO ] [sig       ] IBTL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:34.186818] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBTL.txt
[2025-12-25T20:24:34.186981] [INFO ] [sig       ] [1624/3552] Completed IBTL in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.3m
[2025-12-25T20:24:34.187021] [INFO ] [sig       ] [1625/3552] Forecasting IBTM...
[2025-12-25T20:24:34.187052] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-25T20:24:34.187080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-25T20:24:34.198147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-25T20:24:34.198454] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-25T20:24:34.199259] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-25T20:24:34.199312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:34.199344] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:34.199371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:34.199429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:34.256077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:34.256728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:34.256804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:34.256836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:34.376116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:34.376270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:34.376310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:34.376344] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:34.379787] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2025-12-25T20:24:34.380063] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-25T20:24:34.380186] [INFO ] [sig       ] IBTM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:34.521207] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBTM.txt
[2025-12-25T20:24:34.521364] [INFO ] [sig       ] [1625/3552] Completed IBTM in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.3m
[2025-12-25T20:24:34.521403] [INFO ] [sig       ] [1626/3552] Forecasting IBTO...
[2025-12-25T20:24:34.521433] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-25T20:24:34.521492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-25T20:24:34.532367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-25T20:24:34.532748] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-25T20:24:34.533499] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-25T20:24:34.533550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:34.533602] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:34.533632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:34.533689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:34.591440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:34.592276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:34.592357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:34.592389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:34.716603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:34.716759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:34.716799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:34.716827] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:34.720217] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=22.11%)
[2025-12-25T20:24:34.720491] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-25T20:24:34.720632] [INFO ] [sig       ] IBTO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:34.860754] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBTO.txt
[2025-12-25T20:24:34.860905] [INFO ] [sig       ] [1626/3552] Completed IBTO in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.3m
[2025-12-25T20:24:34.860946] [INFO ] [sig       ] [1627/3552] Forecasting ICE...
[2025-12-25T20:24:34.860976] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-25T20:24:34.861005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-25T20:24:34.872105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-25T20:24:34.872442] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-25T20:24:34.873212] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-25T20:24:34.873264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:34.873297] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:34.873324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:34.873381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:34.930411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:34.931083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:34.931163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:34.931198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:35.052274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:35.052427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:35.052466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:35.052496] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:35.055949] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=33.72%)
[2025-12-25T20:24:35.056223] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-25T20:24:35.056350] [INFO ] [sig       ] ICE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:35.201260] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ICE.txt
[2025-12-25T20:24:35.201446] [INFO ] [sig       ] [1627/3552] Completed ICE in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-25T20:24:35.201527] [INFO ] [sig       ] [1628/3552] Forecasting ICFI...
[2025-12-25T20:24:35.201560] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-25T20:24:35.201608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-25T20:24:35.212418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-25T20:24:35.212734] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-25T20:24:35.213535] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-25T20:24:35.213606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:35.213667] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:35.213696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:35.213754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:35.270074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:35.270713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:35.270792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:35.270824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:35.389644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:35.389795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:35.389835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:35.389863] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:35.393228] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2025-12-25T20:24:35.393502] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-25T20:24:35.393641] [INFO ] [sig       ] ICFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:35.529983] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ICFI.txt
[2025-12-25T20:24:35.530111] [INFO ] [sig       ] [1628/3552] Completed ICFI in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-25T20:24:35.530150] [INFO ] [sig       ] [1629/3552] Forecasting ICL...
[2025-12-25T20:24:35.530180] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-25T20:24:35.530210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-25T20:24:35.540762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-25T20:24:35.541061] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-25T20:24:35.541858] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-25T20:24:35.541924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:35.541957] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:35.541983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:35.542041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:35.597131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:35.597826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:35.597906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:35.597938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:35.722850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:35.723010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:35.723050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:35.723079] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:35.726390] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=73.52%)
[2025-12-25T20:24:35.726678] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-25T20:24:35.726801] [INFO ] [sig       ] ICL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:35.865056] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ICL.txt
[2025-12-25T20:24:35.865188] [INFO ] [sig       ] [1629/3552] Completed ICL in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-25T20:24:35.865228] [INFO ] [sig       ] [1630/3552] Forecasting ICLN...
[2025-12-25T20:24:35.865258] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-25T20:24:35.865287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-25T20:24:35.876100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-25T20:24:35.876403] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-25T20:24:35.877170] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-25T20:24:35.877222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:35.877253] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:35.877279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:35.877336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:35.934460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:35.935326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:35.935410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:35.935442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:36.057492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:36.057670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:36.057709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:36.057738] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:36.061148] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2025-12-25T20:24:36.061421] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-25T20:24:36.061546] [INFO ] [sig       ] ICLN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:36.200765] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ICLN.txt
[2025-12-25T20:24:36.200928] [INFO ] [sig       ] [1630/3552] Completed ICLN in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-25T20:24:36.200968] [INFO ] [sig       ] [1631/3552] Forecasting ICMB...
[2025-12-25T20:24:36.200998] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-25T20:24:36.201027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-25T20:24:36.212258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-25T20:24:36.212733] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-25T20:24:36.213746] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-25T20:24:36.213808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:36.213848] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:36.213883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:36.213967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:36.274570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:36.275418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:36.275500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:36.275534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:36.385731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:36.385899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:36.385941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:36.386033] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:36.389684] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=38.86%)
[2025-12-25T20:24:36.389988] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-25T20:24:36.390125] [INFO ] [sig       ] ICMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:36.533215] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ICMB.txt
[2025-12-25T20:24:36.533406] [INFO ] [sig       ] [1631/3552] Completed ICMB in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-25T20:24:36.533448] [INFO ] [sig       ] [1632/3552] Forecasting ICOP...
[2025-12-25T20:24:36.533510] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-25T20:24:36.533544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-25T20:24:36.544000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-25T20:24:36.544366] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-25T20:24:36.545212] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-25T20:24:36.545267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:36.545299] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:36.545326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:36.545384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:36.605773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:36.606499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:36.606612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:36.606651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:36.723373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:36.723541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:36.723604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:36.723636] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:36.727160] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=83.51%)
[2025-12-25T20:24:36.727443] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-25T20:24:36.727593] [INFO ] [sig       ] ICOP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:36.870514] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ICOP.txt
[2025-12-25T20:24:36.870695] [INFO ] [sig       ] [1632/3552] Completed ICOP in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-25T20:24:36.870743] [INFO ] [sig       ] [1633/3552] Forecasting ICUI...
[2025-12-25T20:24:36.870775] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-25T20:24:36.870805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-25T20:24:36.881909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-25T20:24:36.882211] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-25T20:24:36.883014] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-25T20:24:36.883068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:36.883101] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:36.883128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:36.883187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:36.939389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:36.940010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:36.940087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:36.940118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:37.056382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:37.056513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:37.056550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:37.056597] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:37.059872] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-25T20:24:37.060140] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-25T20:24:37.060260] [INFO ] [sig       ] ICUI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:37.197497] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ICUI.txt
[2025-12-25T20:24:37.197637] [INFO ] [sig       ] [1633/3552] Completed ICUI in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-25T20:24:37.197678] [INFO ] [sig       ] [1634/3552] Forecasting IDA...
[2025-12-25T20:24:37.197732] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-25T20:24:37.197764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-25T20:24:37.208155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-25T20:24:37.208453] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-25T20:24:37.209249] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-25T20:24:37.209301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:37.209332] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:37.209358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:37.209414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:37.264628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:37.265224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:37.265298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:37.265330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:37.382596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:37.382737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:37.382776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:37.382803] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:37.386072] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=45.74%)
[2025-12-25T20:24:37.386361] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-25T20:24:37.386481] [INFO ] [sig       ] IDA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:37.523303] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IDA.txt
[2025-12-25T20:24:37.523428] [INFO ] [sig       ] [1634/3552] Completed IDA in 0.3s | 2.85 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-25T20:24:37.523466] [INFO ] [sig       ] [1635/3552] Forecasting IDAI...
[2025-12-25T20:24:37.523495] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-25T20:24:37.523525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-25T20:24:37.533900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-25T20:24:37.534195] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-25T20:24:37.534959] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-25T20:24:37.535010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:37.535042] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:37.535068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:37.535126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:37.590884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:37.591488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:37.591564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:37.591615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:37.710331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:37.710478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:37.710517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:37.710545] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:37.713882] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: UP (p=73.53%)
[2025-12-25T20:24:37.714152] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-25T20:24:37.714275] [INFO ] [sig       ] IDAI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:37.851397] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IDAI.txt
[2025-12-25T20:24:37.851513] [INFO ] [sig       ] [1635/3552] Completed IDAI in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.2m
[2025-12-25T20:24:37.851551] [INFO ] [sig       ] [1636/3552] Forecasting IDCC...
[2025-12-25T20:24:37.851597] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-25T20:24:37.851628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-25T20:24:37.862378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-25T20:24:37.862703] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-25T20:24:37.863459] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-25T20:24:37.863510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:37.863541] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:37.863584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:37.863645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:37.919377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:37.920224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:37.920304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:37.920336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:38.041176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:38.041322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:38.041378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:38.041408] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:38.044725] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: DOWN (p=48.79%)
[2025-12-25T20:24:38.045000] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-25T20:24:38.045120] [INFO ] [sig       ] IDCC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:38.182987] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IDCC.txt
[2025-12-25T20:24:38.183136] [INFO ] [sig       ] [1636/3552] Completed IDCC in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.2m
[2025-12-25T20:24:38.183184] [INFO ] [sig       ] [1637/3552] Forecasting IDE...
[2025-12-25T20:24:38.183214] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-25T20:24:38.183243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-25T20:24:38.194428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-25T20:24:38.194837] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-25T20:24:38.195683] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-25T20:24:38.195735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:38.195767] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:38.195795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:38.195853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:38.251806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:38.252517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:38.252619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:38.252654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:38.369250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:38.369409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:38.369448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:38.369477] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:38.372861] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=20.11%)
[2025-12-25T20:24:38.373136] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-25T20:24:38.373260] [INFO ] [sig       ] IDE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:38.510010] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IDE.txt
[2025-12-25T20:24:38.510170] [INFO ] [sig       ] [1637/3552] Completed IDE in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.2m
[2025-12-25T20:24:38.510210] [INFO ] [sig       ] [1638/3552] Forecasting IDN...
[2025-12-25T20:24:38.510239] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-25T20:24:38.510269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-25T20:24:38.521322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-25T20:24:38.521647] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-25T20:24:38.522404] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-25T20:24:38.522455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:38.522487] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:38.522514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:38.522596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:38.578811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:38.579512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:38.579663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:38.579705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:38.692845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:38.692996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:38.693036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:38.693064] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:38.696405] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-25T20:24:38.696729] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-25T20:24:38.696860] [INFO ] [sig       ] IDN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:38.835522] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IDN.txt
[2025-12-25T20:24:38.835686] [INFO ] [sig       ] [1638/3552] Completed IDN in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.2m
[2025-12-25T20:24:38.835726] [INFO ] [sig       ] [1639/3552] Forecasting IDXX...
[2025-12-25T20:24:38.835776] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-25T20:24:38.835832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-25T20:24:38.847525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-25T20:24:38.847983] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-25T20:24:38.848796] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-25T20:24:38.848848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:38.848880] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:38.848907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:38.848965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:38.905193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:38.905859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:38.905940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:38.905973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:39.025405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:39.025556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:39.025611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:39.025639] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:39.028929] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=16.56%)
[2025-12-25T20:24:39.029231] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-25T20:24:39.029375] [INFO ] [sig       ] IDXX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:39.166723] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IDXX.txt
[2025-12-25T20:24:39.166900] [INFO ] [sig       ] [1639/3552] Completed IDXX in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.2m
[2025-12-25T20:24:39.166947] [INFO ] [sig       ] [1640/3552] Forecasting IDYA...
[2025-12-25T20:24:39.166978] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-25T20:24:39.167013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-25T20:24:39.178723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-25T20:24:39.179181] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-25T20:24:39.179995] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-25T20:24:39.180048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:39.180096] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:39.180124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:39.180181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:39.236295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:39.237198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:39.237284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:39.237317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:39.355261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:39.355421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:39.355461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:39.355490] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:39.358795] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-12-25T20:24:39.359064] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-25T20:24:39.359211] [INFO ] [sig       ] IDYA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:39.497417] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IDYA.txt
[2025-12-25T20:24:39.497588] [INFO ] [sig       ] [1640/3552] Completed IDYA in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.2m
[2025-12-25T20:24:39.497631] [INFO ] [sig       ] [1641/3552] Forecasting IEF...
[2025-12-25T20:24:39.497661] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-25T20:24:39.497690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-25T20:24:39.509028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-25T20:24:39.509335] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-25T20:24:39.510301] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-25T20:24:39.510353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:39.510385] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:39.510412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:39.510469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:39.567045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:39.567666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:39.567746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:39.567778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:39.687368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:39.687521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:39.687560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:39.687610] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:39.690949] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-25T20:24:39.691224] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-25T20:24:39.691343] [INFO ] [sig       ] IEF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:39.832477] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IEF.txt
[2025-12-25T20:24:39.832639] [INFO ] [sig       ] [1641/3552] Completed IEF in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.2m
[2025-12-25T20:24:39.832689] [INFO ] [sig       ] [1642/3552] Forecasting IEI...
[2025-12-25T20:24:39.832725] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-25T20:24:39.832755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-25T20:24:39.843764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-25T20:24:39.844075] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-25T20:24:39.844863] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-25T20:24:39.844915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:39.844946] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:39.844972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:39.845030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:39.901692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:39.902534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:39.902637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:39.902671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:40.020879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:40.021045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:40.021086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:40.021114] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:40.024456] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=50.16%)
[2025-12-25T20:24:40.024743] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-25T20:24:40.024868] [INFO ] [sig       ] IEI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:40.162519] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IEI.txt
[2025-12-25T20:24:40.162670] [INFO ] [sig       ] [1642/3552] Completed IEI in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.2m
[2025-12-25T20:24:40.162710] [INFO ] [sig       ] [1643/3552] Forecasting IEP...
[2025-12-25T20:24:40.162740] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-25T20:24:40.162770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-25T20:24:40.173325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-25T20:24:40.173648] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-25T20:24:40.174402] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-25T20:24:40.174453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:40.174483] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:40.174509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:40.174566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:40.230970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:40.231562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:40.231657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:40.231689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:40.351068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:40.351223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:40.351262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:40.351291] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:40.354607] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: DOWN (p=13.93%)
[2025-12-25T20:24:40.354878] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-25T20:24:40.354999] [INFO ] [sig       ] IEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:40.493132] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IEP.txt
[2025-12-25T20:24:40.493282] [INFO ] [sig       ] [1643/3552] Completed IEP in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-25T20:24:40.493321] [INFO ] [sig       ] [1644/3552] Forecasting IESC...
[2025-12-25T20:24:40.493356] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-25T20:24:40.493387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-25T20:24:40.504314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-25T20:24:40.504665] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-25T20:24:40.505414] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-25T20:24:40.505466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:40.505498] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:40.505525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:40.505606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:40.562152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:40.562814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:40.562891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:40.562923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:40.682472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:40.682637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:40.682679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:40.682708] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:40.686048] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=14.19%)
[2025-12-25T20:24:40.686314] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-25T20:24:40.686436] [INFO ] [sig       ] IESC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:40.825297] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IESC.txt
[2025-12-25T20:24:40.825453] [INFO ] [sig       ] [1644/3552] Completed IESC in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-25T20:24:40.825493] [INFO ] [sig       ] [1645/3552] Forecasting IEX...
[2025-12-25T20:24:40.825548] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-25T20:24:40.825599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-25T20:24:40.836511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-25T20:24:40.836850] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-25T20:24:40.837627] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-25T20:24:40.837678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:40.837736] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:40.837765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:40.837823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:40.894081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:40.894826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:40.894903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:40.894935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:41.010674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:41.010834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:41.010873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:41.010902] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:41.014257] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=18.57%)
[2025-12-25T20:24:41.014553] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-25T20:24:41.014697] [INFO ] [sig       ] IEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:41.152481] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IEX.txt
[2025-12-25T20:24:41.152645] [INFO ] [sig       ] [1645/3552] Completed IEX in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-25T20:24:41.152688] [INFO ] [sig       ] [1646/3552] Forecasting IFF...
[2025-12-25T20:24:41.152717] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-25T20:24:41.152750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-25T20:24:41.163325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-25T20:24:41.163658] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-25T20:24:41.164404] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-25T20:24:41.164455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:41.164486] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:41.164512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:41.164587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:41.220952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:41.221805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:41.221887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:41.221919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:41.344497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:41.344664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:41.344706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:41.344735] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:41.348042] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=41.06%)
[2025-12-25T20:24:41.348308] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-25T20:24:41.348428] [INFO ] [sig       ] IFF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:41.485975] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IFF.txt
[2025-12-25T20:24:41.486095] [INFO ] [sig       ] [1646/3552] Completed IFF in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-25T20:24:41.486133] [INFO ] [sig       ] [1647/3552] Forecasting IFN...
[2025-12-25T20:24:41.486161] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-25T20:24:41.486218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-25T20:24:41.497358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-25T20:24:41.497699] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-25T20:24:41.498447] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-25T20:24:41.498499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:41.498530] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:41.498556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:41.498642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:41.554720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:41.555304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:41.555381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:41.555413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:41.669992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:41.670154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:41.670195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:41.670239] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:41.673560] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-12-25T20:24:41.673852] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-25T20:24:41.673973] [INFO ] [sig       ] IFN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:41.811780] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IFN.txt
[2025-12-25T20:24:41.811906] [INFO ] [sig       ] [1647/3552] Completed IFN in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-25T20:24:41.811944] [INFO ] [sig       ] [1648/3552] Forecasting IFS...
[2025-12-25T20:24:41.811973] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-25T20:24:41.812005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-25T20:24:41.823232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-25T20:24:41.823588] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-25T20:24:41.824338] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-25T20:24:41.824390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:41.824421] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:41.824447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:41.824504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:41.880948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:41.881523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:41.881616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:41.881650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:41.998023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:41.998175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:41.998214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:41.998273] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:42.001632] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-25T20:24:42.001900] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-25T20:24:42.002022] [INFO ] [sig       ] IFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:42.139985] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IFS.txt
[2025-12-25T20:24:42.140124] [INFO ] [sig       ] [1648/3552] Completed IFS in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-25T20:24:42.140163] [INFO ] [sig       ] [1649/3552] Forecasting IGA...
[2025-12-25T20:24:42.140193] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-25T20:24:42.140224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-25T20:24:42.150777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-25T20:24:42.151149] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-25T20:24:42.151935] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-25T20:24:42.151987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:42.152018] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:42.152044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:42.152100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:42.208544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:42.209320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:42.209404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:42.209452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:42.325797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:42.325951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:42.325992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:42.326020] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:42.329339] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=21.52%)
[2025-12-25T20:24:42.329622] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-25T20:24:42.329746] [INFO ] [sig       ] IGA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:42.467637] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IGA.txt
[2025-12-25T20:24:42.467771] [INFO ] [sig       ] [1649/3552] Completed IGA in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-25T20:24:42.467813] [INFO ] [sig       ] [1650/3552] Forecasting IGD...
[2025-12-25T20:24:42.467842] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-25T20:24:42.467871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-25T20:24:42.478949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-25T20:24:42.479278] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-25T20:24:42.480105] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-25T20:24:42.480156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:42.480187] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:42.480214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:42.480271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:42.536763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:42.537368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:42.537444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:42.537475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:42.654906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:42.655064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:42.655105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:42.655134] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:42.658560] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=59.33%)
[2025-12-25T20:24:42.658870] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-25T20:24:42.659007] [INFO ] [sig       ] IGD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:42.798816] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IGD.txt
[2025-12-25T20:24:42.799010] [INFO ] [sig       ] [1650/3552] Completed IGD in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-25T20:24:42.799086] [INFO ] [sig       ] [1651/3552] Forecasting IGF...
[2025-12-25T20:24:42.799116] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-25T20:24:42.799169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-25T20:24:42.810473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-25T20:24:42.810880] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-25T20:24:42.811660] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-25T20:24:42.811712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:42.811744] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:42.811774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:42.811849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:42.868255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:42.869175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:42.869270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:42.869305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:42.989660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:42.989819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:42.989859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:42.989887] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:42.993215] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2025-12-25T20:24:42.993481] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-25T20:24:42.993618] [INFO ] [sig       ] IGF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:43.133143] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IGF.txt
[2025-12-25T20:24:43.133297] [INFO ] [sig       ] [1651/3552] Completed IGF in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-25T20:24:43.133337] [INFO ] [sig       ] [1652/3552] Forecasting IGI...
[2025-12-25T20:24:43.133366] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-25T20:24:43.133397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-25T20:24:43.144321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-25T20:24:43.144715] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-25T20:24:43.145473] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-25T20:24:43.145525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:43.145557] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:43.145605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:43.145665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:43.202198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:43.203087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:43.203170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:43.203203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:43.303717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:43.303877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:43.303917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:43.303945] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:43.307243] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=74.92%)
[2025-12-25T20:24:43.307511] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-25T20:24:43.307675] [INFO ] [sig       ] IGI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:43.445710] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IGI.txt
[2025-12-25T20:24:43.445868] [INFO ] [sig       ] [1652/3552] Completed IGI in 0.3s | 2.85 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-25T20:24:43.445939] [INFO ] [sig       ] [1653/3552] Forecasting IGIB...
[2025-12-25T20:24:43.445971] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-25T20:24:43.446002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-25T20:24:43.457603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-25T20:24:43.458060] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-25T20:24:43.458995] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-25T20:24:43.459065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:43.459116] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:43.459171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:43.459232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:43.517932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:43.518783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:43.518865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:43.518899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:43.637778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:43.637937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:43.637979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:43.638007] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:43.641332] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=6.62%)
[2025-12-25T20:24:43.641624] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-25T20:24:43.641747] [INFO ] [sig       ] IGIB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:43.779192] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IGIB.txt
[2025-12-25T20:24:43.779310] [INFO ] [sig       ] [1653/3552] Completed IGIB in 0.3s | 2.85 sym/s | Total: 9.7m | ETA: 11.1m
[2025-12-25T20:24:43.779348] [INFO ] [sig       ] [1654/3552] Forecasting IGIC...
[2025-12-25T20:24:43.779376] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-25T20:24:43.779406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-25T20:24:43.790942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-25T20:24:43.791274] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-25T20:24:43.792134] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-25T20:24:43.792187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:43.792220] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:43.792248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:43.792308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:43.851320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:43.852154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:43.852237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:43.852271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:43.968344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:43.968500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:43.968540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:43.968585] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:43.971899] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: UP (p=79.46%)
[2025-12-25T20:24:43.972166] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-25T20:24:43.972286] [INFO ] [sig       ] IGIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:44.114505] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IGIC.txt
[2025-12-25T20:24:44.114686] [INFO ] [sig       ] [1654/3552] Completed IGIC in 0.3s | 2.85 sym/s | Total: 9.7m | ETA: 11.1m
[2025-12-25T20:24:44.114729] [INFO ] [sig       ] [1655/3552] Forecasting IGSB...
[2025-12-25T20:24:44.114759] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-25T20:24:44.114823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-25T20:24:44.126270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-25T20:24:44.126677] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-25T20:24:44.127516] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-25T20:24:44.127593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:44.127636] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:44.127666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:44.127726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:44.186887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:44.187797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:44.187929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:44.187968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:44.307189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:44.307331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:44.307371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:44.307401] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:44.310713] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: DOWN (p=42.41%)
[2025-12-25T20:24:44.310988] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-25T20:24:44.311112] [INFO ] [sig       ] IGSB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:44.448525] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IGSB.txt
[2025-12-25T20:24:44.448657] [INFO ] [sig       ] [1655/3552] Completed IGSB in 0.3s | 2.85 sym/s | Total: 9.7m | ETA: 11.1m
[2025-12-25T20:24:44.448696] [INFO ] [sig       ] [1656/3552] Forecasting IHD...
[2025-12-25T20:24:44.448726] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-25T20:24:44.448755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-25T20:24:44.459978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-25T20:24:44.460293] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-25T20:24:44.461116] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-25T20:24:44.461169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:44.461202] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:44.461230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:44.461290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:44.520121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:44.520765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:44.520843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:44.520877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:44.637076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:44.637217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:44.637257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:44.637286] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:44.640672] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-25T20:24:44.640952] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-25T20:24:44.641076] [INFO ] [sig       ] IHD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:44.783701] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IHD.txt
[2025-12-25T20:24:44.783839] [INFO ] [sig       ] [1656/3552] Completed IHD in 0.3s | 2.86 sym/s | Total: 9.7m | ETA: 11.1m
[2025-12-25T20:24:44.783879] [INFO ] [sig       ] [1657/3552] Forecasting IHG...
[2025-12-25T20:24:44.783907] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-25T20:24:44.783937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-25T20:24:44.795705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-25T20:24:44.795999] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-25T20:24:44.796814] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-25T20:24:44.796867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:44.796901] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:44.796928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:44.796987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:44.856096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:44.856750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:44.856829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:44.856863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:44.974351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:44.974486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:44.974524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:44.974552] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:44.977806] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=70.89%)
[2025-12-25T20:24:44.978077] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-25T20:24:44.978199] [INFO ] [sig       ] IHG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:45.118953] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IHG.txt
[2025-12-25T20:24:45.119095] [INFO ] [sig       ] [1657/3552] Completed IHG in 0.3s | 2.86 sym/s | Total: 9.7m | ETA: 11.1m
[2025-12-25T20:24:45.119153] [INFO ] [sig       ] [1658/3552] Forecasting IHS...
[2025-12-25T20:24:45.119186] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-25T20:24:45.119217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-25T20:24:45.130735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-25T20:24:45.131069] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-25T20:24:45.131864] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-25T20:24:45.131916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:45.131948] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:45.131974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:45.132030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:45.190986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:45.191765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:45.191856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:45.191889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:45.313286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:45.313454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:45.313496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:45.313526] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:45.317056] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=23.22%)
[2025-12-25T20:24:45.317360] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-25T20:24:45.317506] [INFO ] [sig       ] IHS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:45.458802] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IHS.txt
[2025-12-25T20:24:45.458970] [INFO ] [sig       ] [1658/3552] Completed IHS in 0.3s | 2.86 sym/s | Total: 9.7m | ETA: 11.1m
[2025-12-25T20:24:45.459013] [INFO ] [sig       ] [1659/3552] Forecasting IIF...
[2025-12-25T20:24:45.459051] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-25T20:24:45.459082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-25T20:24:45.470213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-25T20:24:45.470615] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-25T20:24:45.471433] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-25T20:24:45.471487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:45.471521] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:45.471549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:45.471630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:45.531665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:45.532455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:45.532544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:45.532599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:45.645960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:45.646121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:45.646162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:45.646190] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:45.649702] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=26.44%)
[2025-12-25T20:24:45.650036] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-25T20:24:45.650161] [INFO ] [sig       ] IIF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:45.788547] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IIF.txt
[2025-12-25T20:24:45.788738] [INFO ] [sig       ] [1659/3552] Completed IIF in 0.3s | 2.86 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-25T20:24:45.788779] [INFO ] [sig       ] [1660/3552] Forecasting III...
[2025-12-25T20:24:45.788808] [INFO ] [sig       ] Generating forecast for: III
[2025-12-25T20:24:45.788840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-25T20:24:45.799736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-25T20:24:45.800139] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-25T20:24:45.800918] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-25T20:24:45.800970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:45.801001] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:45.801027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:45.801085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:45.856692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:45.857546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:45.857650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:45.857683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:45.974303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:45.974464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:45.974521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:45.974551] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:45.977920] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=71.54%)
[2025-12-25T20:24:45.978216] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-25T20:24:45.978345] [INFO ] [sig       ] III: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:46.117142] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/III.txt
[2025-12-25T20:24:46.117311] [INFO ] [sig       ] [1660/3552] Completed III in 0.3s | 2.86 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-25T20:24:46.117352] [INFO ] [sig       ] [1661/3552] Forecasting IIIN...
[2025-12-25T20:24:46.117382] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-25T20:24:46.117412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-25T20:24:46.127740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-25T20:24:46.128109] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-25T20:24:46.128898] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-25T20:24:46.128950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:46.128982] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:46.129009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:46.129066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:46.185399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:46.186221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:46.186305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:46.186337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:46.308037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:46.308195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:46.308236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:46.308264] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:46.312685] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-12-25T20:24:46.313100] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-25T20:24:46.313256] [INFO ] [sig       ] IIIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:46.451320] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IIIN.txt
[2025-12-25T20:24:46.451489] [INFO ] [sig       ] [1661/3552] Completed IIIN in 0.3s | 2.86 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-25T20:24:46.451530] [INFO ] [sig       ] [1662/3552] Forecasting IIM...
[2025-12-25T20:24:46.451560] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-25T20:24:46.451647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-25T20:24:46.463214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-25T20:24:46.463592] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-25T20:24:46.464407] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-25T20:24:46.464462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:46.464525] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:46.464555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:46.464651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:46.522795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:46.523528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:46.523627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:46.523662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:46.638962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:46.639114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:46.639175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:46.639205] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:46.642520] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-12-25T20:24:46.642811] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-25T20:24:46.642939] [INFO ] [sig       ] IIM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:46.782079] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IIM.txt
[2025-12-25T20:24:46.782200] [INFO ] [sig       ] [1662/3552] Completed IIM in 0.3s | 2.86 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-25T20:24:46.782239] [INFO ] [sig       ] [1663/3552] Forecasting ILMN...
[2025-12-25T20:24:46.782268] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-25T20:24:46.782298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-25T20:24:46.793386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-25T20:24:46.793716] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-25T20:24:46.794512] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-25T20:24:46.794565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:46.794634] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:46.794665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:46.794724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:46.850977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:46.851628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:46.851704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:46.851736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:46.974403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:46.974554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:46.974612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:46.974641] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:46.977923] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-25T20:24:46.978192] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-25T20:24:46.978313] [INFO ] [sig       ] ILMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:47.119908] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ILMN.txt
[2025-12-25T20:24:47.120073] [INFO ] [sig       ] [1663/3552] Completed ILMN in 0.3s | 2.86 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-25T20:24:47.120121] [INFO ] [sig       ] [1664/3552] Forecasting IMAX...
[2025-12-25T20:24:47.120152] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-25T20:24:47.120218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-25T20:24:47.131757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-25T20:24:47.132152] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-25T20:24:47.133071] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-25T20:24:47.133129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:47.133179] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:47.133211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:47.133279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:47.190467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:47.191169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:47.191247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:47.191279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:47.307392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:47.307552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:47.307610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:47.307639] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:47.310975] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-12-25T20:24:47.311241] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-25T20:24:47.311361] [INFO ] [sig       ] IMAX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:47.448884] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IMAX.txt
[2025-12-25T20:24:47.449034] [INFO ] [sig       ] [1664/3552] Completed IMAX in 0.3s | 2.86 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-25T20:24:47.449082] [INFO ] [sig       ] [1665/3552] Forecasting IMKTA...
[2025-12-25T20:24:47.449115] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-25T20:24:47.449198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-25T20:24:47.459914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-25T20:24:47.460218] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-25T20:24:47.461046] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-25T20:24:47.461100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:47.461132] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:47.461160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:47.461219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:47.518074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:47.518678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:47.518753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:47.518786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:47.630977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:47.631133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:47.631181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:47.631244] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:47.634616] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: UP (p=81.46%)
[2025-12-25T20:24:47.634885] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-25T20:24:47.635009] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:47.773730] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IMKTA.txt
[2025-12-25T20:24:47.773845] [INFO ] [sig       ] [1665/3552] Completed IMKTA in 0.3s | 2.86 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-25T20:24:47.773885] [INFO ] [sig       ] [1666/3552] Forecasting IMMP...
[2025-12-25T20:24:47.773917] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-25T20:24:47.773946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-25T20:24:47.784878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-25T20:24:47.785223] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-25T20:24:47.786046] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-25T20:24:47.786099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:47.786133] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:47.786161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:47.786220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:47.845406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:47.846083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:47.846163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:47.846197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:47.959702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:47.959844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:47.959889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:47.959918] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:47.963192] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=73.73%)
[2025-12-25T20:24:47.963466] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-25T20:24:47.963607] [INFO ] [sig       ] IMMP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:48.101669] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IMMP.txt
[2025-12-25T20:24:48.101782] [INFO ] [sig       ] [1666/3552] Completed IMMP in 0.3s | 2.86 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-25T20:24:48.101821] [INFO ] [sig       ] [1667/3552] Forecasting IMMX...
[2025-12-25T20:24:48.101877] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-25T20:24:48.101908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-25T20:24:48.112499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-25T20:24:48.112872] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-25T20:24:48.113635] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-25T20:24:48.113687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:48.113718] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:48.113745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:48.113803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:48.169973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:48.170853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:48.170949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:48.170987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:48.292686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:48.292860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:48.292908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:48.292940] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:48.296467] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-12-25T20:24:48.296761] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-25T20:24:48.296897] [INFO ] [sig       ] IMMX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:48.434545] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IMMX.txt
[2025-12-25T20:24:48.434708] [INFO ] [sig       ] [1667/3552] Completed IMMX in 0.3s | 2.86 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-25T20:24:48.434760] [INFO ] [sig       ] [1668/3552] Forecasting IMNM...
[2025-12-25T20:24:48.434793] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-25T20:24:48.434823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-25T20:24:48.445949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-25T20:24:48.446266] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-25T20:24:48.447054] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-25T20:24:48.447106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:48.447138] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:48.447164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:48.447223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:48.503413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:48.504038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:48.504115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:48.504147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:48.627485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:48.627656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:48.627698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:48.627726] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:48.631038] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2025-12-25T20:24:48.631309] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-25T20:24:48.631430] [INFO ] [sig       ] IMNM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:48.769443] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IMNM.txt
[2025-12-25T20:24:48.769607] [INFO ] [sig       ] [1668/3552] Completed IMNM in 0.3s | 2.86 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-25T20:24:48.769649] [INFO ] [sig       ] [1669/3552] Forecasting IMNN...
[2025-12-25T20:24:48.769679] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-25T20:24:48.769709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-25T20:24:48.782967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-25T20:24:48.783546] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-25T20:24:48.784478] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-25T20:24:48.784533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:48.784567] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:48.784618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:48.784719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:48.842414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:48.843460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:48.843555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:48.843607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:48.969294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:48.969526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:48.969591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:48.969626] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:48.973755] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=28.77%)
[2025-12-25T20:24:48.974095] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-25T20:24:48.974266] [INFO ] [sig       ] IMNN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:49.123742] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IMNN.txt
[2025-12-25T20:24:49.123949] [INFO ] [sig       ] [1669/3552] Completed IMNN in 0.4s | 2.86 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-25T20:24:49.123998] [INFO ] [sig       ] [1670/3552] Forecasting IMOS...
[2025-12-25T20:24:49.124031] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-25T20:24:49.124093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-25T20:24:49.137197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-25T20:24:49.137839] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-25T20:24:49.138821] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-25T20:24:49.138875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:49.138908] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:49.138935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:49.138994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:49.197097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:49.198237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:49.198335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:49.198370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:49.319925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:49.320095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:49.320136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:49.320164] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:49.323721] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=81.35%)
[2025-12-25T20:24:49.324002] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-25T20:24:49.324134] [INFO ] [sig       ] IMOS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:49.464397] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IMOS.txt
[2025-12-25T20:24:49.464551] [INFO ] [sig       ] [1670/3552] Completed IMOS in 0.3s | 2.86 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-25T20:24:49.464609] [INFO ] [sig       ] [1671/3552] Forecasting IMPP...
[2025-12-25T20:24:49.464640] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-25T20:24:49.464668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-25T20:24:49.475686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-25T20:24:49.476030] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-25T20:24:49.476806] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-25T20:24:49.476874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:49.476912] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:49.476952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:49.477022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:49.534151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:49.534949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:49.535033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:49.535066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:49.652758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:49.652932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:49.652994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:49.653024] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:49.656391] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: DOWN (p=20.01%)
[2025-12-25T20:24:49.656685] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-25T20:24:49.656813] [INFO ] [sig       ] IMPP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:49.795813] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IMPP.txt
[2025-12-25T20:24:49.795974] [INFO ] [sig       ] [1671/3552] Completed IMPP in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 11.0m
[2025-12-25T20:24:49.796020] [INFO ] [sig       ] [1672/3552] Forecasting IMRX...
[2025-12-25T20:24:49.796050] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-25T20:24:49.796081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-25T20:24:49.807985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-25T20:24:49.808336] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-25T20:24:49.809117] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-25T20:24:49.809190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:49.809225] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:49.809252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:49.809310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:49.864619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:49.865238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:49.865347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:49.865380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:49.982057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:49.982224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:49.982265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:49.982293] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:49.985639] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-12-25T20:24:49.985918] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-25T20:24:49.986041] [INFO ] [sig       ] IMRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:50.124320] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IMRX.txt
[2025-12-25T20:24:50.124523] [INFO ] [sig       ] [1672/3552] Completed IMRX in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 11.0m
[2025-12-25T20:24:50.124590] [INFO ] [sig       ] [1673/3552] Forecasting IMTX...
[2025-12-25T20:24:50.124628] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-25T20:24:50.124696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-25T20:24:50.135221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-25T20:24:50.135530] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-25T20:24:50.136291] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-25T20:24:50.136343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:50.136374] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:50.136401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:50.136458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:50.192797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:50.193594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:50.193674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:50.193706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:50.313772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:50.313935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:50.313975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:50.314004] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:50.317333] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=39.32%)
[2025-12-25T20:24:50.317644] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-25T20:24:50.317765] [INFO ] [sig       ] IMTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:50.455555] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IMTX.txt
[2025-12-25T20:24:50.455774] [INFO ] [sig       ] [1673/3552] Completed IMTX in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 11.0m
[2025-12-25T20:24:50.455823] [INFO ] [sig       ] [1674/3552] Forecasting IMXI...
[2025-12-25T20:24:50.455857] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-25T20:24:50.455927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-25T20:24:50.466979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-25T20:24:50.467367] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-25T20:24:50.468139] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-25T20:24:50.468192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:50.468223] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:50.468250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:50.468308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:50.524310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:50.525117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:50.525201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:50.525233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:50.643564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:50.643742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:50.643780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:50.643808] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:50.647131] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-12-25T20:24:50.647400] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-25T20:24:50.647524] [INFO ] [sig       ] IMXI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:50.790782] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IMXI.txt
[2025-12-25T20:24:50.790969] [INFO ] [sig       ] [1674/3552] Completed IMXI in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 11.0m
[2025-12-25T20:24:50.791016] [INFO ] [sig       ] [1675/3552] Forecasting INAB...
[2025-12-25T20:24:50.791046] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-25T20:24:50.791078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-25T20:24:50.802359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-25T20:24:50.802711] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-25T20:24:50.803532] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-25T20:24:50.803606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:50.803675] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:50.803708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:50.803768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:50.862284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:50.863102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:50.863185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:50.863219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:50.979649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:50.979808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:50.979848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:50.979877] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:50.983177] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2025-12-25T20:24:50.983445] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-25T20:24:50.983564] [INFO ] [sig       ] INAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:51.125794] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INAB.txt
[2025-12-25T20:24:51.125996] [INFO ] [sig       ] [1675/3552] Completed INAB in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 11.0m
[2025-12-25T20:24:51.126043] [INFO ] [sig       ] [1676/3552] Forecasting INBK...
[2025-12-25T20:24:51.126082] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-25T20:24:51.126148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-25T20:24:51.136723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-25T20:24:51.137053] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-25T20:24:51.137811] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-25T20:24:51.137862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:51.137894] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:51.137920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:51.137979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:51.196632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:51.197449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:51.197533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:51.197567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:51.316060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:51.316213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:51.316253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:51.316281] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:51.319602] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=91.90%)
[2025-12-25T20:24:51.319870] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-25T20:24:51.319997] [INFO ] [sig       ] INBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:51.459314] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INBK.txt
[2025-12-25T20:24:51.459471] [INFO ] [sig       ] [1676/3552] Completed INBK in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-25T20:24:51.459521] [INFO ] [sig       ] [1677/3552] Forecasting INBX...
[2025-12-25T20:24:51.459552] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-25T20:24:51.459600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-25T20:24:51.470306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-25T20:24:51.470664] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-25T20:24:51.471407] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-25T20:24:51.471459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:51.471491] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:51.471518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:51.471602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:51.527741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:51.528358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:51.528434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:51.528465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:51.646469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:51.646649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:51.646691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:51.646720] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:51.650082] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2025-12-25T20:24:51.650363] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-25T20:24:51.650491] [INFO ] [sig       ] INBX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:51.791114] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INBX.txt
[2025-12-25T20:24:51.791273] [INFO ] [sig       ] [1677/3552] Completed INBX in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-25T20:24:51.791323] [INFO ] [sig       ] [1678/3552] Forecasting INCY...
[2025-12-25T20:24:51.791354] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-25T20:24:51.791389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-25T20:24:51.802365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-25T20:24:51.802686] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-25T20:24:51.803426] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-25T20:24:51.803478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:51.803511] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:51.803540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:51.803622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:51.860408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:51.861072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:51.861152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:51.861185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:51.979554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:51.979730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:51.979770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:51.979800] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:51.983099] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: DOWN (p=5.60%)
[2025-12-25T20:24:51.983370] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-25T20:24:51.983491] [INFO ] [sig       ] INCY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:52.121278] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INCY.txt
[2025-12-25T20:24:52.121480] [INFO ] [sig       ] [1678/3552] Completed INCY in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-25T20:24:52.121529] [INFO ] [sig       ] [1679/3552] Forecasting INDB...
[2025-12-25T20:24:52.121590] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-25T20:24:52.121665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-25T20:24:52.132459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-25T20:24:52.132857] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-25T20:24:52.133636] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-25T20:24:52.133688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:52.133748] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:52.133776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:52.133834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:52.193899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:52.194834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:52.194915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:52.194946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:52.312024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:52.312197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:52.312237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:52.312265] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:52.315632] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=52.84%)
[2025-12-25T20:24:52.315904] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-25T20:24:52.316040] [INFO ] [sig       ] INDB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:52.454783] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INDB.txt
[2025-12-25T20:24:52.454967] [INFO ] [sig       ] [1679/3552] Completed INDB in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-25T20:24:52.455017] [INFO ] [sig       ] [1680/3552] Forecasting INDI...
[2025-12-25T20:24:52.455057] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-25T20:24:52.455135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-25T20:24:52.466714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-25T20:24:52.467074] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-25T20:24:52.467893] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-25T20:24:52.467945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:52.467978] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:52.468008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:52.468070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:52.525346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:52.525982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:52.526059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:52.526091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:52.645296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:52.645458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:52.645499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:52.645527] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:52.648895] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=84.45%)
[2025-12-25T20:24:52.649186] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-25T20:24:52.649312] [INFO ] [sig       ] INDI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:52.786910] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INDI.txt
[2025-12-25T20:24:52.787065] [INFO ] [sig       ] [1680/3552] Completed INDI in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-25T20:24:52.787115] [INFO ] [sig       ] [1681/3552] Forecasting INDP...
[2025-12-25T20:24:52.787147] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-25T20:24:52.787181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-25T20:24:52.797837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-25T20:24:52.798150] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-25T20:24:52.798952] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-25T20:24:52.799006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:52.799040] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:52.799068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:52.799128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:52.855812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:52.856485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:52.856563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:52.856613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:52.963957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:52.964118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:52.964157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:52.964184] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:52.967492] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=64.31%)
[2025-12-25T20:24:52.967778] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-25T20:24:52.967899] [INFO ] [sig       ] INDP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:53.105500] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INDP.txt
[2025-12-25T20:24:53.105636] [INFO ] [sig       ] [1681/3552] Completed INDP in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-25T20:24:53.105677] [INFO ] [sig       ] [1682/3552] Forecasting INDY...
[2025-12-25T20:24:53.105707] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-25T20:24:53.105739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-25T20:24:53.116642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-25T20:24:53.117011] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-25T20:24:53.117829] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-25T20:24:53.117882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:53.117915] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:53.117944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:53.118003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:53.174530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:53.175360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:53.175441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:53.175473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:53.299239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:53.299413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:53.299453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:53.299546] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:53.304054] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=92.47%)
[2025-12-25T20:24:53.304333] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-25T20:24:53.304457] [INFO ] [sig       ] INDY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:53.443836] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INDY.txt
[2025-12-25T20:24:53.443977] [INFO ] [sig       ] [1682/3552] Completed INDY in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-25T20:24:53.444017] [INFO ] [sig       ] [1683/3552] Forecasting INFY...
[2025-12-25T20:24:53.444048] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-25T20:24:53.444079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-25T20:24:53.455133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-25T20:24:53.455433] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-25T20:24:53.456216] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-25T20:24:53.456268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:53.456300] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:53.456326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:53.456384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:53.513206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:53.513817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:53.513893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:53.513925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:53.632754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:53.632923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:53.632963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:53.632993] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:53.636423] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=41.22%)
[2025-12-25T20:24:53.636716] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-25T20:24:53.636845] [INFO ] [sig       ] INFY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:53.777483] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INFY.txt
[2025-12-25T20:24:53.777653] [INFO ] [sig       ] [1683/3552] Completed INFY in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-25T20:24:53.777698] [INFO ] [sig       ] [1684/3552] Forecasting ING...
[2025-12-25T20:24:53.777729] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-25T20:24:53.777761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-25T20:24:53.789259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-25T20:24:53.789567] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-25T20:24:53.790375] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-25T20:24:53.790428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:53.790460] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:53.790488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:53.790548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:53.850123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:53.850774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:53.850895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:53.850931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:53.969918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:53.970077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:53.970117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:53.970146] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:53.973641] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=88.01%)
[2025-12-25T20:24:53.973917] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-25T20:24:53.974047] [INFO ] [sig       ] ING: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:54.117449] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ING.txt
[2025-12-25T20:24:54.117607] [INFO ] [sig       ] [1684/3552] Completed ING in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-25T20:24:54.117649] [INFO ] [sig       ] [1685/3552] Forecasting INGN...
[2025-12-25T20:24:54.117679] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-25T20:24:54.117710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-25T20:24:54.128811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-25T20:24:54.129209] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-25T20:24:54.130029] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-25T20:24:54.130081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:54.130114] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:54.130142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:54.130202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:54.188875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:54.189721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:54.189804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:54.189838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:54.305855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:54.306008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:54.306048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:54.306076] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:54.309396] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2025-12-25T20:24:54.309692] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-25T20:24:54.309814] [INFO ] [sig       ] INGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:54.452360] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INGN.txt
[2025-12-25T20:24:54.452507] [INFO ] [sig       ] [1685/3552] Completed INGN in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-25T20:24:54.452549] [INFO ] [sig       ] [1686/3552] Forecasting INM...
[2025-12-25T20:24:54.452598] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-25T20:24:54.452633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-25T20:24:54.463493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-25T20:24:54.463881] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-25T20:24:54.464748] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-25T20:24:54.464802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:54.464835] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:54.464891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:54.464953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:54.523817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:54.524477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:54.524556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:54.524615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:54.643601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:54.643758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:54.643797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:54.643826] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:54.647138] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=29.28%)
[2025-12-25T20:24:54.647410] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-25T20:24:54.647533] [INFO ] [sig       ] INM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:54.794828] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INM.txt
[2025-12-25T20:24:54.794974] [INFO ] [sig       ] [1686/3552] Completed INM in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-25T20:24:54.795015] [INFO ] [sig       ] [1687/3552] Forecasting INMB...
[2025-12-25T20:24:54.795045] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-25T20:24:54.795075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-25T20:24:54.806061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-25T20:24:54.806358] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-25T20:24:54.807153] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-25T20:24:54.807206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:54.807239] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:54.807267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:54.807326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:54.867152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:54.867944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:54.868026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:54.868061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:54.987301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:54.987456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:54.987497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:54.987528] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:54.990831] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-25T20:24:54.991101] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-25T20:24:54.991221] [INFO ] [sig       ] INMB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:55.138108] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INMB.txt
[2025-12-25T20:24:55.138288] [INFO ] [sig       ] [1687/3552] Completed INMB in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-25T20:24:55.138331] [INFO ] [sig       ] [1688/3552] Forecasting INMD...
[2025-12-25T20:24:55.138361] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-25T20:24:55.138391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-25T20:24:55.149658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-25T20:24:55.149958] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-25T20:24:55.150767] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-25T20:24:55.150819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:55.150850] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:55.150876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:55.150934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:55.209113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:55.209794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:55.209873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:55.209906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:55.329505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:55.329677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:55.329719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:55.329748] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:55.333094] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: UP (p=66.82%)
[2025-12-25T20:24:55.333374] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-25T20:24:55.333499] [INFO ] [sig       ] INMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:55.472176] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INMD.txt
[2025-12-25T20:24:55.472348] [INFO ] [sig       ] [1688/3552] Completed INMD in 0.3s | 2.86 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-25T20:24:55.472393] [INFO ] [sig       ] [1689/3552] Forecasting INN...
[2025-12-25T20:24:55.472423] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-25T20:24:55.472455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-25T20:24:55.483252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-25T20:24:55.483607] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-25T20:24:55.484415] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-25T20:24:55.484469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:55.484501] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:55.484529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:55.484615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:55.544310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:55.545200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:55.545315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:55.545351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:55.661917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:55.662082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:55.662123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:55.662150] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:55.665869] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=61.25%)
[2025-12-25T20:24:55.666249] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-25T20:24:55.666392] [INFO ] [sig       ] INN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:55.814048] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INN.txt
[2025-12-25T20:24:55.814181] [INFO ] [sig       ] [1689/3552] Completed INN in 0.3s | 2.86 sym/s | Total: 9.9m | ETA: 10.9m
[2025-12-25T20:24:55.814220] [INFO ] [sig       ] [1690/3552] Forecasting INO...
[2025-12-25T20:24:55.814249] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-25T20:24:55.814295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-25T20:24:55.824892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-25T20:24:55.825213] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-25T20:24:55.826062] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-25T20:24:55.826116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:55.826150] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:55.826178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:55.826238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:55.885286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:55.885974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:55.886053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:55.886087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:56.002356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:56.002498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:56.002537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:56.002566] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:56.005834] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-12-25T20:24:56.006109] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-25T20:24:56.006229] [INFO ] [sig       ] INO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:56.143710] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INO.txt
[2025-12-25T20:24:56.143860] [INFO ] [sig       ] [1690/3552] Completed INO in 0.3s | 2.86 sym/s | Total: 9.9m | ETA: 10.9m
[2025-12-25T20:24:56.143900] [INFO ] [sig       ] [1691/3552] Forecasting INOD...
[2025-12-25T20:24:56.143930] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-25T20:24:56.143960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-25T20:24:56.155307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-25T20:24:56.155671] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-25T20:24:56.156453] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-25T20:24:56.156505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:56.156538] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:56.156566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:56.156653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:56.215151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:56.215778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:56.215857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:56.215891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:56.334795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:56.334946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:56.334985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:56.335013] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:56.338343] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: UP (p=93.77%)
[2025-12-25T20:24:56.338650] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-25T20:24:56.338780] [INFO ] [sig       ] INOD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:56.480365] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INOD.txt
[2025-12-25T20:24:56.480545] [INFO ] [sig       ] [1691/3552] Completed INOD in 0.3s | 2.86 sym/s | Total: 9.9m | ETA: 10.9m
[2025-12-25T20:24:56.480608] [INFO ] [sig       ] [1692/3552] Forecasting INSE...
[2025-12-25T20:24:56.480646] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-25T20:24:56.480676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-25T20:24:56.492680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-25T20:24:56.493011] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-25T20:24:56.493812] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-25T20:24:56.493864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:56.493898] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:56.493926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:56.493986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:56.552253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:56.552867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:56.552945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:56.552978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:56.675479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:56.675670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:56.675716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:56.675752] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:56.679168] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-12-25T20:24:56.679461] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-25T20:24:56.679622] [INFO ] [sig       ] INSE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:56.821309] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INSE.txt
[2025-12-25T20:24:56.821518] [INFO ] [sig       ] [1692/3552] Completed INSE in 0.3s | 2.86 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-25T20:24:56.821593] [INFO ] [sig       ] [1693/3552] Forecasting INSG...
[2025-12-25T20:24:56.821640] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-25T20:24:56.821688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-25T20:24:56.833084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-25T20:24:56.833457] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-25T20:24:56.834277] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-25T20:24:56.834330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:56.834363] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:56.834391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:56.834451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:56.893003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:56.893657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:56.893734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:56.893768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:57.010535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:57.010709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:57.010751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:57.010778] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:57.014110] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: DOWN (p=36.08%)
[2025-12-25T20:24:57.014388] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-25T20:24:57.014510] [INFO ] [sig       ] INSG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:57.157946] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INSG.txt
[2025-12-25T20:24:57.158086] [INFO ] [sig       ] [1693/3552] Completed INSG in 0.3s | 2.86 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-25T20:24:57.158129] [INFO ] [sig       ] [1694/3552] Forecasting INSM...
[2025-12-25T20:24:57.158160] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-25T20:24:57.158190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-25T20:24:57.170321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-25T20:24:57.170721] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-25T20:24:57.171502] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-25T20:24:57.171555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:57.171609] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:57.171639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:57.171698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:57.230160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:57.230795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:57.230872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:57.230905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:57.346791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:57.346947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:57.346987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:57.347016] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:57.350342] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=90.12%)
[2025-12-25T20:24:57.350628] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-25T20:24:57.350749] [INFO ] [sig       ] INSM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:57.519504] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INSM.txt
[2025-12-25T20:24:57.520026] [INFO ] [sig       ] [1694/3552] Completed INSM in 0.4s | 2.86 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-25T20:24:57.520074] [INFO ] [sig       ] [1695/3552] Forecasting INSP...
[2025-12-25T20:24:57.520107] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-25T20:24:57.520138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-25T20:24:57.533936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-25T20:24:57.534562] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-25T20:24:57.535523] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-25T20:24:57.535598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:57.535636] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:57.535663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:57.535723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:57.594889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:57.596067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:57.596184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:57.596219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:57.731430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:57.731628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:57.731672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:57.731702] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:57.735399] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=34.93%)
[2025-12-25T20:24:57.735763] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-25T20:24:57.735928] [INFO ] [sig       ] INSP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:57.880964] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INSP.txt
[2025-12-25T20:24:57.881177] [INFO ] [sig       ] [1695/3552] Completed INSP in 0.4s | 2.86 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-25T20:24:57.881249] [INFO ] [sig       ] [1696/3552] Forecasting INTA...
[2025-12-25T20:24:57.881323] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-25T20:24:57.881356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-25T20:24:57.899046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-25T20:24:57.899853] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-25T20:24:57.901381] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-25T20:24:57.901452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:57.901554] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:57.901629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:57.901729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:57.979425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:57.981078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:57.981243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:57.981304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:58.144927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:58.145138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:58.145205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:58.145256] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:58.151001] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-12-25T20:24:58.151551] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-25T20:24:58.151783] [INFO ] [sig       ] INTA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:58.348224] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INTA.txt
[2025-12-25T20:24:58.348477] [INFO ] [sig       ] [1696/3552] Completed INTA in 0.5s | 2.86 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-25T20:24:58.348544] [INFO ] [sig       ] [1697/3552] Forecasting INTC...
[2025-12-25T20:24:58.348647] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-25T20:24:58.348705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-25T20:24:58.366050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-25T20:24:58.366570] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-25T20:24:58.367737] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-25T20:24:58.367809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:58.367864] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:58.367914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:58.368024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:58.439956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:58.440932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:58.441021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:58.441054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:58.597097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:58.597269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:58.597314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:58.597343] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:58.601140] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-12-25T20:24:58.601538] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-25T20:24:58.601715] [INFO ] [sig       ] INTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:58.747460] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INTC.txt
[2025-12-25T20:24:58.747693] [INFO ] [sig       ] [1697/3552] Completed INTC in 0.4s | 2.86 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-25T20:24:58.747764] [INFO ] [sig       ] [1698/3552] Forecasting INTZ...
[2025-12-25T20:24:58.747833] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-25T20:24:58.747872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-25T20:24:58.760038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-25T20:24:58.760477] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-25T20:24:58.761342] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-25T20:24:58.761404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:58.761450] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:58.761491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:58.761590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:58.824242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:58.825221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:58.825311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:58.825344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:58.970630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:58.970797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:58.970841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:58.970879] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:58.974598] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-25T20:24:58.974885] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-25T20:24:58.975028] [INFO ] [sig       ] INTZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:59.127759] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INTZ.txt
[2025-12-25T20:24:59.127948] [INFO ] [sig       ] [1698/3552] Completed INTZ in 0.4s | 2.86 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-25T20:24:59.128011] [INFO ] [sig       ] [1699/3552] Forecasting INVA...
[2025-12-25T20:24:59.128054] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-25T20:24:59.128126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-25T20:24:59.139805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-25T20:24:59.140207] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-25T20:24:59.141025] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-25T20:24:59.141093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:59.141127] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:59.141153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:59.141225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:59.202820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:59.203662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:59.203762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:59.203814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:59.333446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:59.333621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:59.333670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:59.333747] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:59.337861] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=12.63%)
[2025-12-25T20:24:59.338196] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-25T20:24:59.338344] [INFO ] [sig       ] INVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:24:59.486690] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INVA.txt
[2025-12-25T20:24:59.486881] [INFO ] [sig       ] [1699/3552] Completed INVA in 0.4s | 2.86 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-25T20:24:59.486938] [INFO ] [sig       ] [1700/3552] Forecasting INVE...
[2025-12-25T20:24:59.486969] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-25T20:24:59.487000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-25T20:24:59.498338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-25T20:24:59.498710] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-25T20:24:59.499601] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-25T20:24:59.499657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:59.499688] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:59.499714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:59.499773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:59.562195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:59.563052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:59.563155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:59.563205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:24:59.696034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:24:59.696209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:24:59.696251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:24:59.696279] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:24:59.699768] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-25T20:24:59.700066] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-25T20:24:59.700199] [INFO ] [sig       ] INVE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:24:59.847436] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INVE.txt
[2025-12-25T20:24:59.847621] [INFO ] [sig       ] [1700/3552] Completed INVE in 0.4s | 2.86 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-25T20:24:59.847683] [INFO ] [sig       ] [1701/3552] Forecasting INVH...
[2025-12-25T20:24:59.847755] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-25T20:24:59.847804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-25T20:24:59.859357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-25T20:24:59.859751] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-25T20:24:59.860603] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-25T20:24:59.860659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:24:59.860691] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:24:59.860720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:24:59.860780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:24:59.920867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:24:59.921737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:24:59.921833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:24:59.921873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:00.048662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:00.048832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:00.048873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:00.048902] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:00.052781] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-25T20:25:00.053066] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-25T20:25:00.053199] [INFO ] [sig       ] INVH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:00.195700] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INVH.txt
[2025-12-25T20:25:00.195861] [INFO ] [sig       ] [1701/3552] Completed INVH in 0.3s | 2.86 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-25T20:25:00.195902] [INFO ] [sig       ] [1702/3552] Forecasting IONS...
[2025-12-25T20:25:00.195958] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-25T20:25:00.195991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-25T20:25:00.207038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-25T20:25:00.207428] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-25T20:25:00.208230] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-25T20:25:00.208283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:00.208314] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:00.208341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:00.208402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:00.264917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:00.265705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:00.265788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:00.265821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:00.386808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:00.386966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:00.387005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:00.387035] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:00.390466] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-25T20:25:00.390786] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-25T20:25:00.390914] [INFO ] [sig       ] IONS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:00.611187] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IONS.txt
[2025-12-25T20:25:00.611367] [INFO ] [sig       ] [1702/3552] Completed IONS in 0.4s | 2.86 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-25T20:25:00.611411] [INFO ] [sig       ] [1703/3552] Forecasting IOSP...
[2025-12-25T20:25:00.611450] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-25T20:25:00.611489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-25T20:25:00.623072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-25T20:25:00.623505] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-25T20:25:00.624336] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-25T20:25:00.624389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:00.624422] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:00.624449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:00.624507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:00.681318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:00.682148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:00.682235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:00.682269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:00.805737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:00.805903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:00.805944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:00.805981] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:00.809602] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=50.56%)
[2025-12-25T20:25:00.809909] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-25T20:25:00.810049] [INFO ] [sig       ] IOSP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:00.951197] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IOSP.txt
[2025-12-25T20:25:00.951359] [INFO ] [sig       ] [1703/3552] Completed IOSP in 0.3s | 2.86 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-25T20:25:00.951401] [INFO ] [sig       ] [1704/3552] Forecasting IOVA...
[2025-12-25T20:25:00.951431] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-25T20:25:00.951486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-25T20:25:00.962851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-25T20:25:00.963232] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-25T20:25:00.964010] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-25T20:25:00.964063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:00.964095] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:00.964122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:00.964190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:01.023075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:01.023948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:01.024035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:01.024070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:01.144092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:01.144265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:01.144307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:01.144337] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:01.147927] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: UP (p=60.84%)
[2025-12-25T20:25:01.148262] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-25T20:25:01.148401] [INFO ] [sig       ] IOVA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:01.296477] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IOVA.txt
[2025-12-25T20:25:01.296706] [INFO ] [sig       ] [1704/3552] Completed IOVA in 0.3s | 2.86 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-25T20:25:01.296752] [INFO ] [sig       ] [1705/3552] Forecasting IPGP...
[2025-12-25T20:25:01.296813] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-25T20:25:01.296844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-25T20:25:01.308378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-25T20:25:01.308832] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-25T20:25:01.309803] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-25T20:25:01.309861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:01.309895] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:01.309923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:01.309984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:01.369529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:01.370448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:01.370534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:01.370569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:01.514489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:01.514671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:01.514717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:01.514746] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:01.518470] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-25T20:25:01.518913] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-25T20:25:01.519066] [INFO ] [sig       ] IPGP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:01.686138] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IPGP.txt
[2025-12-25T20:25:01.686298] [INFO ] [sig       ] [1705/3552] Completed IPGP in 0.4s | 2.86 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-25T20:25:01.686340] [INFO ] [sig       ] [1706/3552] Forecasting IPI...
[2025-12-25T20:25:01.686369] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-25T20:25:01.686399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-25T20:25:01.697171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-25T20:25:01.697558] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-25T20:25:01.698344] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-25T20:25:01.698396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:01.698427] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:01.698454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:01.698513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:01.755628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:01.756613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:01.756769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:01.756816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:01.896803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:01.897002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:01.897047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:01.897077] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:01.900830] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=65.92%)
[2025-12-25T20:25:01.901195] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-25T20:25:01.901374] [INFO ] [sig       ] IPI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:02.052209] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IPI.txt
[2025-12-25T20:25:02.052378] [INFO ] [sig       ] [1706/3552] Completed IPI in 0.4s | 2.86 sym/s | Total: 10.0m | ETA: 10.8m
[2025-12-25T20:25:02.052421] [INFO ] [sig       ] [1707/3552] Forecasting IQ...
[2025-12-25T20:25:02.052451] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-25T20:25:02.052481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-25T20:25:02.064108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-25T20:25:02.064505] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-25T20:25:02.065359] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-25T20:25:02.065414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:02.065447] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:02.065473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:02.065532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:02.124428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:02.125376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:02.125480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:02.125514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:02.250512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:02.250695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:02.250739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:02.250768] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:02.254323] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=67.67%)
[2025-12-25T20:25:02.254685] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-25T20:25:02.254830] [INFO ] [sig       ] IQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:02.404214] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IQ.txt
[2025-12-25T20:25:02.404483] [INFO ] [sig       ] [1707/3552] Completed IQ in 0.4s | 2.86 sym/s | Total: 10.0m | ETA: 10.8m
[2025-12-25T20:25:02.404597] [INFO ] [sig       ] [1708/3552] Forecasting IQI...
[2025-12-25T20:25:02.404646] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-25T20:25:02.404689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-25T20:25:02.418095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-25T20:25:02.418543] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-25T20:25:02.419487] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-25T20:25:02.419543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:02.419598] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:02.419633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:02.419693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:02.480530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:02.481476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:02.481570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:02.481626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:02.602708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:02.602877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:02.602918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:02.602947] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:02.606515] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=73.99%)
[2025-12-25T20:25:02.606910] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-25T20:25:02.607060] [INFO ] [sig       ] IQI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:02.753724] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IQI.txt
[2025-12-25T20:25:02.753902] [INFO ] [sig       ] [1708/3552] Completed IQI in 0.3s | 2.86 sym/s | Total: 10.0m | ETA: 10.8m
[2025-12-25T20:25:02.753946] [INFO ] [sig       ] [1709/3552] Forecasting IQQQ...
[2025-12-25T20:25:02.753985] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-25T20:25:02.754029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-25T20:25:02.765188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-25T20:25:02.765637] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-25T20:25:02.766449] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-25T20:25:02.766503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:02.766537] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:02.766564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:02.766645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:02.828399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:02.829371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:02.829490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:02.829539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:02.953086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:02.953243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:02.953285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:02.953315] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:02.957062] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=41.98%)
[2025-12-25T20:25:02.957441] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-25T20:25:02.957614] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:03.098822] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IQQQ.txt
[2025-12-25T20:25:03.098984] [INFO ] [sig       ] [1709/3552] Completed IQQQ in 0.3s | 2.86 sym/s | Total: 10.0m | ETA: 10.8m
[2025-12-25T20:25:03.099025] [INFO ] [sig       ] [1710/3552] Forecasting IRDM...
[2025-12-25T20:25:03.099055] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-25T20:25:03.099084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-25T20:25:03.110362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-25T20:25:03.110735] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-25T20:25:03.111520] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-25T20:25:03.111594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:03.111645] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:03.111673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:03.111731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:03.167735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:03.168434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:03.168517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:03.168549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:03.288851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:03.289008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:03.289049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:03.289078] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:03.292519] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=84.63%)
[2025-12-25T20:25:03.292817] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-25T20:25:03.292945] [INFO ] [sig       ] IRDM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:03.439249] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IRDM.txt
[2025-12-25T20:25:03.439418] [INFO ] [sig       ] [1710/3552] Completed IRDM in 0.3s | 2.86 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-25T20:25:03.439460] [INFO ] [sig       ] [1711/3552] Forecasting IREN...
[2025-12-25T20:25:03.439490] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-25T20:25:03.439520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-25T20:25:03.450459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-25T20:25:03.450867] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-25T20:25:03.451712] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-25T20:25:03.451767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:03.451799] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:03.451826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:03.451883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:03.511875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:03.512733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:03.512817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:03.512850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:03.641165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:03.641343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:03.641383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:03.641411] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:03.645028] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: DOWN (p=36.53%)
[2025-12-25T20:25:03.645398] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-25T20:25:03.645547] [INFO ] [sig       ] IREN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:03.805681] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IREN.txt
[2025-12-25T20:25:03.805862] [INFO ] [sig       ] [1711/3552] Completed IREN in 0.4s | 2.86 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-25T20:25:03.805907] [INFO ] [sig       ] [1712/3552] Forecasting IRM...
[2025-12-25T20:25:03.805937] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-25T20:25:03.805968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-25T20:25:03.817197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-25T20:25:03.817639] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-25T20:25:03.818524] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-25T20:25:03.818597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:03.818633] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:03.818661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:03.818720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:03.877941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:03.878856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:03.878954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:03.878989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:04.006098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:04.006250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:04.006290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:04.006318] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:04.009927] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-25T20:25:04.010324] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-25T20:25:04.010473] [INFO ] [sig       ] IRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:04.155826] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IRM.txt
[2025-12-25T20:25:04.155999] [INFO ] [sig       ] [1712/3552] Completed IRM in 0.4s | 2.86 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-25T20:25:04.156048] [INFO ] [sig       ] [1713/3552] Forecasting IRMD...
[2025-12-25T20:25:04.156087] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-25T20:25:04.156123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-25T20:25:04.167317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-25T20:25:04.167745] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-25T20:25:04.168556] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-25T20:25:04.168627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:04.168689] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:04.168718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:04.168776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:04.228175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:04.229120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:04.229235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:04.229271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:04.360593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:04.360766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:04.360823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:04.360869] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:04.364351] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-12-25T20:25:04.364678] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-25T20:25:04.364811] [INFO ] [sig       ] IRMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:04.515392] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IRMD.txt
[2025-12-25T20:25:04.515594] [INFO ] [sig       ] [1713/3552] Completed IRMD in 0.4s | 2.86 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-25T20:25:04.515650] [INFO ] [sig       ] [1714/3552] Forecasting IRON...
[2025-12-25T20:25:04.515682] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-25T20:25:04.515712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-25T20:25:04.527721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-25T20:25:04.528170] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-25T20:25:04.529031] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-25T20:25:04.529086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:04.529120] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:04.529182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:04.529264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:04.591045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:04.591952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:04.592040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:04.592073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:04.718900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:04.719062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:04.719103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:04.719132] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:04.722622] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-12-25T20:25:04.722906] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-25T20:25:04.723028] [INFO ] [sig       ] IRON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:04.867095] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IRON.txt
[2025-12-25T20:25:04.867264] [INFO ] [sig       ] [1714/3552] Completed IRON in 0.4s | 2.86 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-25T20:25:04.867308] [INFO ] [sig       ] [1715/3552] Forecasting IRTC...
[2025-12-25T20:25:04.867338] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-25T20:25:04.867368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-25T20:25:04.878431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-25T20:25:04.878789] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-25T20:25:04.879677] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-25T20:25:04.879740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:04.879781] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:04.879818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:04.879894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:04.936855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:04.937764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:04.937852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:04.937886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:05.063834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:05.063993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:05.064034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:05.064062] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:05.067837] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-25T20:25:05.068129] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-25T20:25:05.068280] [INFO ] [sig       ] IRTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:05.206824] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IRTC.txt
[2025-12-25T20:25:05.206968] [INFO ] [sig       ] [1715/3552] Completed IRTC in 0.3s | 2.86 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-25T20:25:05.207009] [INFO ] [sig       ] [1716/3552] Forecasting IRWD...
[2025-12-25T20:25:05.207039] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-25T20:25:05.207069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-25T20:25:05.217825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-25T20:25:05.218162] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-25T20:25:05.218957] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-25T20:25:05.219010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:05.219042] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:05.219067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:05.219124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:05.275524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:05.276254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:05.276338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:05.276371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:05.397150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:05.397304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:05.397344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:05.397405] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:05.400831] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=5.36%)
[2025-12-25T20:25:05.401118] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-25T20:25:05.401245] [INFO ] [sig       ] IRWD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:05.544327] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IRWD.txt
[2025-12-25T20:25:05.544477] [INFO ] [sig       ] [1716/3552] Completed IRWD in 0.3s | 2.86 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-25T20:25:05.544517] [INFO ] [sig       ] [1717/3552] Forecasting ISD...
[2025-12-25T20:25:05.544547] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-25T20:25:05.544595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-25T20:25:05.555959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-25T20:25:05.556305] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-25T20:25:05.557117] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-25T20:25:05.557180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:05.557221] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:05.557251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:05.557311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:05.613673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:05.614366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:05.614464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:05.614500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:05.733151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:05.733310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:05.733388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:05.733420] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:05.736805] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=59.35%)
[2025-12-25T20:25:05.737094] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-25T20:25:05.737224] [INFO ] [sig       ] ISD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:05.875876] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ISD.txt
[2025-12-25T20:25:05.876020] [INFO ] [sig       ] [1717/3552] Completed ISD in 0.3s | 2.86 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-25T20:25:05.876059] [INFO ] [sig       ] [1718/3552] Forecasting ISRG...
[2025-12-25T20:25:05.876089] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-25T20:25:05.876118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-25T20:25:05.887055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-25T20:25:05.887456] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-25T20:25:05.888247] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-25T20:25:05.888300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:05.888333] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:05.888359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:05.888417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:05.945013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:05.945911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:05.945997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:05.946029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:06.062907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:06.063048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:06.063086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:06.063115] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:06.066403] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: UP (p=65.79%)
[2025-12-25T20:25:06.066693] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-25T20:25:06.066815] [INFO ] [sig       ] ISRG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:06.203902] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ISRG.txt
[2025-12-25T20:25:06.204024] [INFO ] [sig       ] [1718/3552] Completed ISRG in 0.3s | 2.86 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-25T20:25:06.204063] [INFO ] [sig       ] [1719/3552] Forecasting ISSC...
[2025-12-25T20:25:06.204092] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-25T20:25:06.204121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-25T20:25:06.215846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-25T20:25:06.216276] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-25T20:25:06.217129] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-25T20:25:06.217184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:06.217218] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:06.217245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:06.217308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:06.274410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:06.275341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:06.275430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:06.275463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:06.396055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:06.396207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:06.396248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:06.396277] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:06.399662] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-25T20:25:06.399938] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-25T20:25:06.400058] [INFO ] [sig       ] ISSC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:06.541998] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ISSC.txt
[2025-12-25T20:25:06.542155] [INFO ] [sig       ] [1719/3552] Completed ISSC in 0.3s | 2.86 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-25T20:25:06.542195] [INFO ] [sig       ] [1720/3552] Forecasting ISTB...
[2025-12-25T20:25:06.542225] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-25T20:25:06.542254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-25T20:25:06.553422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-25T20:25:06.553748] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-25T20:25:06.554501] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-25T20:25:06.554553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:06.554604] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:06.554633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:06.554691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:06.610799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:06.611401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:06.611479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:06.611510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:06.728365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:06.728511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:06.728549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:06.728595] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:06.731914] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: DOWN (p=11.07%)
[2025-12-25T20:25:06.732188] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-25T20:25:06.732314] [INFO ] [sig       ] ISTB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:06.869718] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ISTB.txt
[2025-12-25T20:25:06.869873] [INFO ] [sig       ] [1720/3552] Completed ISTB in 0.3s | 2.86 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-25T20:25:06.869912] [INFO ] [sig       ] [1721/3552] Forecasting ITIC...
[2025-12-25T20:25:06.869942] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-25T20:25:06.869973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-25T20:25:06.881130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-25T20:25:06.881554] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-25T20:25:06.882362] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-25T20:25:06.882415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:06.882463] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:06.882491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:06.882549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:06.939086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:06.939999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:06.940087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:06.940120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:07.043916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:07.044064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:07.044103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:07.044131] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:07.047607] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2025-12-25T20:25:07.047897] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-25T20:25:07.048027] [INFO ] [sig       ] ITIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:07.188588] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ITIC.txt
[2025-12-25T20:25:07.188734] [INFO ] [sig       ] [1721/3552] Completed ITIC in 0.3s | 2.86 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-25T20:25:07.188774] [INFO ] [sig       ] [1722/3552] Forecasting ITRI...
[2025-12-25T20:25:07.188804] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-25T20:25:07.188833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-25T20:25:07.200087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-25T20:25:07.200417] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-25T20:25:07.201235] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-25T20:25:07.201288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:07.201320] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:07.201348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:07.201407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:07.259266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:07.260165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:07.260252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:07.260285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:07.383719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:07.383871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:07.383911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:07.383941] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:07.387261] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: DOWN (p=14.73%)
[2025-12-25T20:25:07.387534] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-25T20:25:07.387673] [INFO ] [sig       ] ITRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:07.525865] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ITRI.txt
[2025-12-25T20:25:07.526000] [INFO ] [sig       ] [1722/3552] Completed ITRI in 0.3s | 2.86 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-25T20:25:07.526042] [INFO ] [sig       ] [1723/3552] Forecasting ITRN...
[2025-12-25T20:25:07.526072] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-25T20:25:07.526101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-25T20:25:07.536539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-25T20:25:07.536888] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-25T20:25:07.537657] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-25T20:25:07.537708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:07.537739] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:07.537767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:07.537825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:07.594870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:07.595613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:07.595743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:07.595778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:07.719960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:07.720139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:07.720207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:07.720240] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:07.723964] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-12-25T20:25:07.724285] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-25T20:25:07.724433] [INFO ] [sig       ] ITRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:07.862221] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ITRN.txt
[2025-12-25T20:25:07.862381] [INFO ] [sig       ] [1723/3552] Completed ITRN in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.7m
[2025-12-25T20:25:07.862421] [INFO ] [sig       ] [1724/3552] Forecasting ITUB...
[2025-12-25T20:25:07.862457] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-25T20:25:07.862487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-25T20:25:07.874624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-25T20:25:07.874976] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-25T20:25:07.875876] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-25T20:25:07.875930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:07.875962] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:07.875988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:07.876047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:07.932433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:07.933246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:07.933329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:07.933362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:08.055812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:08.055971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:08.056011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:08.056040] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:08.060220] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=47.75%)
[2025-12-25T20:25:08.060833] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-25T20:25:08.061048] [INFO ] [sig       ] ITUB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:08.201935] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ITUB.txt
[2025-12-25T20:25:08.202108] [INFO ] [sig       ] [1724/3552] Completed ITUB in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.7m
[2025-12-25T20:25:08.202149] [INFO ] [sig       ] [1725/3552] Forecasting IUS...
[2025-12-25T20:25:08.202187] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-25T20:25:08.202247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-25T20:25:08.213239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-25T20:25:08.213660] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-25T20:25:08.214467] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-25T20:25:08.214528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:08.214607] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:08.214643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:08.214704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:08.276071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:08.276941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:08.277035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:08.277068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:08.414087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:08.414250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:08.414293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:08.414324] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:08.417860] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-12-25T20:25:08.418207] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-25T20:25:08.418353] [INFO ] [sig       ] IUS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:08.558068] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IUS.txt
[2025-12-25T20:25:08.558205] [INFO ] [sig       ] [1725/3552] Completed IUS in 0.4s | 2.86 sym/s | Total: 10.1m | ETA: 10.7m
[2025-12-25T20:25:08.558244] [INFO ] [sig       ] [1726/3552] Forecasting IUSB...
[2025-12-25T20:25:08.558274] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-25T20:25:08.558303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-25T20:25:08.570050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-25T20:25:08.570367] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-25T20:25:08.571152] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-25T20:25:08.571205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:08.571237] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:08.571264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:08.571323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:08.628087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:08.628785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:08.628864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:08.628896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:08.750035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:08.750192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:08.750233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:08.750263] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:08.753771] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=69.08%)
[2025-12-25T20:25:08.754101] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-25T20:25:08.754244] [INFO ] [sig       ] IUSB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:08.894369] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IUSB.txt
[2025-12-25T20:25:08.894536] [INFO ] [sig       ] [1726/3552] Completed IUSB in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.7m
[2025-12-25T20:25:08.894593] [INFO ] [sig       ] [1727/3552] Forecasting IUSG...
[2025-12-25T20:25:08.894626] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-25T20:25:08.894656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-25T20:25:08.905413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-25T20:25:08.905743] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-25T20:25:08.906518] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-25T20:25:08.906589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:08.906625] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:08.906652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:08.906710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:08.965468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:08.966473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:08.966560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:08.966614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:09.091989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:09.092294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:09.092340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:09.092369] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:09.095913] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=56.31%)
[2025-12-25T20:25:09.096202] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-25T20:25:09.096327] [INFO ] [sig       ] IUSG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:09.253693] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IUSG.txt
[2025-12-25T20:25:09.253856] [INFO ] [sig       ] [1727/3552] Completed IUSG in 0.4s | 2.86 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-25T20:25:09.253896] [INFO ] [sig       ] [1728/3552] Forecasting IVAL...
[2025-12-25T20:25:09.253926] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-25T20:25:09.253955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-25T20:25:09.265634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-25T20:25:09.266084] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-25T20:25:09.267030] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-25T20:25:09.267095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:09.267141] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:09.267182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:09.267269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:09.325426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:09.326206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:09.326290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:09.326324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:09.438367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:09.438523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:09.438565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:09.438644] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:09.442148] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-12-25T20:25:09.442449] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-25T20:25:09.442601] [INFO ] [sig       ] IVAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:09.592446] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IVAL.txt
[2025-12-25T20:25:09.592631] [INFO ] [sig       ] [1728/3552] Completed IVAL in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-25T20:25:09.592680] [INFO ] [sig       ] [1729/3552] Forecasting IVZ...
[2025-12-25T20:25:09.592746] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-25T20:25:09.592783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-25T20:25:09.603549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-25T20:25:09.603888] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-25T20:25:09.604697] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-25T20:25:09.604750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:09.604783] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:09.604810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:09.604867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:09.660891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:09.661774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:09.661851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:09.661884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:09.784761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:09.784933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:09.784975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:09.785004] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:09.788492] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-12-25T20:25:09.788963] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-25T20:25:09.789085] [INFO ] [sig       ] IVZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:09.931937] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IVZ.txt
[2025-12-25T20:25:09.932137] [INFO ] [sig       ] [1729/3552] Completed IVZ in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-25T20:25:09.932184] [INFO ] [sig       ] [1730/3552] Forecasting IX...
[2025-12-25T20:25:09.932215] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-25T20:25:09.932250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-25T20:25:09.942862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-25T20:25:09.943231] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-25T20:25:09.944020] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-25T20:25:09.944072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:09.944133] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:09.944162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:09.944220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:10.000660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:10.001480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:10.001561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:10.001630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:10.125992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:10.126147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:10.126186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:10.126215] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:10.129562] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=43.57%)
[2025-12-25T20:25:10.129856] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-25T20:25:10.129980] [INFO ] [sig       ] IX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:10.268662] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IX.txt
[2025-12-25T20:25:10.268847] [INFO ] [sig       ] [1730/3552] Completed IX in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-25T20:25:10.268894] [INFO ] [sig       ] [1731/3552] Forecasting IXUS...
[2025-12-25T20:25:10.268925] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-25T20:25:10.268960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-25T20:25:10.279452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-25T20:25:10.279866] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-25T20:25:10.280677] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-25T20:25:10.280728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:10.280759] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:10.280786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:10.280843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:10.337045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:10.337847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:10.337926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:10.337958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:10.457077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:10.457221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:10.457262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:10.457290] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:10.460788] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-25T20:25:10.461058] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-25T20:25:10.461179] [INFO ] [sig       ] IXUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:10.599215] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IXUS.txt
[2025-12-25T20:25:10.599384] [INFO ] [sig       ] [1731/3552] Completed IXUS in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-25T20:25:10.599430] [INFO ] [sig       ] [1732/3552] Forecasting IZEA...
[2025-12-25T20:25:10.599460] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-25T20:25:10.599490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-25T20:25:10.609661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-25T20:25:10.609987] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-25T20:25:10.610768] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-25T20:25:10.610819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:10.610851] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:10.610893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:10.610952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:10.670291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:10.671105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:10.671192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:10.671226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:10.785981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:10.786133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:10.786171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:10.786199] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:10.789565] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: DOWN (p=39.26%)
[2025-12-25T20:25:10.789849] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-25T20:25:10.789969] [INFO ] [sig       ] IZEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:10.933260] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IZEA.txt
[2025-12-25T20:25:10.933450] [INFO ] [sig       ] [1732/3552] Completed IZEA in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-25T20:25:10.933497] [INFO ] [sig       ] [1733/3552] Forecasting J...
[2025-12-25T20:25:10.933530] [INFO ] [sig       ] Generating forecast for: J
[2025-12-25T20:25:10.933567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-25T20:25:10.945636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-25T20:25:10.945978] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-25T20:25:10.946788] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-25T20:25:10.946849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:10.946884] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:10.946912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:10.946972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:11.005682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:11.006530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:11.006640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:11.006676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:11.127316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:11.127476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:11.127515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:11.127603] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:11.131018] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-12-25T20:25:11.131304] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-25T20:25:11.131441] [INFO ] [sig       ] J: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:11.270331] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/J.txt
[2025-12-25T20:25:11.270495] [INFO ] [sig       ] [1733/3552] Completed J in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-25T20:25:11.270540] [INFO ] [sig       ] [1734/3552] Forecasting JACK...
[2025-12-25T20:25:11.270589] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-25T20:25:11.270657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-25T20:25:11.281029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-25T20:25:11.281352] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-25T20:25:11.282136] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-25T20:25:11.282188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:11.282220] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:11.282247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:11.282305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:11.338532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:11.339174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:11.339249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:11.339280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:11.462466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:11.462639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:11.462684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:11.462712] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:11.466087] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=55.56%)
[2025-12-25T20:25:11.466357] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-25T20:25:11.466483] [INFO ] [sig       ] JACK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:11.608784] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JACK.txt
[2025-12-25T20:25:11.608950] [INFO ] [sig       ] [1734/3552] Completed JACK in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-25T20:25:11.608989] [INFO ] [sig       ] [1735/3552] Forecasting JAGX...
[2025-12-25T20:25:11.609018] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-25T20:25:11.609049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-25T20:25:11.620922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-25T20:25:11.621320] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-25T20:25:11.622134] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-25T20:25:11.622187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:11.622218] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:11.622245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:11.622303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:11.679228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:11.680014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:11.680092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:11.680124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:11.796911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:11.797054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:11.797094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:11.797123] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:11.800528] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: DOWN (p=17.68%)
[2025-12-25T20:25:11.800854] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-25T20:25:11.800983] [INFO ] [sig       ] JAGX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:11.937853] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JAGX.txt
[2025-12-25T20:25:11.937975] [INFO ] [sig       ] [1735/3552] Completed JAGX in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-25T20:25:11.938017] [INFO ] [sig       ] [1736/3552] Forecasting JAKK...
[2025-12-25T20:25:11.938046] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-25T20:25:11.938083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-25T20:25:11.948996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-25T20:25:11.949318] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-25T20:25:11.950210] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-25T20:25:11.950274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:11.950318] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:11.950348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:11.950406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:12.009200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:12.010080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:12.010169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:12.010203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:12.135925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:12.136074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:12.136114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:12.136141] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:12.139474] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=25.36%)
[2025-12-25T20:25:12.139772] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-25T20:25:12.139898] [INFO ] [sig       ] JAKK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:12.279249] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JAKK.txt
[2025-12-25T20:25:12.279385] [INFO ] [sig       ] [1736/3552] Completed JAKK in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-25T20:25:12.279423] [INFO ] [sig       ] [1737/3552] Forecasting JAMF...
[2025-12-25T20:25:12.279453] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-25T20:25:12.279491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-25T20:25:12.290134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-25T20:25:12.290449] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-25T20:25:12.291223] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-25T20:25:12.291275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:12.291307] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:12.291334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:12.291396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:12.347626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:12.348237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:12.348312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:12.348344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:12.465004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:12.465158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:12.465199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:12.465228] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:12.468614] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=15.48%)
[2025-12-25T20:25:12.468901] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-25T20:25:12.469034] [INFO ] [sig       ] JAMF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:12.610592] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JAMF.txt
[2025-12-25T20:25:12.610742] [INFO ] [sig       ] [1737/3552] Completed JAMF in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-25T20:25:12.610789] [INFO ] [sig       ] [1738/3552] Forecasting JANX...
[2025-12-25T20:25:12.610820] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-25T20:25:12.610852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-25T20:25:12.621936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-25T20:25:12.622282] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-25T20:25:12.623055] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-25T20:25:12.623107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:12.623138] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:12.623165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:12.623223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:12.682463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:12.683217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:12.683300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:12.683333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:12.804877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:12.805027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:12.805067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:12.805097] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:12.808470] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=24.81%)
[2025-12-25T20:25:12.808764] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-25T20:25:12.808889] [INFO ] [sig       ] JANX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:12.945929] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JANX.txt
[2025-12-25T20:25:12.946065] [INFO ] [sig       ] [1738/3552] Completed JANX in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-25T20:25:12.946104] [INFO ] [sig       ] [1739/3552] Forecasting JAZZ...
[2025-12-25T20:25:12.946134] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-25T20:25:12.946167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-25T20:25:12.956801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-25T20:25:12.957117] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-25T20:25:12.957880] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-25T20:25:12.957932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:12.957963] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:12.957990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:12.958047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:13.014309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:13.015172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:13.015257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:13.015289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:13.137664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:13.137821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:13.137861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:13.137893] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:13.141461] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=19.56%)
[2025-12-25T20:25:13.141781] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-25T20:25:13.141912] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:13.288909] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JAZZ.txt
[2025-12-25T20:25:13.289085] [INFO ] [sig       ] [1739/3552] Completed JAZZ in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-25T20:25:13.289129] [INFO ] [sig       ] [1740/3552] Forecasting JBGS...
[2025-12-25T20:25:13.289180] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-25T20:25:13.289211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-25T20:25:13.300706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-25T20:25:13.301103] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-25T20:25:13.301916] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-25T20:25:13.301969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:13.302001] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:13.302028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:13.302086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:13.358590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:13.359446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:13.359602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:13.359639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:13.481635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:13.481792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:13.481834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:13.481862] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:13.485261] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=46.26%)
[2025-12-25T20:25:13.485541] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-25T20:25:13.485685] [INFO ] [sig       ] JBGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:13.629758] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JBGS.txt
[2025-12-25T20:25:13.629926] [INFO ] [sig       ] [1740/3552] Completed JBGS in 0.3s | 2.86 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-25T20:25:13.629966] [INFO ] [sig       ] [1741/3552] Forecasting JBI...
[2025-12-25T20:25:13.629999] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-25T20:25:13.630036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-25T20:25:13.640512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-25T20:25:13.640917] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-25T20:25:13.641704] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-25T20:25:13.641757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:13.641789] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:13.641815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:13.641873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:13.700143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:13.700997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:13.701077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:13.701110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:13.827234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:13.827394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:13.827433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:13.827460] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:13.830892] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=14.64%)
[2025-12-25T20:25:13.831184] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-25T20:25:13.831312] [INFO ] [sig       ] JBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:13.974017] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JBI.txt
[2025-12-25T20:25:13.974181] [INFO ] [sig       ] [1741/3552] Completed JBI in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.6m
[2025-12-25T20:25:13.974230] [INFO ] [sig       ] [1742/3552] Forecasting JBL...
[2025-12-25T20:25:13.974276] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-25T20:25:13.974310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-25T20:25:13.985964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-25T20:25:13.986377] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-25T20:25:13.987217] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-25T20:25:13.987271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:13.987304] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:13.987332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:13.987392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:14.047980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:14.049002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:14.049096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:14.049130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:14.169476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:14.169654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:14.169696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:14.169724] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:14.173280] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-25T20:25:14.173702] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-25T20:25:14.173878] [INFO ] [sig       ] JBL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:14.325328] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JBL.txt
[2025-12-25T20:25:14.325502] [INFO ] [sig       ] [1742/3552] Completed JBL in 0.4s | 2.86 sym/s | Total: 10.2m | ETA: 10.6m
[2025-12-25T20:25:14.325543] [INFO ] [sig       ] [1743/3552] Forecasting JBND...
[2025-12-25T20:25:14.325590] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-25T20:25:14.325623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-25T20:25:14.337069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-25T20:25:14.337503] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-25T20:25:14.338410] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-25T20:25:14.338467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:14.338500] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:14.338530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:14.338625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:14.398037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:14.398955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:14.399053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:14.399087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:14.525810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:14.525979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:14.526026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:14.526057] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:14.529962] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=74.61%)
[2025-12-25T20:25:14.530381] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-25T20:25:14.530531] [INFO ] [sig       ] JBND: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:14.673305] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JBND.txt
[2025-12-25T20:25:14.673499] [INFO ] [sig       ] [1743/3552] Completed JBND in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.6m
[2025-12-25T20:25:14.673541] [INFO ] [sig       ] [1744/3552] Forecasting JBSS...
[2025-12-25T20:25:14.673615] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-25T20:25:14.673650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-25T20:25:14.684806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-25T20:25:14.685209] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-25T20:25:14.686013] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-25T20:25:14.686066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:14.686098] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:14.686125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:14.686181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:14.741851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:14.742723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:14.742805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:14.742837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:14.866633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:14.866818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:14.866865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:14.866895] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:14.870314] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2025-12-25T20:25:14.870608] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-25T20:25:14.870731] [INFO ] [sig       ] JBSS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:15.008700] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JBSS.txt
[2025-12-25T20:25:15.008860] [INFO ] [sig       ] [1744/3552] Completed JBSS in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-25T20:25:15.008902] [INFO ] [sig       ] [1745/3552] Forecasting JCE...
[2025-12-25T20:25:15.008931] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-25T20:25:15.008962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-25T20:25:15.020120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-25T20:25:15.020459] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-25T20:25:15.021249] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-25T20:25:15.021318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:15.021351] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:15.021378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:15.021436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:15.077342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:15.078184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:15.078263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:15.078295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:15.194686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:15.194843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:15.194883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:15.194912] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:15.198191] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=26.03%)
[2025-12-25T20:25:15.198463] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-25T20:25:15.198606] [INFO ] [sig       ] JCE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:15.336428] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JCE.txt
[2025-12-25T20:25:15.336599] [INFO ] [sig       ] [1745/3552] Completed JCE in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-25T20:25:15.336652] [INFO ] [sig       ] [1746/3552] Forecasting JCI...
[2025-12-25T20:25:15.336692] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-25T20:25:15.336722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-25T20:25:15.348215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-25T20:25:15.348597] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-25T20:25:15.349406] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-25T20:25:15.349458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:15.349490] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:15.349517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:15.349602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:15.405266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:15.406126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:15.406208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:15.406239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:15.525597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:15.525746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:15.525785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:15.525814] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:15.529123] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-25T20:25:15.529432] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-25T20:25:15.529555] [INFO ] [sig       ] JCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:15.669539] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JCI.txt
[2025-12-25T20:25:15.669725] [INFO ] [sig       ] [1746/3552] Completed JCI in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-25T20:25:15.669773] [INFO ] [sig       ] [1747/3552] Forecasting JD...
[2025-12-25T20:25:15.669806] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-25T20:25:15.669835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-25T20:25:15.681302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-25T20:25:15.681705] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-25T20:25:15.682461] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-25T20:25:15.682516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:15.682592] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:15.682622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:15.682681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:15.738263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:15.739092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:15.739218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:15.739251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:15.857889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:15.858001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:15.858037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:15.858065] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:15.861229] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=69.57%)
[2025-12-25T20:25:15.861495] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-25T20:25:15.861642] [INFO ] [sig       ] JD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:15.998054] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JD.txt
[2025-12-25T20:25:15.998166] [INFO ] [sig       ] [1747/3552] Completed JD in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-25T20:25:15.998204] [INFO ] [sig       ] [1748/3552] Forecasting JEF...
[2025-12-25T20:25:15.998233] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-25T20:25:15.998262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-25T20:25:16.009190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-25T20:25:16.009478] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-25T20:25:16.010234] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-25T20:25:16.010285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:16.010316] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:16.010342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:16.010404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:16.066587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:16.067164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:16.067240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:16.067273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:16.187447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:16.187543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:16.187595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:16.187626] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:16.190716] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=53.81%)
[2025-12-25T20:25:16.190978] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-25T20:25:16.191097] [INFO ] [sig       ] JEF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:16.331548] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JEF.txt
[2025-12-25T20:25:16.331684] [INFO ] [sig       ] [1748/3552] Completed JEF in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-25T20:25:16.331730] [INFO ] [sig       ] [1749/3552] Forecasting JELD...
[2025-12-25T20:25:16.331761] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-25T20:25:16.331791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-25T20:25:16.342557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-25T20:25:16.342859] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-25T20:25:16.343625] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-25T20:25:16.343676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:16.343708] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:16.343735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:16.343793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:16.411436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:16.412601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:16.412714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:16.412772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:16.542600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:16.542759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:16.542800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:16.542829] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:16.546226] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=18.94%)
[2025-12-25T20:25:16.546528] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-25T20:25:16.546676] [INFO ] [sig       ] JELD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:16.688259] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JELD.txt
[2025-12-25T20:25:16.688426] [INFO ] [sig       ] [1749/3552] Completed JELD in 0.4s | 2.86 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-25T20:25:16.688466] [INFO ] [sig       ] [1750/3552] Forecasting JEPQ...
[2025-12-25T20:25:16.688497] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-25T20:25:16.688530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-25T20:25:16.699527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-25T20:25:16.699954] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-25T20:25:16.700743] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-25T20:25:16.700795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:16.700826] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:16.700852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:16.700910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:16.758215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:16.759084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:16.759189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:16.759223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:16.884451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:16.884630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:16.884670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:16.884759] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:16.888174] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=67.22%)
[2025-12-25T20:25:16.888468] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-25T20:25:16.888635] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:17.027597] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JEPQ.txt
[2025-12-25T20:25:17.027733] [INFO ] [sig       ] [1750/3552] Completed JEPQ in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-25T20:25:17.027772] [INFO ] [sig       ] [1751/3552] Forecasting JFIN...
[2025-12-25T20:25:17.027802] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-25T20:25:17.027832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-25T20:25:17.038702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-25T20:25:17.038980] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-25T20:25:17.039785] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-25T20:25:17.039836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:17.039868] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:17.039895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:17.039952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:17.095172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:17.095793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:17.095869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:17.095901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:17.215469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:17.215601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:17.215638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:17.215667] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:17.218809] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=5.96%)
[2025-12-25T20:25:17.219076] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-25T20:25:17.219215] [INFO ] [sig       ] JFIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:17.356515] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JFIN.txt
[2025-12-25T20:25:17.356687] [INFO ] [sig       ] [1751/3552] Completed JFIN in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-25T20:25:17.356729] [INFO ] [sig       ] [1752/3552] Forecasting JGLO...
[2025-12-25T20:25:17.356760] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-25T20:25:17.356790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-25T20:25:17.368118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-25T20:25:17.368411] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-25T20:25:17.369238] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-25T20:25:17.369291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:17.369323] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:17.369349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:17.369407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:17.425351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:17.425942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:17.426025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:17.426056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:17.541445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:17.541537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:17.541610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:17.541642] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:17.544678] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-25T20:25:17.544936] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-25T20:25:17.545054] [INFO ] [sig       ] JGLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:17.681354] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JGLO.txt
[2025-12-25T20:25:17.681470] [INFO ] [sig       ] [1752/3552] Completed JGLO in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-25T20:25:17.681510] [INFO ] [sig       ] [1753/3552] Forecasting JHG...
[2025-12-25T20:25:17.681538] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-25T20:25:17.681585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-25T20:25:17.692289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-25T20:25:17.692643] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-25T20:25:17.693396] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-25T20:25:17.693447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:17.693478] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:17.693505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:17.693562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:17.750562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:17.751159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:17.751236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:17.751268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:17.873306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:17.873438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:17.873475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:17.873503] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:17.876767] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=89.05%)
[2025-12-25T20:25:17.877035] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-25T20:25:17.877156] [INFO ] [sig       ] JHG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:18.014362] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JHG.txt
[2025-12-25T20:25:18.014496] [INFO ] [sig       ] [1753/3552] Completed JHG in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-25T20:25:18.014534] [INFO ] [sig       ] [1754/3552] Forecasting JHI...
[2025-12-25T20:25:18.014562] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-25T20:25:18.014612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-25T20:25:18.025467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-25T20:25:18.025906] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-25T20:25:18.026729] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-25T20:25:18.026782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:18.026815] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:18.026843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:18.026901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:18.083520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:18.084419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:18.084506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:18.084538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:18.196907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:18.197071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:18.197111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:18.197139] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:18.200620] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=24.23%)
[2025-12-25T20:25:18.200937] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-25T20:25:18.201069] [INFO ] [sig       ] JHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:18.345767] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JHI.txt
[2025-12-25T20:25:18.345936] [INFO ] [sig       ] [1754/3552] Completed JHI in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-25T20:25:18.345977] [INFO ] [sig       ] [1755/3552] Forecasting JHX...
[2025-12-25T20:25:18.346006] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-25T20:25:18.346036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-25T20:25:18.357428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-25T20:25:18.357848] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-25T20:25:18.358641] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-25T20:25:18.358694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:18.358725] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:18.358751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:18.358808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:18.415730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:18.416617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:18.416704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:18.416736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:18.534905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:18.535067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:18.535107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:18.535136] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:18.538563] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-12-25T20:25:18.538885] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-25T20:25:18.539016] [INFO ] [sig       ] JHX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:18.680372] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JHX.txt
[2025-12-25T20:25:18.680540] [INFO ] [sig       ] [1755/3552] Completed JHX in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-25T20:25:18.680603] [INFO ] [sig       ] [1756/3552] Forecasting JILL...
[2025-12-25T20:25:18.680636] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-25T20:25:18.680665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-25T20:25:18.691836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-25T20:25:18.692240] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-25T20:25:18.693035] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-25T20:25:18.693087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:18.693132] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:18.693160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:18.693217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:18.749945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:18.750854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:18.750940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:18.750973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:18.866274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:18.866436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:18.866475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:18.866505] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:18.869902] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-25T20:25:18.870192] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-25T20:25:18.870321] [INFO ] [sig       ] JILL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:19.010677] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JILL.txt
[2025-12-25T20:25:19.010843] [INFO ] [sig       ] [1756/3552] Completed JILL in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-25T20:25:19.010882] [INFO ] [sig       ] [1757/3552] Forecasting JIVE...
[2025-12-25T20:25:19.010913] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-25T20:25:19.010944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-25T20:25:19.022064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-25T20:25:19.022477] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-25T20:25:19.023275] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-25T20:25:19.023327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:19.023358] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:19.023385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:19.023441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:19.079906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:19.080776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:19.080893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:19.080927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:19.208451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:19.208628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:19.208671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:19.208700] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:19.212111] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-25T20:25:19.212389] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-25T20:25:19.212512] [INFO ] [sig       ] JIVE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:19.352661] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JIVE.txt
[2025-12-25T20:25:19.352795] [INFO ] [sig       ] [1757/3552] Completed JIVE in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-25T20:25:19.352834] [INFO ] [sig       ] [1758/3552] Forecasting JJSF...
[2025-12-25T20:25:19.352864] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-25T20:25:19.352913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-25T20:25:19.364642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-25T20:25:19.365075] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-25T20:25:19.365882] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-25T20:25:19.365934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:19.365966] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:19.365992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:19.366050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:19.422887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:19.423798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:19.423887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:19.423920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:19.545074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:19.545236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:19.545276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:19.545304] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:19.548681] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: DOWN (p=47.07%)
[2025-12-25T20:25:19.548974] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-25T20:25:19.549100] [INFO ] [sig       ] JJSF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:19.690392] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JJSF.txt
[2025-12-25T20:25:19.690558] [INFO ] [sig       ] [1758/3552] Completed JJSF in 0.3s | 2.86 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-25T20:25:19.690618] [INFO ] [sig       ] [1759/3552] Forecasting JKHY...
[2025-12-25T20:25:19.690649] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-25T20:25:19.690680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-25T20:25:19.702248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-25T20:25:19.702662] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-25T20:25:19.703437] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-25T20:25:19.703488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:19.703520] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:19.703546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:19.703633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:19.760704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:19.761539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:19.761644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:19.761678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:19.882954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:19.883113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:19.883153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:19.883181] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:19.886528] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: DOWN (p=38.61%)
[2025-12-25T20:25:19.886829] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-25T20:25:19.886957] [INFO ] [sig       ] JKHY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:20.028021] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JKHY.txt
[2025-12-25T20:25:20.028188] [INFO ] [sig       ] [1759/3552] Completed JKHY in 0.3s | 2.86 sym/s | Total: 10.3m | ETA: 10.5m
[2025-12-25T20:25:20.028228] [INFO ] [sig       ] [1760/3552] Forecasting JKS...
[2025-12-25T20:25:20.028267] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-25T20:25:20.028327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-25T20:25:20.039517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-25T20:25:20.039925] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-25T20:25:20.040707] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-25T20:25:20.040759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:20.040791] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:20.040818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:20.040874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:20.098014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:20.099014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:20.099103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:20.099167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:20.222875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:20.223026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:20.223066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:20.223095] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:20.226471] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-12-25T20:25:20.226767] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-25T20:25:20.226891] [INFO ] [sig       ] JKS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:20.375423] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JKS.txt
[2025-12-25T20:25:20.375638] [INFO ] [sig       ] [1760/3552] Completed JKS in 0.3s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:20.375709] [INFO ] [sig       ] [1761/3552] Forecasting JLL...
[2025-12-25T20:25:20.375743] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-25T20:25:20.375774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-25T20:25:20.386839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-25T20:25:20.387208] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-25T20:25:20.387980] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-25T20:25:20.388032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:20.388065] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:20.388092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:20.388150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:20.446456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:20.447135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:20.447216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:20.447250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:20.582141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:20.582291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:20.582331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:20.582361] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:20.585847] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=68.42%)
[2025-12-25T20:25:20.586132] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-25T20:25:20.586254] [INFO ] [sig       ] JLL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:20.727531] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JLL.txt
[2025-12-25T20:25:20.727710] [INFO ] [sig       ] [1761/3552] Completed JLL in 0.4s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:20.727751] [INFO ] [sig       ] [1762/3552] Forecasting JLS...
[2025-12-25T20:25:20.727781] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-25T20:25:20.727810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-25T20:25:20.738802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-25T20:25:20.739105] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-25T20:25:20.739933] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-25T20:25:20.739985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:20.740016] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:20.740041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:20.740097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:20.795903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:20.796515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:20.796608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:20.796642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:20.909727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:20.909884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:20.909929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:20.909959] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:20.913384] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=77.26%)
[2025-12-25T20:25:20.913682] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-25T20:25:20.913807] [INFO ] [sig       ] JLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:21.054272] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JLS.txt
[2025-12-25T20:25:21.054436] [INFO ] [sig       ] [1762/3552] Completed JLS in 0.3s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:21.054484] [INFO ] [sig       ] [1763/3552] Forecasting JMIA...
[2025-12-25T20:25:21.054515] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-25T20:25:21.054547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-25T20:25:21.065775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-25T20:25:21.066168] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-25T20:25:21.067179] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-25T20:25:21.067241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:21.067285] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:21.067323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:21.067409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:21.125395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:21.126216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:21.126297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:21.126329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:21.252682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:21.252843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:21.252885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:21.252932] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:21.256355] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=76.13%)
[2025-12-25T20:25:21.256656] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-25T20:25:21.256783] [INFO ] [sig       ] JMIA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:21.393696] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JMIA.txt
[2025-12-25T20:25:21.393820] [INFO ] [sig       ] [1763/3552] Completed JMIA in 0.3s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:21.393858] [INFO ] [sig       ] [1764/3552] Forecasting JMSB...
[2025-12-25T20:25:21.393887] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-25T20:25:21.393915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-25T20:25:21.404880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-25T20:25:21.405194] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-25T20:25:21.405978] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-25T20:25:21.406029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:21.406089] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:21.406117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:21.406174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:21.464278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:21.465069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:21.465150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:21.465184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:21.570303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:21.570458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:21.570498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:21.570526] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:21.573853] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-12-25T20:25:21.574122] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-25T20:25:21.574242] [INFO ] [sig       ] JMSB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:21.713654] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JMSB.txt
[2025-12-25T20:25:21.713790] [INFO ] [sig       ] [1764/3552] Completed JMSB in 0.3s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:21.713829] [INFO ] [sig       ] [1765/3552] Forecasting JNJ...
[2025-12-25T20:25:21.713859] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-25T20:25:21.713888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-25T20:25:21.724873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-25T20:25:21.725194] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-25T20:25:21.726206] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-25T20:25:21.726258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:21.726289] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:21.726317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:21.726374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:21.783445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:21.784352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:21.784435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:21.784507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:21.908699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:21.908855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:21.908897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:21.908925] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:21.912261] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=23.55%)
[2025-12-25T20:25:21.912535] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-25T20:25:21.912684] [INFO ] [sig       ] JNJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:22.056086] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JNJ.txt
[2025-12-25T20:25:22.056263] [INFO ] [sig       ] [1765/3552] Completed JNJ in 0.3s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:22.056333] [INFO ] [sig       ] [1766/3552] Forecasting JOBY...
[2025-12-25T20:25:22.056368] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-25T20:25:22.056398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-25T20:25:22.070277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-25T20:25:22.070718] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-25T20:25:22.071770] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-25T20:25:22.071838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:22.071883] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:22.071921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:22.072005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:22.134396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:22.135279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:22.135373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:22.135407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:22.255719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:22.255877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:22.255918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:22.255946] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:22.259311] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=19.11%)
[2025-12-25T20:25:22.259609] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-25T20:25:22.259736] [INFO ] [sig       ] JOBY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:22.399845] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JOBY.txt
[2025-12-25T20:25:22.400013] [INFO ] [sig       ] [1766/3552] Completed JOBY in 0.3s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:22.400055] [INFO ] [sig       ] [1767/3552] Forecasting JOE...
[2025-12-25T20:25:22.400088] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-25T20:25:22.400146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-25T20:25:22.411250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-25T20:25:22.411661] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-25T20:25:22.412428] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-25T20:25:22.412481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:22.412514] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:22.412558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:22.412637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:22.469071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:22.469969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:22.470056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:22.470089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:22.592900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:22.593050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:22.593091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:22.593164] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:22.596481] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2025-12-25T20:25:22.596778] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-25T20:25:22.596901] [INFO ] [sig       ] JOE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:22.735112] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JOE.txt
[2025-12-25T20:25:22.735237] [INFO ] [sig       ] [1767/3552] Completed JOE in 0.3s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:22.735276] [INFO ] [sig       ] [1768/3552] Forecasting JOF...
[2025-12-25T20:25:22.735311] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-25T20:25:22.735341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-25T20:25:22.745656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-25T20:25:22.745948] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-25T20:25:22.746735] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-25T20:25:22.746797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:22.746831] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:22.746858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:22.746915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:22.802606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:22.803215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:22.803290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:22.803322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:22.920210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:22.920355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:22.920394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:22.920422] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:22.923761] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-12-25T20:25:22.924031] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-25T20:25:22.924150] [INFO ] [sig       ] JOF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:23.062801] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JOF.txt
[2025-12-25T20:25:23.062956] [INFO ] [sig       ] [1768/3552] Completed JOF in 0.3s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:23.062995] [INFO ] [sig       ] [1769/3552] Forecasting JPC...
[2025-12-25T20:25:23.063026] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-25T20:25:23.063061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-25T20:25:23.073837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-25T20:25:23.074170] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-25T20:25:23.074987] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-25T20:25:23.075040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:23.075073] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:23.075100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:23.075160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:23.131821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:23.132528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:23.132624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:23.132659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:23.249225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:23.249398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:23.249439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:23.249475] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:23.253024] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=68.29%)
[2025-12-25T20:25:23.253339] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-25T20:25:23.253474] [INFO ] [sig       ] JPC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:23.393255] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JPC.txt
[2025-12-25T20:25:23.393415] [INFO ] [sig       ] [1769/3552] Completed JPC in 0.3s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:23.393455] [INFO ] [sig       ] [1770/3552] Forecasting JPEF...
[2025-12-25T20:25:23.393486] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-25T20:25:23.393520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-25T20:25:23.404147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-25T20:25:23.404547] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-25T20:25:23.405361] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-25T20:25:23.405413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:23.405445] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:23.405471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:23.405529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:23.462302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:23.463143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:23.463227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:23.463259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:23.582087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:23.582246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:23.582285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:23.582313] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:23.585671] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=15.21%)
[2025-12-25T20:25:23.585947] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-25T20:25:23.586071] [INFO ] [sig       ] JPEF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:23.724469] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JPEF.txt
[2025-12-25T20:25:23.724618] [INFO ] [sig       ] [1770/3552] Completed JPEF in 0.3s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:23.724660] [INFO ] [sig       ] [1771/3552] Forecasting JPM...
[2025-12-25T20:25:23.724692] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-25T20:25:23.724754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-25T20:25:23.734996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-25T20:25:23.735293] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-25T20:25:23.736056] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-25T20:25:23.736108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:23.736140] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:23.736166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:23.736223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:23.794084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:23.794944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:23.795030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:23.795065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:23.924369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:23.924528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:23.924587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:23.924618] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:23.927975] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=33.55%)
[2025-12-25T20:25:23.928246] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-25T20:25:23.928367] [INFO ] [sig       ] JPM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:24.070239] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JPM.txt
[2025-12-25T20:25:24.070411] [INFO ] [sig       ] [1771/3552] Completed JPM in 0.3s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:24.070452] [INFO ] [sig       ] [1772/3552] Forecasting JQC...
[2025-12-25T20:25:24.070482] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-25T20:25:24.070512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-25T20:25:24.081594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-25T20:25:24.081966] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-25T20:25:24.082750] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-25T20:25:24.082802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:24.082834] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:24.082863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:24.082921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:24.139346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:24.140211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:24.140294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:24.140327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:24.264472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:24.264638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:24.264683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:24.264712] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:24.268135] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=47.94%)
[2025-12-25T20:25:24.268413] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-25T20:25:24.268541] [INFO ] [sig       ] JQC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:24.406551] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JQC.txt
[2025-12-25T20:25:24.406707] [INFO ] [sig       ] [1772/3552] Completed JQC in 0.3s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:24.406748] [INFO ] [sig       ] [1773/3552] Forecasting JRI...
[2025-12-25T20:25:24.406778] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-25T20:25:24.406807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-25T20:25:24.417590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-25T20:25:24.417896] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-25T20:25:24.418650] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-25T20:25:24.418701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:24.418732] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:24.418758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:24.418814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:24.474345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:24.474980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:24.475058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:24.475090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:24.593834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:24.593995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:24.594054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:24.594098] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:24.597742] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-25T20:25:24.598039] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-25T20:25:24.598171] [INFO ] [sig       ] JRI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:24.748166] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JRI.txt
[2025-12-25T20:25:24.748344] [INFO ] [sig       ] [1773/3552] Completed JRI in 0.3s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:24.748385] [INFO ] [sig       ] [1774/3552] Forecasting JRS...
[2025-12-25T20:25:24.748415] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-25T20:25:24.748444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-25T20:25:24.759965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-25T20:25:24.760404] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-25T20:25:24.761267] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-25T20:25:24.761324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:24.761356] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:24.761386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:24.761445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:24.820530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:24.821471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:24.821664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:24.821707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:24.945498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:24.945674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:24.945720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:24.945750] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:24.949528] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=50.71%)
[2025-12-25T20:25:24.949909] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-25T20:25:24.950060] [INFO ] [sig       ] JRS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:25.099197] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JRS.txt
[2025-12-25T20:25:25.099372] [INFO ] [sig       ] [1774/3552] Completed JRS in 0.4s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:25.099416] [INFO ] [sig       ] [1775/3552] Forecasting JSM...
[2025-12-25T20:25:25.099448] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-25T20:25:25.099479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-25T20:25:25.110429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-25T20:25:25.110819] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-25T20:25:25.111601] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-25T20:25:25.111654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:25.111686] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:25.111712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:25.111770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:25.168082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:25.168798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:25.168880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:25.168913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:25.283226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:25.283379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:25.283418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:25.283448] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:25.286861] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=83.22%)
[2025-12-25T20:25:25.287145] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-25T20:25:25.287270] [INFO ] [sig       ] JSM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:25.428987] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JSM.txt
[2025-12-25T20:25:25.429163] [INFO ] [sig       ] [1775/3552] Completed JSM in 0.3s | 2.86 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-25T20:25:25.429210] [INFO ] [sig       ] [1776/3552] Forecasting JSMD...
[2025-12-25T20:25:25.429239] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-25T20:25:25.429269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-25T20:25:25.440154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-25T20:25:25.440565] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-25T20:25:25.441412] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-25T20:25:25.441465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:25.441496] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:25.441522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:25.441600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:25.498031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:25.498915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:25.498999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:25.499033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:25.624680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:25.624854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:25.624895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:25.624923] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:25.628300] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-12-25T20:25:25.628607] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-25T20:25:25.628737] [INFO ] [sig       ] JSMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:25.768936] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JSMD.txt
[2025-12-25T20:25:25.769103] [INFO ] [sig       ] [1776/3552] Completed JSMD in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.4m
[2025-12-25T20:25:25.769173] [INFO ] [sig       ] [1777/3552] Forecasting JSML...
[2025-12-25T20:25:25.769207] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-25T20:25:25.769239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-25T20:25:25.780060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-25T20:25:25.780450] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-25T20:25:25.781225] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-25T20:25:25.781278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:25.781309] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:25.781336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:25.781394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:25.838180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:25.839075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:25.839188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:25.839223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:25.955885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:25.956039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:25.956079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:25.956109] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:25.959458] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=64.40%)
[2025-12-25T20:25:25.959761] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-25T20:25:25.959885] [INFO ] [sig       ] JSML: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:26.098937] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JSML.txt
[2025-12-25T20:25:26.099130] [INFO ] [sig       ] [1777/3552] Completed JSML in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:26.099186] [INFO ] [sig       ] [1778/3552] Forecasting JTEK...
[2025-12-25T20:25:26.099216] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-25T20:25:26.099277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-25T20:25:26.109980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-25T20:25:26.110281] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-25T20:25:26.111054] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-25T20:25:26.111105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:26.111137] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:26.111163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:26.111221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:26.167344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:26.167969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:26.168046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:26.168078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:26.284158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:26.284289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:26.284328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:26.284356] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:26.287590] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=54.56%)
[2025-12-25T20:25:26.287857] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-25T20:25:26.287983] [INFO ] [sig       ] JTEK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:26.425543] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JTEK.txt
[2025-12-25T20:25:26.425675] [INFO ] [sig       ] [1778/3552] Completed JTEK in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:26.425715] [INFO ] [sig       ] [1779/3552] Forecasting JVA...
[2025-12-25T20:25:26.425745] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-25T20:25:26.425775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-25T20:25:26.436387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-25T20:25:26.436704] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-25T20:25:26.437443] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-25T20:25:26.437495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:26.437527] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:26.437554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:26.437639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:26.494322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:26.494921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:26.494998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:26.495030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:26.613135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:26.613272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:26.613311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:26.613340] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:26.616606] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: DOWN (p=43.85%)
[2025-12-25T20:25:26.616878] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-25T20:25:26.617000] [INFO ] [sig       ] JVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:26.754299] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JVA.txt
[2025-12-25T20:25:26.754418] [INFO ] [sig       ] [1779/3552] Completed JVA in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:26.754457] [INFO ] [sig       ] [1780/3552] Forecasting JXN...
[2025-12-25T20:25:26.754487] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-25T20:25:26.754518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-25T20:25:26.765362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-25T20:25:26.765685] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-25T20:25:26.766425] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-25T20:25:26.766476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:26.766522] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:26.766550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:26.766631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:26.822660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:26.823238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:26.823314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:26.823346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:26.944976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:26.945116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:26.945154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:26.945182] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:26.948473] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=85.43%)
[2025-12-25T20:25:26.948763] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-25T20:25:26.948884] [INFO ] [sig       ] JXN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:27.086481] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JXN.txt
[2025-12-25T20:25:27.086620] [INFO ] [sig       ] [1780/3552] Completed JXN in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:27.086660] [INFO ] [sig       ] [1781/3552] Forecasting KAI...
[2025-12-25T20:25:27.086691] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-25T20:25:27.086720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-25T20:25:27.097418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-25T20:25:27.097743] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-25T20:25:27.098494] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-25T20:25:27.098546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:27.098620] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:27.098649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:27.098708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:27.154143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:27.154759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:27.154835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:27.154867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:27.274878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:27.275011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:27.275050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:27.275078] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:27.278317] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=65.26%)
[2025-12-25T20:25:27.278604] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-25T20:25:27.278726] [INFO ] [sig       ] KAI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:27.415133] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KAI.txt
[2025-12-25T20:25:27.415246] [INFO ] [sig       ] [1781/3552] Completed KAI in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:27.415284] [INFO ] [sig       ] [1782/3552] Forecasting KARO...
[2025-12-25T20:25:27.415313] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-25T20:25:27.415370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-25T20:25:27.425928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-25T20:25:27.426222] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-25T20:25:27.426984] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-25T20:25:27.427035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:27.427066] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:27.427092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:27.427149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:27.482753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:27.483334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:27.483412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:27.483443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:27.604085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:27.604236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:27.604276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:27.604305] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:27.607645] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2025-12-25T20:25:27.607922] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-25T20:25:27.608041] [INFO ] [sig       ] KARO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:27.745542] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KARO.txt
[2025-12-25T20:25:27.745720] [INFO ] [sig       ] [1782/3552] Completed KARO in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:27.745760] [INFO ] [sig       ] [1783/3552] Forecasting KB...
[2025-12-25T20:25:27.745799] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-25T20:25:27.745829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-25T20:25:27.756487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-25T20:25:27.756810] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-25T20:25:27.757555] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-25T20:25:27.757631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:27.757664] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:27.757690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:27.757747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:27.813661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:27.814288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:27.814364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:27.814395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:27.935245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:27.935383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:27.935420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:27.935448] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:27.938710] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=46.91%)
[2025-12-25T20:25:27.938978] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-25T20:25:27.939099] [INFO ] [sig       ] KB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:28.076622] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KB.txt
[2025-12-25T20:25:28.076753] [INFO ] [sig       ] [1783/3552] Completed KB in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:28.076799] [INFO ] [sig       ] [1784/3552] Forecasting KBH...
[2025-12-25T20:25:28.076831] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-25T20:25:28.076861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-25T20:25:28.087698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-25T20:25:28.088031] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-25T20:25:28.088802] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-25T20:25:28.088855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:28.088886] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:28.088912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:28.088968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:28.145969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:28.146603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:28.146681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:28.146712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:28.265746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:28.265887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:28.265925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:28.265953] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:28.269293] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=20.40%)
[2025-12-25T20:25:28.269565] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-25T20:25:28.269707] [INFO ] [sig       ] KBH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:28.409617] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KBH.txt
[2025-12-25T20:25:28.409748] [INFO ] [sig       ] [1784/3552] Completed KBH in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:28.409787] [INFO ] [sig       ] [1785/3552] Forecasting KBWB...
[2025-12-25T20:25:28.409816] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-25T20:25:28.409847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-25T20:25:28.420692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-25T20:25:28.421014] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-25T20:25:28.421783] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-25T20:25:28.421834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:28.421866] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:28.421892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:28.421950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:28.477636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:28.478516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:28.478621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:28.478658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:28.601474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:28.601654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:28.601696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:28.601725] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:28.605065] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: DOWN (p=31.97%)
[2025-12-25T20:25:28.605345] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-25T20:25:28.605488] [INFO ] [sig       ] KBWB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:28.743660] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KBWB.txt
[2025-12-25T20:25:28.743794] [INFO ] [sig       ] [1785/3552] Completed KBWB in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:28.743837] [INFO ] [sig       ] [1786/3552] Forecasting KBWD...
[2025-12-25T20:25:28.743866] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-25T20:25:28.743919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-25T20:25:28.754540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-25T20:25:28.754874] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-25T20:25:28.755643] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-25T20:25:28.755695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:28.755725] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:28.755751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:28.755808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:28.810911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:28.811508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:28.811600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:28.811635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:28.931938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:28.932084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:28.932122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:28.932151] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:28.935451] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-25T20:25:28.935742] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-25T20:25:28.935866] [INFO ] [sig       ] KBWD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:29.076400] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KBWD.txt
[2025-12-25T20:25:29.076585] [INFO ] [sig       ] [1786/3552] Completed KBWD in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:29.076632] [INFO ] [sig       ] [1787/3552] Forecasting KBWP...
[2025-12-25T20:25:29.076687] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-25T20:25:29.076721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-25T20:25:29.087261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-25T20:25:29.087621] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-25T20:25:29.088392] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-25T20:25:29.088444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:29.088474] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:29.088500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:29.088557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:29.144097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:29.144793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:29.144883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:29.144918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:29.257605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:29.257752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:29.257793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:29.257838] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:29.261194] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-12-25T20:25:29.261473] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-25T20:25:29.261613] [INFO ] [sig       ] KBWP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:29.400037] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KBWP.txt
[2025-12-25T20:25:29.400200] [INFO ] [sig       ] [1787/3552] Completed KBWP in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:29.400241] [INFO ] [sig       ] [1788/3552] Forecasting KBWY...
[2025-12-25T20:25:29.400272] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-25T20:25:29.400302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-25T20:25:29.411270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-25T20:25:29.411609] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-25T20:25:29.412452] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-25T20:25:29.412504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:29.412536] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:29.412562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:29.412641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:29.467849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:29.468688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:29.468770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:29.468801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:29.584872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:29.585016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:29.585056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:29.585084] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:29.588540] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-25T20:25:29.588831] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-25T20:25:29.588952] [INFO ] [sig       ] KBWY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:29.725274] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KBWY.txt
[2025-12-25T20:25:29.725399] [INFO ] [sig       ] [1788/3552] Completed KBWY in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:29.725438] [INFO ] [sig       ] [1789/3552] Forecasting KC...
[2025-12-25T20:25:29.725468] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-25T20:25:29.725497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-25T20:25:29.737032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-25T20:25:29.737368] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-25T20:25:29.738174] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-25T20:25:29.738229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:29.738263] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:29.738291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:29.738350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:29.796923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:29.797564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:29.797697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:29.797731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:29.926804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:29.926960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:29.927002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:29.927031] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:29.930526] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=20.28%)
[2025-12-25T20:25:29.930826] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-25T20:25:29.930976] [INFO ] [sig       ] KC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:30.073865] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KC.txt
[2025-12-25T20:25:30.074085] [INFO ] [sig       ] [1789/3552] Completed KC in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:30.074149] [INFO ] [sig       ] [1790/3552] Forecasting KD...
[2025-12-25T20:25:30.074185] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-25T20:25:30.074232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-25T20:25:30.086364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-25T20:25:30.086804] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-25T20:25:30.087767] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-25T20:25:30.087821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:30.087852] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:30.087879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:30.087938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:30.149127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:30.149957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:30.150037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:30.150070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:30.274317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:30.274483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:30.274528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:30.274558] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:30.277999] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-25T20:25:30.278280] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-25T20:25:30.278407] [INFO ] [sig       ] KD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:30.420513] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KD.txt
[2025-12-25T20:25:30.420687] [INFO ] [sig       ] [1790/3552] Completed KD in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:30.420729] [INFO ] [sig       ] [1791/3552] Forecasting KDP...
[2025-12-25T20:25:30.420759] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-25T20:25:30.420789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-25T20:25:30.431934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-25T20:25:30.432290] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-25T20:25:30.433101] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-25T20:25:30.433154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:30.433187] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:30.433232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:30.433294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:30.491328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:30.492090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:30.492173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:30.492238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:30.619716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:30.619934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:30.619979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:30.620011] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:30.623494] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=36.69%)
[2025-12-25T20:25:30.623820] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-25T20:25:30.623962] [INFO ] [sig       ] KDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:30.764687] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KDP.txt
[2025-12-25T20:25:30.764829] [INFO ] [sig       ] [1791/3552] Completed KDP in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:30.764872] [INFO ] [sig       ] [1792/3552] Forecasting KE...
[2025-12-25T20:25:30.764903] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-25T20:25:30.764934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-25T20:25:30.776341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-25T20:25:30.776702] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-25T20:25:30.777479] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-25T20:25:30.777531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:30.777562] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:30.777614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:30.777673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:30.833666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:30.834406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:30.834486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:30.834518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:30.951685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:30.951837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:30.951878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:30.951907] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:30.955221] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-12-25T20:25:30.955504] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-25T20:25:30.955650] [INFO ] [sig       ] KE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:31.095531] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KE.txt
[2025-12-25T20:25:31.095717] [INFO ] [sig       ] [1792/3552] Completed KE in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-25T20:25:31.095758] [INFO ] [sig       ] [1793/3552] Forecasting KELYA...
[2025-12-25T20:25:31.095789] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-25T20:25:31.095819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-25T20:25:31.107605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-25T20:25:31.107939] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-25T20:25:31.108732] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-25T20:25:31.108783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:31.108814] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:31.108840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:31.108897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:31.165669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:31.166381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:31.166463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:31.166499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:31.286376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:31.286532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:31.286598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:31.286633] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:31.290001] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=11.46%)
[2025-12-25T20:25:31.290278] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-25T20:25:31.290404] [INFO ] [sig       ] KELYA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:31.435194] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KELYA.txt
[2025-12-25T20:25:31.435352] [INFO ] [sig       ] [1793/3552] Completed KELYA in 0.3s | 2.86 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-25T20:25:31.435399] [INFO ] [sig       ] [1794/3552] Forecasting KEN...
[2025-12-25T20:25:31.435439] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-25T20:25:31.435506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-25T20:25:31.446961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-25T20:25:31.447305] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-25T20:25:31.448137] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-25T20:25:31.448190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:31.448222] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:31.448250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:31.448309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:31.506670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:31.507499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:31.507599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:31.507635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:31.626978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:31.627128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:31.627170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:31.627200] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:31.630694] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=40.66%)
[2025-12-25T20:25:31.630982] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-25T20:25:31.631108] [INFO ] [sig       ] KEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:31.774187] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KEN.txt
[2025-12-25T20:25:31.774414] [INFO ] [sig       ] [1794/3552] Completed KEN in 0.3s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:31.774458] [INFO ] [sig       ] [1795/3552] Forecasting KEP...
[2025-12-25T20:25:31.774491] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-25T20:25:31.774586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-25T20:25:31.785832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-25T20:25:31.786186] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-25T20:25:31.786985] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-25T20:25:31.787254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:31.787300] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:31.787331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:31.787391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:31.846305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:31.847027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:31.847110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:31.847143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:31.972464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:31.972640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:31.972682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:31.972713] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:31.976163] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2025-12-25T20:25:31.976449] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-25T20:25:31.976594] [INFO ] [sig       ] KEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:32.125682] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KEP.txt
[2025-12-25T20:25:32.125852] [INFO ] [sig       ] [1795/3552] Completed KEP in 0.4s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:32.125892] [INFO ] [sig       ] [1796/3552] Forecasting KEX...
[2025-12-25T20:25:32.125956] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-25T20:25:32.125992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-25T20:25:32.137414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-25T20:25:32.137808] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-25T20:25:32.138669] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-25T20:25:32.138723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:32.138756] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:32.138784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:32.138843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:32.198093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:32.198975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:32.199090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:32.199126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:32.325494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:32.325664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:32.325708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:32.325737] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:32.329176] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=20.34%)
[2025-12-25T20:25:32.329458] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-25T20:25:32.329602] [INFO ] [sig       ] KEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:32.467865] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KEX.txt
[2025-12-25T20:25:32.468001] [INFO ] [sig       ] [1796/3552] Completed KEX in 0.3s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:32.468040] [INFO ] [sig       ] [1797/3552] Forecasting KEYS...
[2025-12-25T20:25:32.468069] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-25T20:25:32.468100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-25T20:25:32.479354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-25T20:25:32.479693] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-25T20:25:32.480521] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-25T20:25:32.480596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:32.480632] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:32.480660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:32.480719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:32.538331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:32.539074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:32.539183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:32.539219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:32.663843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:32.664012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:32.664053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:32.664082] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:32.667487] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=65.06%)
[2025-12-25T20:25:32.667803] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-25T20:25:32.667928] [INFO ] [sig       ] KEYS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:32.807825] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KEYS.txt
[2025-12-25T20:25:32.807992] [INFO ] [sig       ] [1797/3552] Completed KEYS in 0.3s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:32.808032] [INFO ] [sig       ] [1798/3552] Forecasting KFS...
[2025-12-25T20:25:32.808063] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-25T20:25:32.808093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-25T20:25:32.818680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-25T20:25:32.819013] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-25T20:25:32.819822] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-25T20:25:32.819874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:32.819941] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:32.819970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:32.820028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:32.879969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:32.880843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:32.880923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:32.880956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:33.003186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:33.003345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:33.003389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:33.003424] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:33.006908] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=86.90%)
[2025-12-25T20:25:33.007218] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-25T20:25:33.007361] [INFO ] [sig       ] KFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:33.147327] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KFS.txt
[2025-12-25T20:25:33.147487] [INFO ] [sig       ] [1798/3552] Completed KFS in 0.3s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:33.147529] [INFO ] [sig       ] [1799/3552] Forecasting KFY...
[2025-12-25T20:25:33.147561] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-25T20:25:33.147611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-25T20:25:33.159874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-25T20:25:33.160295] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-25T20:25:33.161132] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-25T20:25:33.161185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:33.161217] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:33.161243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:33.161301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:33.217954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:33.218831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:33.218912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:33.218945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:33.333256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:33.333406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:33.333446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:33.333475] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:33.336775] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-12-25T20:25:33.337049] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-25T20:25:33.337169] [INFO ] [sig       ] KFY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:33.476012] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KFY.txt
[2025-12-25T20:25:33.476151] [INFO ] [sig       ] [1799/3552] Completed KFY in 0.3s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:33.476191] [INFO ] [sig       ] [1800/3552] Forecasting KGS...
[2025-12-25T20:25:33.476222] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-25T20:25:33.476251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-25T20:25:33.487324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-25T20:25:33.487659] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-25T20:25:33.488420] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-25T20:25:33.488472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:33.488504] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:33.488530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:33.488646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:33.545553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:33.546362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:33.546441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:33.546474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:33.672827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:33.673025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:33.673067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:33.673098] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:33.676527] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2025-12-25T20:25:33.676817] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-25T20:25:33.676953] [INFO ] [sig       ] KGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:33.815035] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KGS.txt
[2025-12-25T20:25:33.815188] [INFO ] [sig       ] [1800/3552] Completed KGS in 0.3s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:33.815235] [INFO ] [sig       ] [1801/3552] Forecasting KHC...
[2025-12-25T20:25:33.815266] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-25T20:25:33.815298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-25T20:25:33.827811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-25T20:25:33.828176] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-25T20:25:33.828976] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-25T20:25:33.829027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:33.829059] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:33.829085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:33.829168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:33.884827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:33.885745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:33.885857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:33.885891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:34.005815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:34.005966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:34.006007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:34.006035] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:34.009472] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=62.75%)
[2025-12-25T20:25:34.009764] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-25T20:25:34.009889] [INFO ] [sig       ] KHC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:34.154450] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KHC.txt
[2025-12-25T20:25:34.154634] [INFO ] [sig       ] [1801/3552] Completed KHC in 0.3s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:34.154676] [INFO ] [sig       ] [1802/3552] Forecasting KIDS...
[2025-12-25T20:25:34.154708] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-25T20:25:34.154738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-25T20:25:34.166090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-25T20:25:34.166474] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-25T20:25:34.167272] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-25T20:25:34.167328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:34.167361] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:34.167390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:34.167449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:34.224849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:34.225715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:34.225794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:34.225827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:34.344745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:34.344894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:34.344933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:34.344961] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:34.348288] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=49.55%)
[2025-12-25T20:25:34.348558] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-25T20:25:34.348694] [INFO ] [sig       ] KIDS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:34.488027] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KIDS.txt
[2025-12-25T20:25:34.488150] [INFO ] [sig       ] [1802/3552] Completed KIDS in 0.3s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:34.488187] [INFO ] [sig       ] [1803/3552] Forecasting KIM...
[2025-12-25T20:25:34.488218] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-25T20:25:34.488248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-25T20:25:34.503485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-25T20:25:34.503953] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-25T20:25:34.504839] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-25T20:25:34.504892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:34.504924] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:34.504954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:34.505014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:34.560563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:34.561330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:34.561411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:34.561444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:34.682738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:34.682901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:34.682949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:34.682984] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:34.686390] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=40.80%)
[2025-12-25T20:25:34.686690] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-25T20:25:34.686813] [INFO ] [sig       ] KIM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:34.825301] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KIM.txt
[2025-12-25T20:25:34.825445] [INFO ] [sig       ] [1803/3552] Completed KIM in 0.3s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:34.825486] [INFO ] [sig       ] [1804/3552] Forecasting KINS...
[2025-12-25T20:25:34.825516] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-25T20:25:34.825546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-25T20:25:34.836729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-25T20:25:34.837066] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-25T20:25:34.837855] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-25T20:25:34.837922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:34.837955] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:34.837981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:34.838039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:34.893500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:34.894210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:34.894288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:34.894340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:35.014653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:35.014812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:35.014851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:35.014880] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:35.018224] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: UP (p=53.68%)
[2025-12-25T20:25:35.018525] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-25T20:25:35.018675] [INFO ] [sig       ] KINS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:35.156469] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KINS.txt
[2025-12-25T20:25:35.156642] [INFO ] [sig       ] [1804/3552] Completed KINS in 0.3s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:35.156684] [INFO ] [sig       ] [1805/3552] Forecasting KIO...
[2025-12-25T20:25:35.156714] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-25T20:25:35.156746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-25T20:25:35.168223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-25T20:25:35.168595] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-25T20:25:35.169393] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-25T20:25:35.169446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:35.169478] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:35.169504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:35.169562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:35.225641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:35.226472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:35.226557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:35.226611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:35.350867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:35.351045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:35.351093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:35.351123] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:35.354623] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=34.25%)
[2025-12-25T20:25:35.354908] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-25T20:25:35.355036] [INFO ] [sig       ] KIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:35.500607] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KIO.txt
[2025-12-25T20:25:35.500809] [INFO ] [sig       ] [1805/3552] Completed KIO in 0.3s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:35.500858] [INFO ] [sig       ] [1806/3552] Forecasting KKRS...
[2025-12-25T20:25:35.500930] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-25T20:25:35.500965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-25T20:25:35.513436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-25T20:25:35.513887] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-25T20:25:35.514798] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-25T20:25:35.514852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:35.514884] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:35.514911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:35.514968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:35.576064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:35.576920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:35.577018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:35.577059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:35.692750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:35.692904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:35.692944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:35.692971] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:35.696338] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-12-25T20:25:35.696655] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-25T20:25:35.696786] [INFO ] [sig       ] KKRS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:35.841441] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KKRS.txt
[2025-12-25T20:25:35.841627] [INFO ] [sig       ] [1806/3552] Completed KKRS in 0.3s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:35.841670] [INFO ] [sig       ] [1807/3552] Forecasting KLAC...
[2025-12-25T20:25:35.841700] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-25T20:25:35.841732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-25T20:25:35.853146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-25T20:25:35.853528] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-25T20:25:35.854364] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-25T20:25:35.854418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:35.854450] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:35.854478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:35.854549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:35.914812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:35.915535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:35.915633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:35.915668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:36.046332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:36.046507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:36.046559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:36.046608] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:36.050365] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=78.95%)
[2025-12-25T20:25:36.050717] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-25T20:25:36.050876] [INFO ] [sig       ] KLAC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:36.200718] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KLAC.txt
[2025-12-25T20:25:36.200942] [INFO ] [sig       ] [1807/3552] Completed KLAC in 0.4s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:36.201011] [INFO ] [sig       ] [1808/3552] Forecasting KLIC...
[2025-12-25T20:25:36.201046] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-25T20:25:36.201075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-25T20:25:36.212960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-25T20:25:36.213399] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-25T20:25:36.214273] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-25T20:25:36.214328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:36.214362] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:36.214391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:36.214449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:36.275692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:36.276664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:36.276801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:36.276837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:36.409178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:36.409339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:36.409382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:36.409412] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:36.413113] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=75.81%)
[2025-12-25T20:25:36.413405] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-25T20:25:36.413538] [INFO ] [sig       ] KLIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:36.560497] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KLIC.txt
[2025-12-25T20:25:36.560713] [INFO ] [sig       ] [1808/3552] Completed KLIC in 0.4s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:36.560766] [INFO ] [sig       ] [1809/3552] Forecasting KLXE...
[2025-12-25T20:25:36.560798] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-25T20:25:36.560829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-25T20:25:36.571860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-25T20:25:36.572242] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-25T20:25:36.573045] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-25T20:25:36.573098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:36.573142] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:36.573173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:36.573232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:36.632502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:36.633406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:36.633493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:36.633527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:36.764696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:36.764864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:36.764907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:36.764935] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:36.768516] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: UP (p=52.73%)
[2025-12-25T20:25:36.768832] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-25T20:25:36.769002] [INFO ] [sig       ] KLXE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:36.915634] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KLXE.txt
[2025-12-25T20:25:36.915841] [INFO ] [sig       ] [1809/3552] Completed KLXE in 0.4s | 2.86 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-25T20:25:36.915909] [INFO ] [sig       ] [1810/3552] Forecasting KMB...
[2025-12-25T20:25:36.915954] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-25T20:25:36.915999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-25T20:25:36.928130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-25T20:25:36.928614] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-25T20:25:36.929509] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-25T20:25:36.929564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:36.929615] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:36.929643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:36.929700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:36.991927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:36.992774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:36.992856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:36.992891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:37.114740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:37.114893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:37.114934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:37.114962] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:37.118286] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-12-25T20:25:37.118555] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-25T20:25:37.118697] [INFO ] [sig       ] KMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:37.256304] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KMB.txt
[2025-12-25T20:25:37.256434] [INFO ] [sig       ] [1810/3552] Completed KMB in 0.3s | 2.86 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-25T20:25:37.256497] [INFO ] [sig       ] [1811/3552] Forecasting KMDA...
[2025-12-25T20:25:37.256529] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-25T20:25:37.256559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-25T20:25:37.267047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-25T20:25:37.267352] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-25T20:25:37.268158] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-25T20:25:37.268209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:37.268241] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:37.268267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:37.268325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:37.324145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:37.324797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:37.324874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:37.324906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:37.456757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:37.456934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:37.456995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:37.457028] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:37.460491] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-12-25T20:25:37.460794] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-25T20:25:37.460916] [INFO ] [sig       ] KMDA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:37.600121] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KMDA.txt
[2025-12-25T20:25:37.600352] [INFO ] [sig       ] [1811/3552] Completed KMDA in 0.3s | 2.86 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-25T20:25:37.600396] [INFO ] [sig       ] [1812/3552] Forecasting KMI...
[2025-12-25T20:25:37.600427] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-25T20:25:37.600457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-25T20:25:37.611418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-25T20:25:37.611806] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-25T20:25:37.612601] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-25T20:25:37.612653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:37.612684] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:37.612711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:37.612769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:37.669107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:37.670013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:37.670093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:37.670126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:37.787298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:37.787457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:37.787497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:37.787527] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:37.790868] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=56.91%)
[2025-12-25T20:25:37.791145] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-25T20:25:37.791264] [INFO ] [sig       ] KMI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:37.930186] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KMI.txt
[2025-12-25T20:25:37.930325] [INFO ] [sig       ] [1812/3552] Completed KMI in 0.3s | 2.86 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-25T20:25:37.930364] [INFO ] [sig       ] [1813/3552] Forecasting KMPB...
[2025-12-25T20:25:37.930394] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-25T20:25:37.930426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-25T20:25:37.940956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-25T20:25:37.941261] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-25T20:25:37.942021] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-25T20:25:37.942072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:37.942103] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:37.942130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:37.942187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:37.998121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:37.998751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:37.998828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:37.998859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:38.105593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:38.105747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:38.105786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:38.105813] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:38.109120] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=82.40%)
[2025-12-25T20:25:38.109401] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-25T20:25:38.109523] [INFO ] [sig       ] KMPB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:38.251433] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KMPB.txt
[2025-12-25T20:25:38.251566] [INFO ] [sig       ] [1813/3552] Completed KMPB in 0.3s | 2.86 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-25T20:25:38.251623] [INFO ] [sig       ] [1814/3552] Forecasting KMX...
[2025-12-25T20:25:38.251653] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-25T20:25:38.251682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-25T20:25:38.263507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-25T20:25:38.263828] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-25T20:25:38.264613] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-25T20:25:38.264665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:38.264697] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:38.264724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:38.264781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:38.320966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:38.321667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:38.321744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:38.321776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:38.438919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:38.439067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:38.439105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:38.439135] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:38.442477] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-12-25T20:25:38.442762] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-25T20:25:38.442884] [INFO ] [sig       ] KMX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:38.585348] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KMX.txt
[2025-12-25T20:25:38.585523] [INFO ] [sig       ] [1814/3552] Completed KMX in 0.3s | 2.86 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-25T20:25:38.585565] [INFO ] [sig       ] [1815/3552] Forecasting KN...
[2025-12-25T20:25:38.585615] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-25T20:25:38.585646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-25T20:25:38.598770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-25T20:25:38.599129] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-25T20:25:38.599977] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-25T20:25:38.600040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:38.600126] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:38.600164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:38.600226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:38.656898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:38.657550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:38.657645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:38.657679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:38.781054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:38.781209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:38.781251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:38.781281] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:38.784741] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=58.63%)
[2025-12-25T20:25:38.785019] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-25T20:25:38.785151] [INFO ] [sig       ] KN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:38.928537] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KN.txt
[2025-12-25T20:25:38.928702] [INFO ] [sig       ] [1815/3552] Completed KN in 0.3s | 2.86 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-25T20:25:38.928744] [INFO ] [sig       ] [1816/3552] Forecasting KNF...
[2025-12-25T20:25:38.928775] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-25T20:25:38.928805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-25T20:25:38.940284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-25T20:25:38.940611] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-25T20:25:38.941381] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-25T20:25:38.941432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:38.941463] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:38.941489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:38.941546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:39.009275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:39.010449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:39.010569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:39.010648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:39.132036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:39.132186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:39.132226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:39.132255] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:39.135701] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=44.83%)
[2025-12-25T20:25:39.135981] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-25T20:25:39.136110] [INFO ] [sig       ] KNF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:39.276849] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KNF.txt
[2025-12-25T20:25:39.276989] [INFO ] [sig       ] [1816/3552] Completed KNF in 0.3s | 2.86 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-25T20:25:39.277028] [INFO ] [sig       ] [1817/3552] Forecasting KNOP...
[2025-12-25T20:25:39.277058] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-25T20:25:39.277089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-25T20:25:39.287938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-25T20:25:39.288298] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-25T20:25:39.289069] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-25T20:25:39.289126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:39.289191] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:39.289234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:39.289304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:39.347050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:39.347701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:39.347778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:39.347810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:39.467204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:39.467363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:39.467405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:39.467434] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:39.470855] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-12-25T20:25:39.471134] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-25T20:25:39.471259] [INFO ] [sig       ] KNOP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:39.616287] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KNOP.txt
[2025-12-25T20:25:39.616476] [INFO ] [sig       ] [1817/3552] Completed KNOP in 0.3s | 2.86 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-25T20:25:39.616526] [INFO ] [sig       ] [1818/3552] Forecasting KNSA...
[2025-12-25T20:25:39.616558] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-25T20:25:39.616643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-25T20:25:39.628369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-25T20:25:39.628809] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-25T20:25:39.629663] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-25T20:25:39.629717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:39.629750] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:39.629777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:39.629835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:39.688265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:39.689237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:39.689324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:39.689359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:39.814541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:39.814722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:39.814763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:39.814844] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:39.818372] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: DOWN (p=10.52%)
[2025-12-25T20:25:39.818678] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-25T20:25:39.818808] [INFO ] [sig       ] KNSA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:39.957971] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KNSA.txt
[2025-12-25T20:25:39.958133] [INFO ] [sig       ] [1818/3552] Completed KNSA in 0.3s | 2.86 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-25T20:25:39.958173] [INFO ] [sig       ] [1819/3552] Forecasting KNSL...
[2025-12-25T20:25:39.958228] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-25T20:25:39.958260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-25T20:25:39.968893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-25T20:25:39.969340] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-25T20:25:39.970193] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-25T20:25:39.970255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:39.970287] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:39.970314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:39.970372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:40.027062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:40.027914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:40.027994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:40.028026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:40.154746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:40.154927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:40.154974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:40.155008] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:40.158568] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=6.86%)
[2025-12-25T20:25:40.158881] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-25T20:25:40.159014] [INFO ] [sig       ] KNSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:40.300357] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KNSL.txt
[2025-12-25T20:25:40.300551] [INFO ] [sig       ] [1819/3552] Completed KNSL in 0.3s | 2.86 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-25T20:25:40.300624] [INFO ] [sig       ] [1820/3552] Forecasting KNTK...
[2025-12-25T20:25:40.300691] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-25T20:25:40.300728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-25T20:25:40.312463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-25T20:25:40.312886] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-25T20:25:40.313755] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-25T20:25:40.313810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:40.313844] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:40.313872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:40.313931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:40.372643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:40.373309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:40.373389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:40.373422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:40.506236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:40.506392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:40.506435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:40.506466] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:40.510007] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=68.92%)
[2025-12-25T20:25:40.510288] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-25T20:25:40.510416] [INFO ] [sig       ] KNTK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:40.657674] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KNTK.txt
[2025-12-25T20:25:40.657838] [INFO ] [sig       ] [1820/3552] Completed KNTK in 0.4s | 2.86 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-25T20:25:40.657879] [INFO ] [sig       ] [1821/3552] Forecasting KNX...
[2025-12-25T20:25:40.657938] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-25T20:25:40.657984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-25T20:25:40.669990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-25T20:25:40.670343] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-25T20:25:40.671178] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-25T20:25:40.671233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:40.671467] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:40.671509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:40.671628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:40.733757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:40.734567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:40.734669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:40.734702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:40.867778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:40.867981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:40.868063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:40.868112] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:40.872719] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=12.94%)
[2025-12-25T20:25:40.873059] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-25T20:25:40.873231] [INFO ] [sig       ] KNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:41.018842] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KNX.txt
[2025-12-25T20:25:41.018996] [INFO ] [sig       ] [1821/3552] Completed KNX in 0.4s | 2.86 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-25T20:25:41.019042] [INFO ] [sig       ] [1822/3552] Forecasting KOD...
[2025-12-25T20:25:41.019116] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-25T20:25:41.019181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-25T20:25:41.031001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-25T20:25:41.031374] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-25T20:25:41.032311] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-25T20:25:41.032364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:41.032397] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:41.032428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:41.032510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:41.093734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:41.094628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:41.094713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:41.094745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:41.224758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:41.224916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:41.224958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:41.225029] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:41.228517] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=32.89%)
[2025-12-25T20:25:41.228846] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-25T20:25:41.228983] [INFO ] [sig       ] KOD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:41.376172] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KOD.txt
[2025-12-25T20:25:41.376341] [INFO ] [sig       ] [1822/3552] Completed KOD in 0.4s | 2.86 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-25T20:25:41.376382] [INFO ] [sig       ] [1823/3552] Forecasting KODK...
[2025-12-25T20:25:41.376412] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-25T20:25:41.376445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-25T20:25:41.387662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-25T20:25:41.388081] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-25T20:25:41.388976] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-25T20:25:41.389028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:41.389060] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:41.389086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:41.389166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:41.451839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:41.452839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:41.452928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:41.452965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:41.577586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:41.577747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:41.577788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:41.577817] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:41.581179] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=32.27%)
[2025-12-25T20:25:41.581458] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-25T20:25:41.581600] [INFO ] [sig       ] KODK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:41.725073] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KODK.txt
[2025-12-25T20:25:41.725243] [INFO ] [sig       ] [1823/3552] Completed KODK in 0.3s | 2.86 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-25T20:25:41.725284] [INFO ] [sig       ] [1824/3552] Forecasting KOF...
[2025-12-25T20:25:41.725315] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-25T20:25:41.725345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-25T20:25:41.736623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-25T20:25:41.737008] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-25T20:25:41.737788] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-25T20:25:41.737840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:41.737871] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:41.737897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:41.737953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:41.796560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:41.797497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:41.797598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:41.797651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:41.925036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:41.925203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:41.925248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:41.925277] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:41.928675] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-25T20:25:41.928958] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-25T20:25:41.929082] [INFO ] [sig       ] KOF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:42.068656] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KOF.txt
[2025-12-25T20:25:42.068818] [INFO ] [sig       ] [1824/3552] Completed KOF in 0.3s | 2.86 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-25T20:25:42.068858] [INFO ] [sig       ] [1825/3552] Forecasting KOP...
[2025-12-25T20:25:42.068889] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-25T20:25:42.068919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-25T20:25:42.079657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-25T20:25:42.080097] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-25T20:25:42.080939] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-25T20:25:42.080992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:42.081025] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:42.081054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:42.081112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:42.139392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:42.140279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:42.140396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:42.140430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:42.258999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:42.259181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:42.259222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:42.259250] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:42.262591] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=25.91%)
[2025-12-25T20:25:42.262869] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-25T20:25:42.262993] [INFO ] [sig       ] KOP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:42.403025] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KOP.txt
[2025-12-25T20:25:42.403206] [INFO ] [sig       ] [1825/3552] Completed KOP in 0.3s | 2.86 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-25T20:25:42.403248] [INFO ] [sig       ] [1826/3552] Forecasting KOPN...
[2025-12-25T20:25:42.403279] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-25T20:25:42.403310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-25T20:25:42.414948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-25T20:25:42.415307] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-25T20:25:42.416070] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-25T20:25:42.416122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:42.416156] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:42.416185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:42.416258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:42.471750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:42.472540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:42.472637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:42.472671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:42.610552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:42.610729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:42.610772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:42.610803] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:42.614359] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: UP (p=53.36%)
[2025-12-25T20:25:42.614703] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-25T20:25:42.614840] [INFO ] [sig       ] KOPN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:42.755394] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KOPN.txt
[2025-12-25T20:25:42.755536] [INFO ] [sig       ] [1826/3552] Completed KOPN in 0.4s | 2.86 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-25T20:25:42.755592] [INFO ] [sig       ] [1827/3552] Forecasting KOSS...
[2025-12-25T20:25:42.755626] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-25T20:25:42.755655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-25T20:25:42.766003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-25T20:25:42.766311] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-25T20:25:42.767078] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-25T20:25:42.767130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:42.767161] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:42.767188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:42.767246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:42.823471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:42.824276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:42.824358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:42.824392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:42.939411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:42.939585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:42.939628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:42.939656] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:42.942985] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=26.16%)
[2025-12-25T20:25:42.943263] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-25T20:25:42.943385] [INFO ] [sig       ] KOSS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:43.080803] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KOSS.txt
[2025-12-25T20:25:43.080941] [INFO ] [sig       ] [1827/3552] Completed KOSS in 0.3s | 2.86 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-25T20:25:43.080980] [INFO ] [sig       ] [1828/3552] Forecasting KPRX...
[2025-12-25T20:25:43.081010] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-25T20:25:43.081067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-25T20:25:43.091812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-25T20:25:43.092172] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-25T20:25:43.092958] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-25T20:25:43.093010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:43.093043] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:43.093070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:43.093128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:43.153171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:43.154101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:43.154196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:43.154233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:43.266146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:43.266305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:43.266344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:43.266374] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:43.269765] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-12-25T20:25:43.270050] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-25T20:25:43.270175] [INFO ] [sig       ] KPRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:43.409828] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KPRX.txt
[2025-12-25T20:25:43.410007] [INFO ] [sig       ] [1828/3552] Completed KPRX in 0.3s | 2.86 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-25T20:25:43.410051] [INFO ] [sig       ] [1829/3552] Forecasting KPTI...
[2025-12-25T20:25:43.410082] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-25T20:25:43.410114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-25T20:25:43.421822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-25T20:25:43.422253] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-25T20:25:43.423079] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-25T20:25:43.423133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:43.423166] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:43.423193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:43.423251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:43.481159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:43.482079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:43.482168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:43.482202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:43.600137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:43.600304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:43.600344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:43.600371] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:43.603728] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: UP (p=69.13%)
[2025-12-25T20:25:43.604000] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-25T20:25:43.604123] [INFO ] [sig       ] KPTI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:43.745146] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KPTI.txt
[2025-12-25T20:25:43.745322] [INFO ] [sig       ] [1829/3552] Completed KPTI in 0.3s | 2.86 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-25T20:25:43.745364] [INFO ] [sig       ] [1830/3552] Forecasting KRC...
[2025-12-25T20:25:43.745427] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-25T20:25:43.745466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-25T20:25:43.756502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-25T20:25:43.756933] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-25T20:25:43.757748] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-25T20:25:43.757802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:43.757835] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:43.757864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:43.757924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:43.816487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:43.817373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:43.817457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:43.817490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:43.939077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:43.939242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:43.939282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:43.939310] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:43.942604] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2025-12-25T20:25:43.942874] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-25T20:25:43.943021] [INFO ] [sig       ] KRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:44.086894] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KRC.txt
[2025-12-25T20:25:44.087038] [INFO ] [sig       ] [1830/3552] Completed KRC in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-25T20:25:44.087079] [INFO ] [sig       ] [1831/3552] Forecasting KREF...
[2025-12-25T20:25:44.087110] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-25T20:25:44.087140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-25T20:25:44.098934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-25T20:25:44.099353] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-25T20:25:44.100159] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-25T20:25:44.100214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:44.100248] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:44.100274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:44.100331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:44.158025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:44.158942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:44.159029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:44.159063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:44.277552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:44.277720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:44.277760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:44.277789] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:44.281120] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=60.06%)
[2025-12-25T20:25:44.281393] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-25T20:25:44.281514] [INFO ] [sig       ] KREF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:44.419671] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KREF.txt
[2025-12-25T20:25:44.419817] [INFO ] [sig       ] [1831/3552] Completed KREF in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-25T20:25:44.419857] [INFO ] [sig       ] [1832/3552] Forecasting KRG...
[2025-12-25T20:25:44.419886] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-25T20:25:44.419917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-25T20:25:44.430532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-25T20:25:44.430864] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-25T20:25:44.431653] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-25T20:25:44.431720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:44.431780] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:44.431810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:44.431870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:44.488939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:44.489639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:44.489719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:44.489752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:44.611126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:44.611280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:44.611320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:44.611348] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:44.614802] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2025-12-25T20:25:44.615076] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-25T20:25:44.615199] [INFO ] [sig       ] KRG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:44.756796] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KRG.txt
[2025-12-25T20:25:44.756949] [INFO ] [sig       ] [1832/3552] Completed KRG in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-25T20:25:44.756988] [INFO ] [sig       ] [1833/3552] Forecasting KRMD...
[2025-12-25T20:25:44.757019] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-25T20:25:44.757051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-25T20:25:44.768067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-25T20:25:44.768414] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-25T20:25:44.769217] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-25T20:25:44.769275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:44.769306] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:44.769331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:44.769387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:44.825048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:44.825755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:44.825834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:44.825867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:44.944733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:44.944900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:44.944942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:44.944971] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:44.948341] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=71.61%)
[2025-12-25T20:25:44.948659] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-25T20:25:44.948788] [INFO ] [sig       ] KRMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:45.144326] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KRMD.txt
[2025-12-25T20:25:45.144469] [INFO ] [sig       ] [1833/3552] Completed KRMD in 0.4s | 2.86 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-25T20:25:45.144509] [INFO ] [sig       ] [1834/3552] Forecasting KRNY...
[2025-12-25T20:25:45.144539] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-25T20:25:45.144585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-25T20:25:45.155232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-25T20:25:45.155538] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-25T20:25:45.156305] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-25T20:25:45.156357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:45.156390] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:45.156416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:45.156474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:45.212742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:45.213378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:45.213455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:45.213488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:45.331985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:45.332145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:45.332184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:45.332212] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:45.335612] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2025-12-25T20:25:45.335913] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-25T20:25:45.336047] [INFO ] [sig       ] KRNY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:45.476454] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KRNY.txt
[2025-12-25T20:25:45.476633] [INFO ] [sig       ] [1834/3552] Completed KRNY in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-25T20:25:45.476675] [INFO ] [sig       ] [1835/3552] Forecasting KRO...
[2025-12-25T20:25:45.476706] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-25T20:25:45.476767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-25T20:25:45.487982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-25T20:25:45.488283] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-25T20:25:45.489052] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-25T20:25:45.489103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:45.489133] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:45.489183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:45.489266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:45.545405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:45.546262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:45.546354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:45.546385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:45.663222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:45.663396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:45.663437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:45.663500] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:45.666871] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2025-12-25T20:25:45.667157] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-25T20:25:45.667286] [INFO ] [sig       ] KRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:45.809236] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KRO.txt
[2025-12-25T20:25:45.809422] [INFO ] [sig       ] [1835/3552] Completed KRO in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-25T20:25:45.809462] [INFO ] [sig       ] [1836/3552] Forecasting KROS...
[2025-12-25T20:25:45.809492] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-25T20:25:45.809524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-25T20:25:45.821080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-25T20:25:45.821462] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-25T20:25:45.822272] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-25T20:25:45.822325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:45.822355] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:45.822382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:45.822439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:45.878757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:45.879661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:45.879743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:45.879775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:46.006944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:46.007104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:46.007145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:46.007173] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:46.010699] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: UP (p=81.64%)
[2025-12-25T20:25:46.010999] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-25T20:25:46.011134] [INFO ] [sig       ] KROS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:46.152233] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KROS.txt
[2025-12-25T20:25:46.152385] [INFO ] [sig       ] [1836/3552] Completed KROS in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-25T20:25:46.152425] [INFO ] [sig       ] [1837/3552] Forecasting KRP...
[2025-12-25T20:25:46.152455] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-25T20:25:46.152486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-25T20:25:46.164317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-25T20:25:46.164659] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-25T20:25:46.165457] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-25T20:25:46.165510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:46.165541] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:46.165567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:46.165649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:46.224329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:46.225136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:46.225220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:46.225254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:46.347020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:46.347174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:46.347215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:46.347245] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:46.350720] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=69.98%)
[2025-12-25T20:25:46.350996] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-25T20:25:46.351121] [INFO ] [sig       ] KRP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:46.492456] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KRP.txt
[2025-12-25T20:25:46.492627] [INFO ] [sig       ] [1837/3552] Completed KRP in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-25T20:25:46.492670] [INFO ] [sig       ] [1838/3552] Forecasting KRRO...
[2025-12-25T20:25:46.492729] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-25T20:25:46.492762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-25T20:25:46.504277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-25T20:25:46.504695] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-25T20:25:46.505540] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-25T20:25:46.505617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:46.505650] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:46.505677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:46.505736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:46.564294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:46.565125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:46.565206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:46.565239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:46.687137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:46.687295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:46.687334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:46.687365] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:46.690726] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-12-25T20:25:46.691000] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-25T20:25:46.691121] [INFO ] [sig       ] KRRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:46.833223] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KRRO.txt
[2025-12-25T20:25:46.833420] [INFO ] [sig       ] [1838/3552] Completed KRRO in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-25T20:25:46.833463] [INFO ] [sig       ] [1839/3552] Forecasting KRUS...
[2025-12-25T20:25:46.833494] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-25T20:25:46.833524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-25T20:25:46.844987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-25T20:25:46.845401] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-25T20:25:46.846198] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-25T20:25:46.846267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:46.846300] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:46.846327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:46.846384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:46.903913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:46.904764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:46.904848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:46.904881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:47.019972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:47.020137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:47.020181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:47.020212] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:47.023559] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: DOWN (p=37.97%)
[2025-12-25T20:25:47.023865] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-25T20:25:47.023992] [INFO ] [sig       ] KRUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:47.167751] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KRUS.txt
[2025-12-25T20:25:47.167930] [INFO ] [sig       ] [1839/3552] Completed KRUS in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-25T20:25:47.167980] [INFO ] [sig       ] [1840/3552] Forecasting KRYS...
[2025-12-25T20:25:47.168034] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-25T20:25:47.168082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-25T20:25:47.180266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-25T20:25:47.180677] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-25T20:25:47.181467] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-25T20:25:47.181520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:47.181551] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:47.181596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:47.181656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:47.245876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:47.246694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:47.246777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:47.246810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:47.368343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:47.368484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:47.368522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:47.368550] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:47.372191] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: UP (p=78.28%)
[2025-12-25T20:25:47.372502] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-25T20:25:47.372657] [INFO ] [sig       ] KRYS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:47.512351] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KRYS.txt
[2025-12-25T20:25:47.512504] [INFO ] [sig       ] [1840/3552] Completed KRYS in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-25T20:25:47.512549] [INFO ] [sig       ] [1841/3552] Forecasting KSCP...
[2025-12-25T20:25:47.512598] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-25T20:25:47.512630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-25T20:25:47.523240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-25T20:25:47.523548] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-25T20:25:47.524327] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-25T20:25:47.524378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:47.524410] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:47.524436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:47.524493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:47.586234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:47.587173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:47.587272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:47.587308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:47.709841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:47.709989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:47.710029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:47.710057] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:47.713346] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-12-25T20:25:47.713659] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-25T20:25:47.713792] [INFO ] [sig       ] KSCP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:47.851015] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KSCP.txt
[2025-12-25T20:25:47.851129] [INFO ] [sig       ] [1841/3552] Completed KSCP in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-25T20:25:47.851167] [INFO ] [sig       ] [1842/3552] Forecasting KSPI...
[2025-12-25T20:25:47.851196] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-25T20:25:47.851225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-25T20:25:47.863139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-25T20:25:47.863594] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-25T20:25:47.864392] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-25T20:25:47.864448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:47.864481] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:47.864508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:47.864566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:47.923286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:47.924208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:47.924338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:47.924372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:48.044070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:48.044243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:48.044287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:48.044316] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:48.047941] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=6.10%)
[2025-12-25T20:25:48.048279] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-25T20:25:48.048419] [INFO ] [sig       ] KSPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:48.192057] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KSPI.txt
[2025-12-25T20:25:48.192236] [INFO ] [sig       ] [1842/3552] Completed KSPI in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-25T20:25:48.192286] [INFO ] [sig       ] [1843/3552] Forecasting KSS...
[2025-12-25T20:25:48.192319] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-25T20:25:48.192388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-25T20:25:48.204328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-25T20:25:48.204874] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-25T20:25:48.205870] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-25T20:25:48.205922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:48.205953] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:48.205979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:48.206036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:48.262670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:48.263259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:48.263337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:48.263369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:48.384656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:48.384814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:48.384853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:48.384881] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:48.388214] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-25T20:25:48.388485] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-25T20:25:48.388622] [INFO ] [sig       ] KSS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:48.526849] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KSS.txt
[2025-12-25T20:25:48.526977] [INFO ] [sig       ] [1843/3552] Completed KSS in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-25T20:25:48.527016] [INFO ] [sig       ] [1844/3552] Forecasting KTB...
[2025-12-25T20:25:48.527046] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-25T20:25:48.527075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-25T20:25:48.537961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-25T20:25:48.538285] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-25T20:25:48.539075] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-25T20:25:48.539126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:48.539185] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:48.539214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:48.539281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:48.594840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:48.595513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:48.595612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:48.595647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:48.720370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:48.720529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:48.720585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:48.720616] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:48.723968] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=68.93%)
[2025-12-25T20:25:48.724260] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-25T20:25:48.724390] [INFO ] [sig       ] KTB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:48.863236] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KTB.txt
[2025-12-25T20:25:48.863357] [INFO ] [sig       ] [1844/3552] Completed KTB in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-25T20:25:48.863396] [INFO ] [sig       ] [1845/3552] Forecasting KTCC...
[2025-12-25T20:25:48.863425] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-25T20:25:48.863454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-25T20:25:48.874770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-25T20:25:48.875128] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-25T20:25:48.876008] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-25T20:25:48.876065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:48.876097] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:48.876122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:48.876179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:48.932256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:48.932939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:48.933025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:48.933059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:49.041323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:49.041481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:49.041521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:49.041549] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:49.045034] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=34.71%)
[2025-12-25T20:25:49.045304] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-25T20:25:49.045424] [INFO ] [sig       ] KTCC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:49.183585] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KTCC.txt
[2025-12-25T20:25:49.183751] [INFO ] [sig       ] [1845/3552] Completed KTCC in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-25T20:25:49.183792] [INFO ] [sig       ] [1846/3552] Forecasting KTF...
[2025-12-25T20:25:49.183824] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-25T20:25:49.183898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-25T20:25:49.194418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-25T20:25:49.194782] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-25T20:25:49.195540] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-25T20:25:49.195610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:49.195644] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:49.195671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:49.195728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:49.252094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:49.252840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:49.252920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:49.252953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:49.374013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:49.374169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:49.374233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:49.374263] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:49.377691] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-25T20:25:49.377959] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-25T20:25:49.378080] [INFO ] [sig       ] KTF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:49.520687] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KTF.txt
[2025-12-25T20:25:49.520865] [INFO ] [sig       ] [1846/3552] Completed KTF in 0.3s | 2.86 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-25T20:25:49.520906] [INFO ] [sig       ] [1847/3552] Forecasting KURA...
[2025-12-25T20:25:49.520936] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-25T20:25:49.520967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-25T20:25:49.532364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-25T20:25:49.532719] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-25T20:25:49.533471] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-25T20:25:49.533522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:49.533554] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:49.533600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:49.533659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:49.589433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:49.590238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:49.590317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:49.590349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:49.710183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:49.710339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:49.710380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:49.710410] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:49.713747] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=93.93%)
[2025-12-25T20:25:49.714018] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-25T20:25:49.714140] [INFO ] [sig       ] KURA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:49.851664] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KURA.txt
[2025-12-25T20:25:49.851810] [INFO ] [sig       ] [1847/3552] Completed KURA in 0.3s | 2.86 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-25T20:25:49.851848] [INFO ] [sig       ] [1848/3552] Forecasting KVHI...
[2025-12-25T20:25:49.851877] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-25T20:25:49.851933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-25T20:25:49.862244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-25T20:25:49.862592] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-25T20:25:49.863335] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-25T20:25:49.863386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:49.863418] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:49.863444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:49.863502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:49.918936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:49.919639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:49.919718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:49.919750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:50.033123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:50.033277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:50.033318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:50.033351] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:50.036676] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: UP (p=68.05%)
[2025-12-25T20:25:50.036954] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-25T20:25:50.037078] [INFO ] [sig       ] KVHI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:50.175152] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KVHI.txt
[2025-12-25T20:25:50.175292] [INFO ] [sig       ] [1848/3552] Completed KVHI in 0.3s | 2.86 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-25T20:25:50.175330] [INFO ] [sig       ] [1849/3552] Forecasting KVUE...
[2025-12-25T20:25:50.175360] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-25T20:25:50.175391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-25T20:25:50.186042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-25T20:25:50.186358] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-25T20:25:50.187119] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-25T20:25:50.187170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:50.187231] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:50.187259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:50.187317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:50.246081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:50.246873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:50.246954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:50.246988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:50.361670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:50.361828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:50.361866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:50.361895] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:50.365219] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=32.42%)
[2025-12-25T20:25:50.365488] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-25T20:25:50.365626] [INFO ] [sig       ] KVUE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:50.503647] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KVUE.txt
[2025-12-25T20:25:50.503822] [INFO ] [sig       ] [1849/3552] Completed KVUE in 0.3s | 2.86 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-25T20:25:50.503863] [INFO ] [sig       ] [1850/3552] Forecasting KVYO...
[2025-12-25T20:25:50.503894] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-25T20:25:50.503924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-25T20:25:50.514884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-25T20:25:50.515267] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-25T20:25:50.516057] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-25T20:25:50.516109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:50.516158] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:50.516186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:50.516243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:50.572384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:50.573258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:50.573342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:50.573377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:50.695438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:50.695616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:50.695659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:50.695687] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:50.699066] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-12-25T20:25:50.699372] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-25T20:25:50.699501] [INFO ] [sig       ] KVYO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:50.838095] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KVYO.txt
[2025-12-25T20:25:50.838231] [INFO ] [sig       ] [1850/3552] Completed KVYO in 0.3s | 2.86 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-25T20:25:50.838271] [INFO ] [sig       ] [1851/3552] Forecasting KYN...
[2025-12-25T20:25:50.838300] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-25T20:25:50.838331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-25T20:25:50.849456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-25T20:25:50.849783] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-25T20:25:50.850539] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-25T20:25:50.850801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:50.850835] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:50.850861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:50.850918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:50.906358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:50.906979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:50.907055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:50.907087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:51.027678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:51.027870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:51.027922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:51.027957] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:51.031683] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-25T20:25:51.032011] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-25T20:25:51.032150] [INFO ] [sig       ] KYN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:51.172116] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KYN.txt
[2025-12-25T20:25:51.172255] [INFO ] [sig       ] [1851/3552] Completed KYN in 0.3s | 2.86 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-25T20:25:51.172305] [INFO ] [sig       ] [1852/3552] Forecasting KYTX...
[2025-12-25T20:25:51.172333] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-25T20:25:51.172365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-25T20:25:51.183755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-25T20:25:51.184171] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-25T20:25:51.184979] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-25T20:25:51.185031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:51.185062] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:51.185088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:51.185145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:51.241268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:51.242151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:51.242238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:51.242270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:51.360281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:51.360444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:51.360483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:51.360552] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:51.364038] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=11.95%)
[2025-12-25T20:25:51.364363] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-25T20:25:51.364498] [INFO ] [sig       ] KYTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:51.504031] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KYTX.txt
[2025-12-25T20:25:51.504169] [INFO ] [sig       ] [1852/3552] Completed KYTX in 0.3s | 2.86 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-25T20:25:51.504209] [INFO ] [sig       ] [1853/3552] Forecasting KZIA...
[2025-12-25T20:25:51.504238] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-25T20:25:51.504268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-25T20:25:51.514696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-25T20:25:51.514987] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-25T20:25:51.515747] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-25T20:25:51.515798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:51.515829] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:51.515856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:51.515914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:51.571663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:51.572248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:51.572324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:51.572356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:51.687613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:51.687748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:51.687786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:51.687815] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:51.691082] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=73.29%)
[2025-12-25T20:25:51.691353] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-25T20:25:51.691478] [INFO ] [sig       ] KZIA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:51.830791] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KZIA.txt
[2025-12-25T20:25:51.830917] [INFO ] [sig       ] [1853/3552] Completed KZIA in 0.3s | 2.86 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-25T20:25:51.830955] [INFO ] [sig       ] [1854/3552] Forecasting L...
[2025-12-25T20:25:51.830991] [INFO ] [sig       ] Generating forecast for: L
[2025-12-25T20:25:51.831021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-25T20:25:51.842229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-25T20:25:51.842525] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-25T20:25:51.843282] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-25T20:25:51.843333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:51.843364] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:51.843391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:51.843448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:51.899772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:51.900356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:51.900436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:51.900468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:52.016691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:52.016827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:52.016866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:52.016895] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:52.020187] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-25T20:25:52.020461] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-25T20:25:52.020599] [INFO ] [sig       ] L: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:52.158683] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/L.txt
[2025-12-25T20:25:52.158802] [INFO ] [sig       ] [1854/3552] Completed L in 0.3s | 2.86 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-25T20:25:52.158840] [INFO ] [sig       ] [1855/3552] Forecasting LAB...
[2025-12-25T20:25:52.158868] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-25T20:25:52.158898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-25T20:25:52.169700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-25T20:25:52.170011] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-25T20:25:52.170788] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-25T20:25:52.170839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:52.170871] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:52.170899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:52.170956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:52.226506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:52.227118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:52.227192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:52.227224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:52.346202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:52.346355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:52.346397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:52.346426] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:52.349745] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-12-25T20:25:52.350016] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-25T20:25:52.350136] [INFO ] [sig       ] LAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:52.488141] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LAB.txt
[2025-12-25T20:25:52.488261] [INFO ] [sig       ] [1855/3552] Completed LAB in 0.3s | 2.86 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-25T20:25:52.488300] [INFO ] [sig       ] [1856/3552] Forecasting LAC...
[2025-12-25T20:25:52.488330] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-25T20:25:52.488359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-25T20:25:52.499175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-25T20:25:52.499495] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-25T20:25:52.500266] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-25T20:25:52.500318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:52.500350] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:52.500376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:52.500435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:52.556384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:52.556997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:52.557074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:52.557106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:52.677368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:52.677505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:52.677542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:52.677587] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:52.680846] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=80.50%)
[2025-12-25T20:25:52.681116] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-25T20:25:52.681238] [INFO ] [sig       ] LAC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:52.818055] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LAC.txt
[2025-12-25T20:25:52.818167] [INFO ] [sig       ] [1856/3552] Completed LAC in 0.3s | 2.86 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-25T20:25:52.818205] [INFO ] [sig       ] [1857/3552] Forecasting LAD...
[2025-12-25T20:25:52.818235] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-25T20:25:52.818264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-25T20:25:52.829311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-25T20:25:52.829646] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-25T20:25:52.830403] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-25T20:25:52.830455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:52.830486] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:52.830512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:52.830592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:52.886992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:52.887615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:52.887694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:52.887726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:53.000898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:53.001036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:53.001074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:53.001118] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:53.004411] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=17.63%)
[2025-12-25T20:25:53.004715] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-25T20:25:53.004837] [INFO ] [sig       ] LAD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:53.142603] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LAD.txt
[2025-12-25T20:25:53.142748] [INFO ] [sig       ] [1857/3552] Completed LAD in 0.3s | 2.86 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-25T20:25:53.142788] [INFO ] [sig       ] [1858/3552] Forecasting LAES...
[2025-12-25T20:25:53.142818] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-25T20:25:53.142848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-25T20:25:53.153750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-25T20:25:53.154088] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-25T20:25:53.154870] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-25T20:25:53.154923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:53.154955] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:53.154982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:53.155040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:53.210539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:53.211382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:53.211467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:53.211500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:53.326094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:53.326256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:53.326297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:53.326328] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:53.330023] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: UP (p=80.92%)
[2025-12-25T20:25:53.330351] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-25T20:25:53.330495] [INFO ] [sig       ] LAES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:53.493837] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LAES.txt
[2025-12-25T20:25:53.494087] [INFO ] [sig       ] [1858/3552] Completed LAES in 0.4s | 2.86 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-25T20:25:53.494196] [INFO ] [sig       ] [1859/3552] Forecasting LAKE...
[2025-12-25T20:25:53.494254] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-25T20:25:53.494304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-25T20:25:53.509414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-25T20:25:53.509893] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-25T20:25:53.510917] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-25T20:25:53.510982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:53.511026] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:53.511063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:53.511144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:53.586828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:53.587948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:53.588104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:53.588167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:53.751321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:53.751515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:53.751567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:53.751629] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:53.756229] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2025-12-25T20:25:53.756665] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-25T20:25:53.756841] [INFO ] [sig       ] LAKE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:53.959481] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LAKE.txt
[2025-12-25T20:25:53.959725] [INFO ] [sig       ] [1859/3552] Completed LAKE in 0.5s | 2.86 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-25T20:25:53.959816] [INFO ] [sig       ] [1860/3552] Forecasting LAND...
[2025-12-25T20:25:53.959860] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-25T20:25:53.959902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-25T20:25:53.978543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-25T20:25:53.979099] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-25T20:25:53.980397] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-25T20:25:53.980473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:53.980526] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:53.980592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:53.980694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:54.071549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:54.072803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:54.072934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:54.072987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:54.223316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:54.223519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:54.223599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:54.223650] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:54.228893] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=54.52%)
[2025-12-25T20:25:54.229419] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-25T20:25:54.229652] [INFO ] [sig       ] LAND: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:54.388724] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LAND.txt
[2025-12-25T20:25:54.388910] [INFO ] [sig       ] [1860/3552] Completed LAND in 0.4s | 2.86 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-25T20:25:54.388950] [INFO ] [sig       ] [1861/3552] Forecasting LANDO...
[2025-12-25T20:25:54.388980] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-25T20:25:54.389010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-25T20:25:54.399666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-25T20:25:54.400090] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-25T20:25:54.400901] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-25T20:25:54.400953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:54.400984] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:54.401026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:54.401085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:54.456463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:54.457399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:54.457488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:54.457520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:54.592294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:54.592468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:54.592510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:54.592538] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:54.596839] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=74.78%)
[2025-12-25T20:25:54.597218] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-25T20:25:54.597367] [INFO ] [sig       ] LANDO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:54.774296] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LANDO.txt
[2025-12-25T20:25:54.774480] [INFO ] [sig       ] [1861/3552] Completed LANDO in 0.4s | 2.86 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-25T20:25:54.774530] [INFO ] [sig       ] [1862/3552] Forecasting LANDP...
[2025-12-25T20:25:54.774567] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-25T20:25:54.774626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-25T20:25:54.787142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-25T20:25:54.787662] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-25T20:25:54.788806] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-25T20:25:54.788874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:54.788922] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:54.788965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:54.789058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:54.850103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:54.851079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:54.851165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:54.851198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:54.969228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:54.969393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:54.969432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:54.969462] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:54.972886] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-25T20:25:54.973178] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-25T20:25:54.973308] [INFO ] [sig       ] LANDP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:55.115865] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LANDP.txt
[2025-12-25T20:25:55.116029] [INFO ] [sig       ] [1862/3552] Completed LANDP in 0.3s | 2.86 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-25T20:25:55.116104] [INFO ] [sig       ] [1863/3552] Forecasting LASE...
[2025-12-25T20:25:55.116138] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-25T20:25:55.116169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-25T20:25:55.128989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-25T20:25:55.129426] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-25T20:25:55.130239] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-25T20:25:55.130290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:55.130321] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:55.130348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:55.130405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:55.188317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:55.189209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:55.189295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:55.189327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:55.312047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:55.312205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:55.312246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:55.312275] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:55.316071] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=32.26%)
[2025-12-25T20:25:55.316351] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-25T20:25:55.316477] [INFO ] [sig       ] LASE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:55.458532] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LASE.txt
[2025-12-25T20:25:55.458698] [INFO ] [sig       ] [1863/3552] Completed LASE in 0.3s | 2.86 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-25T20:25:55.458738] [INFO ] [sig       ] [1864/3552] Forecasting LAZ...
[2025-12-25T20:25:55.458768] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-25T20:25:55.458797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-25T20:25:55.470435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-25T20:25:55.470777] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-25T20:25:55.471547] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-25T20:25:55.471629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:55.471661] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:55.471688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:55.471745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:55.529259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:55.530111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:55.530193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:55.530226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:55.653988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:55.654140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:55.654181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:55.654209] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:55.657516] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=45.90%)
[2025-12-25T20:25:55.657803] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-25T20:25:55.657926] [INFO ] [sig       ] LAZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:55.797137] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LAZ.txt
[2025-12-25T20:25:55.797310] [INFO ] [sig       ] [1864/3552] Completed LAZ in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-25T20:25:55.797352] [INFO ] [sig       ] [1865/3552] Forecasting LBRDA...
[2025-12-25T20:25:55.797383] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-25T20:25:55.797454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-25T20:25:55.808359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-25T20:25:55.808736] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-25T20:25:55.809594] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-25T20:25:55.809648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:55.809679] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:55.809705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:55.809764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:55.868081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:55.868937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:55.869019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:55.869053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:55.991442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:55.991606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:55.991650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:55.991679] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:55.995261] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=27.34%)
[2025-12-25T20:25:55.995537] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-25T20:25:55.995678] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:56.138988] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LBRDA.txt
[2025-12-25T20:25:56.139120] [INFO ] [sig       ] [1865/3552] Completed LBRDA in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-25T20:25:56.139182] [INFO ] [sig       ] [1866/3552] Forecasting LBRDK...
[2025-12-25T20:25:56.139213] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-25T20:25:56.139241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-25T20:25:56.149839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-25T20:25:56.150168] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-25T20:25:56.150977] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-25T20:25:56.151055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:56.151088] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:56.151115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:56.151173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:56.207694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:56.208331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:56.208406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:56.208437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:56.331256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:56.331412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:56.331452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:56.331481] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:56.334978] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: DOWN (p=25.79%)
[2025-12-25T20:25:56.335269] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-25T20:25:56.335400] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:56.475520] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LBRDK.txt
[2025-12-25T20:25:56.475690] [INFO ] [sig       ] [1866/3552] Completed LBRDK in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-25T20:25:56.475732] [INFO ] [sig       ] [1867/3552] Forecasting LBTYA...
[2025-12-25T20:25:56.475789] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-25T20:25:56.475818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-25T20:25:56.487118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-25T20:25:56.487529] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-25T20:25:56.488318] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-25T20:25:56.488370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:56.488402] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:56.488429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:56.488486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:56.545044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:56.545924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:56.546012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:56.546044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:56.667490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:56.667658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:56.667700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:56.667730] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:56.671155] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=54.46%)
[2025-12-25T20:25:56.671453] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-25T20:25:56.671624] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:56.813443] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LBTYA.txt
[2025-12-25T20:25:56.813608] [INFO ] [sig       ] [1867/3552] Completed LBTYA in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-25T20:25:56.813651] [INFO ] [sig       ] [1868/3552] Forecasting LBTYK...
[2025-12-25T20:25:56.813680] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-25T20:25:56.813711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-25T20:25:56.824552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-25T20:25:56.824988] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-25T20:25:56.825809] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-25T20:25:56.825862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:56.825895] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:56.825923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:56.825991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:56.885447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:56.886283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:56.886366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:56.886400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:57.012333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:57.012496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:57.012541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:57.012607] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:57.016272] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=85.58%)
[2025-12-25T20:25:57.016566] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-25T20:25:57.016713] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:57.160112] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LBTYK.txt
[2025-12-25T20:25:57.160247] [INFO ] [sig       ] [1868/3552] Completed LBTYK in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-25T20:25:57.160286] [INFO ] [sig       ] [1869/3552] Forecasting LC...
[2025-12-25T20:25:57.160317] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-25T20:25:57.160347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-25T20:25:57.171987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-25T20:25:57.172418] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-25T20:25:57.173310] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-25T20:25:57.173365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:57.173398] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:57.173424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:57.173483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:57.243601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:57.244529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:57.244634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:57.244669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:57.367698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:57.367854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:57.367934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:57.367965] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:57.371415] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=83.79%)
[2025-12-25T20:25:57.371717] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-25T20:25:57.371847] [INFO ] [sig       ] LC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:57.511789] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LC.txt
[2025-12-25T20:25:57.511960] [INFO ] [sig       ] [1869/3552] Completed LC in 0.4s | 2.86 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-25T20:25:57.512007] [INFO ] [sig       ] [1870/3552] Forecasting LCFY...
[2025-12-25T20:25:57.512039] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-25T20:25:57.512102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-25T20:25:57.524469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-25T20:25:57.524911] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-25T20:25:57.525716] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-25T20:25:57.525770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:57.525802] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:57.525831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:57.525889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:57.588237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:57.589088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:57.589200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:57.589237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:57.701491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:57.701669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:57.701712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:57.701740] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:57.705519] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-12-25T20:25:57.705817] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-25T20:25:57.705947] [INFO ] [sig       ] LCFY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:57.852986] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LCFY.txt
[2025-12-25T20:25:57.853167] [INFO ] [sig       ] [1870/3552] Completed LCFY in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-25T20:25:57.853231] [INFO ] [sig       ] [1871/3552] Forecasting LCID...
[2025-12-25T20:25:57.853299] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-25T20:25:57.853332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-25T20:25:57.864756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-25T20:25:57.865146] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-25T20:25:57.865973] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-25T20:25:57.866026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:57.866058] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:57.866094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:57.866161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:57.926047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:57.926918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:57.927005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:57.927039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:58.052510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:58.052882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:58.052926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:58.052955] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:58.056610] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-25T20:25:58.056898] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-25T20:25:58.057033] [INFO ] [sig       ] LCID: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:25:58.196965] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LCID.txt
[2025-12-25T20:25:58.197104] [INFO ] [sig       ] [1871/3552] Completed LCID in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-25T20:25:58.197145] [INFO ] [sig       ] [1872/3552] Forecasting LCII...
[2025-12-25T20:25:58.197176] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-25T20:25:58.197208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-25T20:25:58.213229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-25T20:25:58.213808] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-25T20:25:58.214985] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-25T20:25:58.215060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:58.215112] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:58.215159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:58.215269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:58.288142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:58.289092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:58.289223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:58.289264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:58.417298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:58.417455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:58.417496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:58.417526] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:58.421008] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=5.60%)
[2025-12-25T20:25:58.421279] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-25T20:25:58.421401] [INFO ] [sig       ] LCII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:58.559972] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LCII.txt
[2025-12-25T20:25:58.560121] [INFO ] [sig       ] [1872/3552] Completed LCII in 0.4s | 2.86 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-25T20:25:58.560163] [INFO ] [sig       ] [1873/3552] Forecasting LCNB...
[2025-12-25T20:25:58.560219] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-25T20:25:58.560278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-25T20:25:58.570990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-25T20:25:58.571344] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-25T20:25:58.572233] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-25T20:25:58.572285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:58.572317] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:58.572344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:58.572402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:58.628055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:58.628843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:58.628923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:58.628956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:58.736048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:58.736206] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:25:58.736245] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:58.736274] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:58.739653] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=17.12%)
[2025-12-25T20:25:58.739929] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-25T20:25:58.740050] [INFO ] [sig       ] LCNB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:58.882459] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LCNB.txt
[2025-12-25T20:25:58.882653] [INFO ] [sig       ] [1873/3552] Completed LCNB in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-25T20:25:58.882724] [INFO ] [sig       ] [1874/3552] Forecasting LDI...
[2025-12-25T20:25:58.882756] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-25T20:25:58.882787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-25T20:25:58.893893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-25T20:25:58.894278] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-25T20:25:58.895067] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-25T20:25:58.895133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:58.895165] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:58.895192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:58.895249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:58.951109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:58.952016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:58.952108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:58.952143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:59.068931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:59.069090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:59.069129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:59.069182] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:59.072516] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=38.72%)
[2025-12-25T20:25:59.072803] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-25T20:25:59.072925] [INFO ] [sig       ] LDI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:59.211188] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LDI.txt
[2025-12-25T20:25:59.211324] [INFO ] [sig       ] [1874/3552] Completed LDI in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-25T20:25:59.211363] [INFO ] [sig       ] [1875/3552] Forecasting LDOS...
[2025-12-25T20:25:59.211393] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-25T20:25:59.211422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-25T20:25:59.223034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-25T20:25:59.223332] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-25T20:25:59.224090] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-25T20:25:59.224142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:59.224172] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:59.224198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:59.224257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:59.280521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:59.281381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:59.281465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:59.281498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:59.397402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:59.397558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:59.397616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:59.397647] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:59.401021] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2025-12-25T20:25:59.401299] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-25T20:25:59.401425] [INFO ] [sig       ] LDOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:59.540901] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LDOS.txt
[2025-12-25T20:25:59.541058] [INFO ] [sig       ] [1875/3552] Completed LDOS in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-25T20:25:59.541099] [INFO ] [sig       ] [1876/3552] Forecasting LDP...
[2025-12-25T20:25:59.541129] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-25T20:25:59.541158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-25T20:25:59.552473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-25T20:25:59.552909] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-25T20:25:59.553749] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-25T20:25:59.553802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:59.553833] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:59.553859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:59.553948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:59.612309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:59.613242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:59.613332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:59.613370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:25:59.740169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:25:59.740327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:25:59.740375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:25:59.740407] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:25:59.743927] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=44.89%)
[2025-12-25T20:25:59.744212] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-25T20:25:59.744342] [INFO ] [sig       ] LDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:25:59.886074] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LDP.txt
[2025-12-25T20:25:59.886212] [INFO ] [sig       ] [1876/3552] Completed LDP in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-25T20:25:59.886251] [INFO ] [sig       ] [1877/3552] Forecasting LDSF...
[2025-12-25T20:25:59.886281] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-25T20:25:59.886310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-25T20:25:59.896902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-25T20:25:59.897254] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-25T20:25:59.898027] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-25T20:25:59.898079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:25:59.898110] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:25:59.898136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:25:59.898194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:25:59.954116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:25:59.954841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:25:59.954922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:25:59.954954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:00.069411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:00.069600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:00.069641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:00.069671] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:00.073135] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=75.47%)
[2025-12-25T20:26:00.073422] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-25T20:26:00.073554] [INFO ] [sig       ] LDSF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:00.216214] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LDSF.txt
[2025-12-25T20:26:00.216360] [INFO ] [sig       ] [1877/3552] Completed LDSF in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-25T20:26:00.216400] [INFO ] [sig       ] [1878/3552] Forecasting LE...
[2025-12-25T20:26:00.216432] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-25T20:26:00.216462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-25T20:26:00.227591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-25T20:26:00.227934] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-25T20:26:00.228696] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-25T20:26:00.228748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:00.228778] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:00.228804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:00.228862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:00.287299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:00.288358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:00.288449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:00.288481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:00.413974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:00.414132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:00.414172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:00.414200] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:00.417642] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=8.25%)
[2025-12-25T20:26:00.417925] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-25T20:26:00.418053] [INFO ] [sig       ] LE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:00.560437] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LE.txt
[2025-12-25T20:26:00.560625] [INFO ] [sig       ] [1878/3552] Completed LE in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-25T20:26:00.560676] [INFO ] [sig       ] [1879/3552] Forecasting LEA...
[2025-12-25T20:26:00.560709] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-25T20:26:00.560764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-25T20:26:00.574173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-25T20:26:00.574632] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-25T20:26:00.575443] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-25T20:26:00.575496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:00.575532] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:00.575566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:00.575660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:00.635176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:00.636088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:00.636174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:00.636207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:00.754721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:00.754878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:00.754918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:00.754948] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:00.758343] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=44.87%)
[2025-12-25T20:26:00.758696] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-25T20:26:00.758825] [INFO ] [sig       ] LEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:00.899674] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LEA.txt
[2025-12-25T20:26:00.899825] [INFO ] [sig       ] [1879/3552] Completed LEA in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-25T20:26:00.899893] [INFO ] [sig       ] [1880/3552] Forecasting LECO...
[2025-12-25T20:26:00.899925] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-25T20:26:00.899960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-25T20:26:00.911065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-25T20:26:00.911390] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-25T20:26:00.912192] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-25T20:26:00.912245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:00.912276] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:00.912303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:00.912360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:00.968886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:00.969606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:00.969701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:00.969739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:01.087611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:01.087784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:01.087824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:01.087852] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:01.091303] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-12-25T20:26:01.091623] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-25T20:26:01.091757] [INFO ] [sig       ] LECO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:01.232929] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LECO.txt
[2025-12-25T20:26:01.233070] [INFO ] [sig       ] [1880/3552] Completed LECO in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-25T20:26:01.233109] [INFO ] [sig       ] [1881/3552] Forecasting LEG...
[2025-12-25T20:26:01.233138] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-25T20:26:01.233168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-25T20:26:01.244084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-25T20:26:01.244397] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-25T20:26:01.245191] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-25T20:26:01.245242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:01.245274] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:01.245300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:01.245357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:01.302903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:01.303857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:01.303944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:01.303976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:01.425744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:01.425923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:01.425963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:01.425992] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:01.429354] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=19.51%)
[2025-12-25T20:26:01.429673] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-25T20:26:01.429811] [INFO ] [sig       ] LEG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:01.576513] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LEG.txt
[2025-12-25T20:26:01.576702] [INFO ] [sig       ] [1881/3552] Completed LEG in 0.3s | 2.86 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-25T20:26:01.576744] [INFO ] [sig       ] [1882/3552] Forecasting LEGH...
[2025-12-25T20:26:01.576774] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-25T20:26:01.576804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-25T20:26:01.587878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-25T20:26:01.588287] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-25T20:26:01.589100] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-25T20:26:01.589180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:01.589212] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:01.589238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:01.589295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:01.645328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:01.646315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:01.646409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:01.646441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:01.773433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:01.773639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:01.773700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:01.773744] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:01.778622] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=87.52%)
[2025-12-25T20:26:01.778941] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-25T20:26:01.779086] [INFO ] [sig       ] LEGH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:01.923519] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LEGH.txt
[2025-12-25T20:26:01.923733] [INFO ] [sig       ] [1882/3552] Completed LEGH in 0.3s | 2.86 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-25T20:26:01.923786] [INFO ] [sig       ] [1883/3552] Forecasting LEGN...
[2025-12-25T20:26:01.923864] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-25T20:26:01.923910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-25T20:26:01.934894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-25T20:26:01.935337] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-25T20:26:01.936121] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-25T20:26:01.936174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:01.936206] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:01.936233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:01.936290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:01.994944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:01.995893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:01.995981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:01.996014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:02.122753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:02.122909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:02.122950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:02.122979] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:02.126492] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=17.38%)
[2025-12-25T20:26:02.126805] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-25T20:26:02.126937] [INFO ] [sig       ] LEGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:02.271897] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LEGN.txt
[2025-12-25T20:26:02.272051] [INFO ] [sig       ] [1883/3552] Completed LEGN in 0.3s | 2.86 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-25T20:26:02.272092] [INFO ] [sig       ] [1884/3552] Forecasting LEN...
[2025-12-25T20:26:02.272122] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-25T20:26:02.272152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-25T20:26:02.284471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-25T20:26:02.284826] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-25T20:26:02.285589] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-25T20:26:02.285659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:02.285693] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:02.285719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:02.285777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:02.344083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:02.344852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:02.344932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:02.344965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:02.469996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:02.470156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:02.470195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:02.470223] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:02.473587] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=78.47%)
[2025-12-25T20:26:02.473865] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-25T20:26:02.473991] [INFO ] [sig       ] LEN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:02.616437] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LEN.txt
[2025-12-25T20:26:02.616590] [INFO ] [sig       ] [1884/3552] Completed LEN in 0.3s | 2.86 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-25T20:26:02.616632] [INFO ] [sig       ] [1885/3552] Forecasting LENZ...
[2025-12-25T20:26:02.616665] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-25T20:26:02.616720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-25T20:26:02.627849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-25T20:26:02.628235] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-25T20:26:02.629003] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-25T20:26:02.629055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:02.629101] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:02.629128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:02.629216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:02.690427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:02.691314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:02.691399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:02.691433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:02.815679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:02.815856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:02.815895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:02.815923] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:02.819505] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=52.31%)
[2025-12-25T20:26:02.819862] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-25T20:26:02.820010] [INFO ] [sig       ] LENZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:02.962019] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LENZ.txt
[2025-12-25T20:26:02.962179] [INFO ] [sig       ] [1885/3552] Completed LENZ in 0.3s | 2.86 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-25T20:26:02.962219] [INFO ] [sig       ] [1886/3552] Forecasting LEO...
[2025-12-25T20:26:02.962248] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-25T20:26:02.962307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-25T20:26:02.973274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-25T20:26:02.973678] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-25T20:26:02.974449] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-25T20:26:02.974502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:02.974532] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:02.974559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:02.974645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:03.030835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:03.031716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:03.031819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:03.031853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:03.170595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:03.170754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:03.170794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:03.170823] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:03.174178] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=14.15%)
[2025-12-25T20:26:03.174452] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-25T20:26:03.174604] [INFO ] [sig       ] LEO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:03.313635] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LEO.txt
[2025-12-25T20:26:03.313791] [INFO ] [sig       ] [1886/3552] Completed LEO in 0.4s | 2.86 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-25T20:26:03.313831] [INFO ] [sig       ] [1887/3552] Forecasting LESL...
[2025-12-25T20:26:03.313886] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-25T20:26:03.313918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-25T20:26:03.324653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-25T20:26:03.325046] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-25T20:26:03.325845] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-25T20:26:03.325898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:03.325930] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:03.325956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:03.326018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:03.383148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:03.384058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:03.384162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:03.384194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:03.505357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:03.505512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:03.505551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:03.505600] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:03.508953] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: UP (p=78.50%)
[2025-12-25T20:26:03.509252] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-25T20:26:03.509375] [INFO ] [sig       ] LESL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:03.647502] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LESL.txt
[2025-12-25T20:26:03.647657] [INFO ] [sig       ] [1887/3552] Completed LESL in 0.3s | 2.86 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-25T20:26:03.647728] [INFO ] [sig       ] [1888/3552] Forecasting LEVI...
[2025-12-25T20:26:03.647760] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-25T20:26:03.647790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-25T20:26:03.658641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-25T20:26:03.658972] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-25T20:26:03.659812] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-25T20:26:03.659865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:03.659896] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:03.659922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:03.659980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:03.716113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:03.716790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:03.716870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:03.716902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:03.838704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:03.838868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:03.838907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:03.838935] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:03.842380] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=22.00%)
[2025-12-25T20:26:03.842713] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-25T20:26:03.842847] [INFO ] [sig       ] LEVI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:03.984905] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LEVI.txt
[2025-12-25T20:26:03.985041] [INFO ] [sig       ] [1888/3552] Completed LEVI in 0.3s | 2.86 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-25T20:26:03.985088] [INFO ] [sig       ] [1889/3552] Forecasting LFMD...
[2025-12-25T20:26:03.985120] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-25T20:26:03.985178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-25T20:26:03.995796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-25T20:26:03.996113] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-25T20:26:03.996870] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-25T20:26:03.996922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:03.996953] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:03.996980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:03.997037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:04.053283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:04.053938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:04.054029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:04.054063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:04.174418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:04.174597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:04.174637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:04.174665] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:04.178112] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-25T20:26:04.178384] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-25T20:26:04.178507] [INFO ] [sig       ] LFMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:04.317961] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LFMD.txt
[2025-12-25T20:26:04.318111] [INFO ] [sig       ] [1889/3552] Completed LFMD in 0.3s | 2.86 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-25T20:26:04.318179] [INFO ] [sig       ] [1890/3552] Forecasting LFUS...
[2025-12-25T20:26:04.318236] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-25T20:26:04.318267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-25T20:26:04.328800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-25T20:26:04.329129] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-25T20:26:04.329920] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-25T20:26:04.329973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:04.330005] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:04.330031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:04.330089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:04.387071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:04.387808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:04.387887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:04.387920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:04.509245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:04.509397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:04.509437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:04.509466] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:04.512781] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=33.94%)
[2025-12-25T20:26:04.513055] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-25T20:26:04.513194] [INFO ] [sig       ] LFUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:04.652191] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LFUS.txt
[2025-12-25T20:26:04.652342] [INFO ] [sig       ] [1890/3552] Completed LFUS in 0.3s | 2.86 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-25T20:26:04.652382] [INFO ] [sig       ] [1891/3552] Forecasting LFVN...
[2025-12-25T20:26:04.652442] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-25T20:26:04.652475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-25T20:26:04.663476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-25T20:26:04.663809] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-25T20:26:04.664550] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-25T20:26:04.664630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:04.664662] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:04.664689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:04.664747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:04.724122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:04.724825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:04.724902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:04.724934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:04.846532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:04.846702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:04.846743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:04.846771] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:04.850309] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2025-12-25T20:26:04.850618] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-25T20:26:04.850746] [INFO ] [sig       ] LFVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:04.995111] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LFVN.txt
[2025-12-25T20:26:04.995249] [INFO ] [sig       ] [1891/3552] Completed LFVN in 0.3s | 2.86 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-25T20:26:04.995289] [INFO ] [sig       ] [1892/3552] Forecasting LGCL...
[2025-12-25T20:26:04.995318] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-25T20:26:04.995349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-25T20:26:05.005669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-25T20:26:05.006028] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-25T20:26:05.006848] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-25T20:26:05.006902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:05.006934] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:05.006964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:05.007024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:05.065564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:05.066252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:05.066331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:05.066365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:05.176523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:05.176704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:05.176761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:05.176790] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:05.180180] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=45.36%)
[2025-12-25T20:26:05.180460] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-25T20:26:05.180602] [INFO ] [sig       ] LGCL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:05.320157] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LGCL.txt
[2025-12-25T20:26:05.320299] [INFO ] [sig       ] [1892/3552] Completed LGCL in 0.3s | 2.86 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-25T20:26:05.320339] [INFO ] [sig       ] [1893/3552] Forecasting LGI...
[2025-12-25T20:26:05.320369] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-25T20:26:05.320399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-25T20:26:05.330671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-25T20:26:05.331000] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-25T20:26:05.331809] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-25T20:26:05.331861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:05.331892] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:05.331944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:05.332002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:05.389401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:05.390080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:05.390161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:05.390193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:05.515960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:05.516144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:05.516187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:05.516217] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:05.519547] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=84.46%)
[2025-12-25T20:26:05.519847] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-25T20:26:05.519972] [INFO ] [sig       ] LGI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:05.659990] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LGI.txt
[2025-12-25T20:26:05.660157] [INFO ] [sig       ] [1893/3552] Completed LGI in 0.3s | 2.86 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-25T20:26:05.660199] [INFO ] [sig       ] [1894/3552] Forecasting LGIH...
[2025-12-25T20:26:05.660230] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-25T20:26:05.660261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-25T20:26:05.670806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-25T20:26:05.671131] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-25T20:26:05.671909] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-25T20:26:05.671960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:05.671991] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:05.672018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:05.672075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:05.729598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:05.730425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:05.730529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:05.730564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:05.848317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:05.848471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:05.848534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:05.848564] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:05.852029] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=30.28%)
[2025-12-25T20:26:05.852304] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-25T20:26:05.852428] [INFO ] [sig       ] LGIH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:05.992469] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LGIH.txt
[2025-12-25T20:26:05.992655] [INFO ] [sig       ] [1894/3552] Completed LGIH in 0.3s | 2.86 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-25T20:26:05.992698] [INFO ] [sig       ] [1895/3552] Forecasting LGND...
[2025-12-25T20:26:05.992729] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-25T20:26:05.992758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-25T20:26:06.003492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-25T20:26:06.003845] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-25T20:26:06.004627] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-25T20:26:06.004679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:06.004710] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:06.004738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:06.004796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:06.061424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:06.062170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:06.062249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:06.062281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:06.180038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:06.180194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:06.180235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:06.180264] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:06.183661] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: DOWN (p=44.96%)
[2025-12-25T20:26:06.183942] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-25T20:26:06.184065] [INFO ] [sig       ] LGND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:06.332058] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LGND.txt
[2025-12-25T20:26:06.332232] [INFO ] [sig       ] [1895/3552] Completed LGND in 0.3s | 2.86 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-25T20:26:06.332304] [INFO ] [sig       ] [1896/3552] Forecasting LH...
[2025-12-25T20:26:06.332338] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-25T20:26:06.332374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-25T20:26:06.346589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-25T20:26:06.346989] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-25T20:26:06.347924] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-25T20:26:06.347985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:06.348051] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:06.348083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:06.348142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:06.410371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:06.411288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:06.411373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:06.411409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:06.536969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:06.537121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:06.537160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:06.537188] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:06.540708] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=32.90%)
[2025-12-25T20:26:06.540985] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-25T20:26:06.541113] [INFO ] [sig       ] LH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:06.681058] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LH.txt
[2025-12-25T20:26:06.681229] [INFO ] [sig       ] [1896/3552] Completed LH in 0.3s | 2.86 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-25T20:26:06.681270] [INFO ] [sig       ] [1897/3552] Forecasting LHX...
[2025-12-25T20:26:06.681300] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-25T20:26:06.681330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-25T20:26:06.693659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-25T20:26:06.694078] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-25T20:26:06.694989] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-25T20:26:06.695044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:06.695077] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:06.695103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:06.695161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:06.760906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:06.761865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:06.761958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:06.761991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:06.893840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:06.894001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:06.894054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:06.894096] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:06.897972] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=70.67%)
[2025-12-25T20:26:06.898290] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-25T20:26:06.898427] [INFO ] [sig       ] LHX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:07.059288] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LHX.txt
[2025-12-25T20:26:07.059459] [INFO ] [sig       ] [1897/3552] Completed LHX in 0.4s | 2.86 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-25T20:26:07.059534] [INFO ] [sig       ] [1898/3552] Forecasting LI...
[2025-12-25T20:26:07.059583] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-25T20:26:07.059630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-25T20:26:07.071394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-25T20:26:07.071813] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-25T20:26:07.072689] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-25T20:26:07.072744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:07.072778] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:07.072817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:07.072894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:07.142939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:07.143944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:07.144029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:07.144062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:07.279048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:07.279238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:07.279281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:07.279311] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:07.283122] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: UP (p=94.56%)
[2025-12-25T20:26:07.283444] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-25T20:26:07.283609] [INFO ] [sig       ] LI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:07.430747] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LI.txt
[2025-12-25T20:26:07.430918] [INFO ] [sig       ] [1898/3552] Completed LI in 0.4s | 2.86 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-25T20:26:07.430959] [INFO ] [sig       ] [1899/3552] Forecasting LICN...
[2025-12-25T20:26:07.430990] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-25T20:26:07.431019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-25T20:26:07.441705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-25T20:26:07.442054] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-25T20:26:07.442857] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-25T20:26:07.442910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:07.442941] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:07.442967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:07.443025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:07.499160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:07.500018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:07.500103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:07.500135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:07.617166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:07.617321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:07.617360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:07.617388] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:07.620762] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2025-12-25T20:26:07.621062] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-25T20:26:07.621193] [INFO ] [sig       ] LICN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:07.759184] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LICN.txt
[2025-12-25T20:26:07.759322] [INFO ] [sig       ] [1899/3552] Completed LICN in 0.3s | 2.86 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-25T20:26:07.759362] [INFO ] [sig       ] [1900/3552] Forecasting LIF...
[2025-12-25T20:26:07.759391] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-25T20:26:07.759427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-25T20:26:07.770506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-25T20:26:07.770874] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-25T20:26:07.771644] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-25T20:26:07.771696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:07.771754] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:07.771783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:07.771841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:07.828443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:07.829092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:07.829186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:07.829219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:07.953332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:07.953488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:07.953527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:07.953555] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:07.957050] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: DOWN (p=23.06%)
[2025-12-25T20:26:07.957334] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-25T20:26:07.957465] [INFO ] [sig       ] LIF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:08.096261] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LIF.txt
[2025-12-25T20:26:08.096399] [INFO ] [sig       ] [1900/3552] Completed LIF in 0.3s | 2.86 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-25T20:26:08.096437] [INFO ] [sig       ] [1901/3552] Forecasting LII...
[2025-12-25T20:26:08.096467] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-25T20:26:08.096497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-25T20:26:08.107689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-25T20:26:08.107974] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-25T20:26:08.108738] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-25T20:26:08.108795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:08.108828] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:08.108854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:08.108912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:08.164513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:08.165117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:08.165192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:08.165224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:08.293246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:08.293356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:08.293391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:08.293418] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:08.296566] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-25T20:26:08.296849] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-25T20:26:08.296969] [INFO ] [sig       ] LII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:08.434214] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LII.txt
[2025-12-25T20:26:08.434332] [INFO ] [sig       ] [1901/3552] Completed LII in 0.3s | 2.86 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-25T20:26:08.434370] [INFO ] [sig       ] [1902/3552] Forecasting LILA...
[2025-12-25T20:26:08.434401] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-25T20:26:08.434429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-25T20:26:08.445054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-25T20:26:08.445428] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-25T20:26:08.446200] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-25T20:26:08.446252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:08.446283] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:08.446309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:08.446367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:08.502433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:08.503285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:08.503372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:08.503403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:08.621962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:08.622112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:08.622152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:08.622181] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:08.625538] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: UP (p=82.07%)
[2025-12-25T20:26:08.625834] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-25T20:26:08.625959] [INFO ] [sig       ] LILA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:08.770366] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LILA.txt
[2025-12-25T20:26:08.770502] [INFO ] [sig       ] [1902/3552] Completed LILA in 0.3s | 2.86 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-25T20:26:08.770552] [INFO ] [sig       ] [1903/3552] Forecasting LILAK...
[2025-12-25T20:26:08.770601] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-25T20:26:08.770654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-25T20:26:08.781538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-25T20:26:08.781875] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-25T20:26:08.782646] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-25T20:26:08.782698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:08.782729] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:08.782758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:08.782817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:08.839326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:08.839926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:08.840025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:08.840059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:08.961903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:08.962044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:08.962084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:08.962140] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:08.965429] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2025-12-25T20:26:08.965717] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-25T20:26:08.965840] [INFO ] [sig       ] LILAK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:09.104497] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LILAK.txt
[2025-12-25T20:26:09.104631] [INFO ] [sig       ] [1903/3552] Completed LILAK in 0.3s | 2.86 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-25T20:26:09.104672] [INFO ] [sig       ] [1904/3552] Forecasting LIN...
[2025-12-25T20:26:09.104701] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-25T20:26:09.104731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-25T20:26:09.115344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-25T20:26:09.115650] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-25T20:26:09.116394] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-25T20:26:09.116445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:09.116477] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:09.116503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:09.116561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:09.172806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:09.173401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:09.173479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:09.173511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:09.289693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:09.289847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:09.289888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:09.289918] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:09.293208] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2025-12-25T20:26:09.293481] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-25T20:26:09.293622] [INFO ] [sig       ] LIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:09.429816] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LIN.txt
[2025-12-25T20:26:09.429931] [INFO ] [sig       ] [1904/3552] Completed LIN in 0.3s | 2.86 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-25T20:26:09.429969] [INFO ] [sig       ] [1905/3552] Forecasting LINC...
[2025-12-25T20:26:09.429998] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-25T20:26:09.430026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-25T20:26:09.441489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-25T20:26:09.441920] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-25T20:26:09.442835] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-25T20:26:09.442891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:09.442922] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:09.442948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:09.443007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:09.501272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:09.502188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:09.502276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:09.502308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:09.618390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:09.618556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:09.618631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:09.618666] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:09.622492] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=79.55%)
[2025-12-25T20:26:09.622847] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-25T20:26:09.623002] [INFO ] [sig       ] LINC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:09.781455] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LINC.txt
[2025-12-25T20:26:09.781675] [INFO ] [sig       ] [1905/3552] Completed LINC in 0.4s | 2.86 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-25T20:26:09.781728] [INFO ] [sig       ] [1906/3552] Forecasting LIND...
[2025-12-25T20:26:09.781762] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-25T20:26:09.781794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-25T20:26:09.792776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-25T20:26:09.793136] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-25T20:26:09.793928] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-25T20:26:09.793981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:09.794013] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:09.794040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:09.794099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:09.850556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:09.851285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:09.851365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:09.851398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:09.974668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:09.974841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:09.974882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:09.974911] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:09.978344] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: UP (p=77.56%)
[2025-12-25T20:26:09.978657] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-25T20:26:09.978782] [INFO ] [sig       ] LIND: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:10.118532] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LIND.txt
[2025-12-25T20:26:10.118707] [INFO ] [sig       ] [1906/3552] Completed LIND in 0.3s | 2.86 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-25T20:26:10.118791] [INFO ] [sig       ] [1907/3552] Forecasting LINE...
[2025-12-25T20:26:10.118848] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-25T20:26:10.118880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-25T20:26:10.129682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-25T20:26:10.130026] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-25T20:26:10.130837] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-25T20:26:10.130889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:10.130920] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:10.130947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:10.131018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:10.188629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:10.189400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:10.189482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:10.189515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:10.311461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:10.311663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:10.311707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:10.311735] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:10.315049] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: UP (p=65.80%)
[2025-12-25T20:26:10.315327] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-25T20:26:10.315449] [INFO ] [sig       ] LINE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:10.457916] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LINE.txt
[2025-12-25T20:26:10.458059] [INFO ] [sig       ] [1907/3552] Completed LINE in 0.3s | 2.86 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-25T20:26:10.458103] [INFO ] [sig       ] [1908/3552] Forecasting LINK...
[2025-12-25T20:26:10.458142] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-25T20:26:10.458200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-25T20:26:10.468550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-25T20:26:10.468950] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-25T20:26:10.469801] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-25T20:26:10.469867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:10.469903] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:10.469930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:10.469990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:10.527416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:10.528146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:10.528225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:10.528257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:10.641979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:10.642132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:10.642172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:10.642200] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:10.645500] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-12-25T20:26:10.645786] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-25T20:26:10.645910] [INFO ] [sig       ] LINK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:10.786702] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LINK.txt
[2025-12-25T20:26:10.786916] [INFO ] [sig       ] [1908/3552] Completed LINK in 0.3s | 2.86 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-25T20:26:10.786965] [INFO ] [sig       ] [1909/3552] Forecasting LITE...
[2025-12-25T20:26:10.787004] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-25T20:26:10.787034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-25T20:26:10.798357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-25T20:26:10.798767] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-25T20:26:10.799648] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-25T20:26:10.799723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:10.799761] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:10.799790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:10.799854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:10.858232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:10.859237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:10.859318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:10.859353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:10.986595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:10.986750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:10.986791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:10.986822] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:10.990209] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=75.61%)
[2025-12-25T20:26:10.990482] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-25T20:26:10.990625] [INFO ] [sig       ] LITE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:11.133267] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LITE.txt
[2025-12-25T20:26:11.133409] [INFO ] [sig       ] [1909/3552] Completed LITE in 0.3s | 2.86 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-25T20:26:11.133449] [INFO ] [sig       ] [1910/3552] Forecasting LITM...
[2025-12-25T20:26:11.133505] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-25T20:26:11.133538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-25T20:26:11.143944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-25T20:26:11.144281] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-25T20:26:11.145064] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-25T20:26:11.145116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:11.145147] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:11.145216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:11.145276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:11.201520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:11.202221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:11.202298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:11.202330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:11.320591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:11.320737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:11.320778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:11.320806] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:11.324086] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=80.55%)
[2025-12-25T20:26:11.324359] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-25T20:26:11.324478] [INFO ] [sig       ] LITM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:11.463402] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LITM.txt
[2025-12-25T20:26:11.463541] [INFO ] [sig       ] [1910/3552] Completed LITM in 0.3s | 2.86 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-25T20:26:11.463599] [INFO ] [sig       ] [1911/3552] Forecasting LIVN...
[2025-12-25T20:26:11.463634] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-25T20:26:11.463664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-25T20:26:11.474540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-25T20:26:11.474888] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-25T20:26:11.475708] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-25T20:26:11.475761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:11.475794] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:11.475822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:11.475882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:11.533343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:11.533966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:11.534043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:11.534075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:11.654748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:11.654863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:11.654904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:11.654934] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:11.658196] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: DOWN (p=19.20%)
[2025-12-25T20:26:11.658468] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-25T20:26:11.658609] [INFO ] [sig       ] LIVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:11.798185] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LIVN.txt
[2025-12-25T20:26:11.798331] [INFO ] [sig       ] [1911/3552] Completed LIVN in 0.3s | 2.86 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-25T20:26:11.798370] [INFO ] [sig       ] [1912/3552] Forecasting LKFN...
[2025-12-25T20:26:11.798399] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-25T20:26:11.798429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-25T20:26:11.808644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-25T20:26:11.808959] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-25T20:26:11.809796] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-25T20:26:11.809848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:11.809879] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:11.809906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:11.809962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:11.866952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:11.867736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:11.867817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:11.867857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:11.986301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:11.986449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:11.986489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:11.986518] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:11.989870] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-25T20:26:11.990152] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-25T20:26:11.990275] [INFO ] [sig       ] LKFN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:12.129897] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LKFN.txt
[2025-12-25T20:26:12.130057] [INFO ] [sig       ] [1912/3552] Completed LKFN in 0.3s | 2.86 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-25T20:26:12.130134] [INFO ] [sig       ] [1913/3552] Forecasting LKQ...
[2025-12-25T20:26:12.130189] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-25T20:26:12.130223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-25T20:26:12.141312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-25T20:26:12.141674] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-25T20:26:12.142466] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-25T20:26:12.142520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:12.142555] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:12.142610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:12.142675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:12.201479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:12.202509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:12.202619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:12.202657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:12.322878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:12.323051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:12.323095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:12.323123] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:12.326746] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-25T20:26:12.327051] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-25T20:26:12.327190] [INFO ] [sig       ] LKQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:12.469113] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LKQ.txt
[2025-12-25T20:26:12.469325] [INFO ] [sig       ] [1913/3552] Completed LKQ in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-25T20:26:12.469376] [INFO ] [sig       ] [1914/3552] Forecasting LLY...
[2025-12-25T20:26:12.469416] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-25T20:26:12.469494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-25T20:26:12.481413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-25T20:26:12.481836] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-25T20:26:12.482749] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-25T20:26:12.482817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:12.482862] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:12.482893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:12.482965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:12.543132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:12.543958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:12.544046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:12.544080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:12.678291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:12.678457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:12.678498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:12.678527] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:12.686398] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-12-25T20:26:12.686877] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-25T20:26:12.687032] [INFO ] [sig       ] LLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:12.864402] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LLY.txt
[2025-12-25T20:26:12.864634] [INFO ] [sig       ] [1914/3552] Completed LLY in 0.4s | 2.86 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-25T20:26:12.864686] [INFO ] [sig       ] [1915/3552] Forecasting LMB...
[2025-12-25T20:26:12.864719] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-25T20:26:12.864751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-25T20:26:12.876802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-25T20:26:12.877184] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-25T20:26:12.878031] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-25T20:26:12.878084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:12.878116] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:12.878144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:12.878201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:12.947097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:12.948058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:12.948145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:12.948179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:13.071184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:13.071347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:13.071390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:13.071420] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:13.075059] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=10.97%)
[2025-12-25T20:26:13.075392] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-25T20:26:13.075527] [INFO ] [sig       ] LMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:13.217279] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LMB.txt
[2025-12-25T20:26:13.217418] [INFO ] [sig       ] [1915/3552] Completed LMB in 0.4s | 2.86 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-25T20:26:13.217457] [INFO ] [sig       ] [1916/3552] Forecasting LMBS...
[2025-12-25T20:26:13.217487] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-25T20:26:13.217516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-25T20:26:13.228483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-25T20:26:13.228867] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-25T20:26:13.229690] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-25T20:26:13.229741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:13.229773] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:13.229799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:13.229856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:13.285853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:13.286590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:13.286669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:13.286703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:13.408205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:13.408384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:13.408424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:13.408453] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:13.411854] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-12-25T20:26:13.412137] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-25T20:26:13.412258] [INFO ] [sig       ] LMBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:13.554641] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LMBS.txt
[2025-12-25T20:26:13.554798] [INFO ] [sig       ] [1916/3552] Completed LMBS in 0.3s | 2.86 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-25T20:26:13.554838] [INFO ] [sig       ] [1917/3552] Forecasting LMND...
[2025-12-25T20:26:13.554868] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-25T20:26:13.554903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-25T20:26:13.565852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-25T20:26:13.566190] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-25T20:26:13.566960] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-25T20:26:13.567013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:13.567045] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:13.567072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:13.567130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:13.627493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:13.628344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:13.628425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:13.628457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:13.749283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:13.749438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:13.749479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:13.749508] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:13.752834] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-25T20:26:13.753106] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-25T20:26:13.753227] [INFO ] [sig       ] LMND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:13.892020] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LMND.txt
[2025-12-25T20:26:13.892181] [INFO ] [sig       ] [1917/3552] Completed LMND in 0.3s | 2.86 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-25T20:26:13.892221] [INFO ] [sig       ] [1918/3552] Forecasting LNC...
[2025-12-25T20:26:13.892252] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-25T20:26:13.892282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-25T20:26:13.903178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-25T20:26:13.903502] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-25T20:26:13.904276] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-25T20:26:13.904329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:13.904360] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:13.904386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:13.904444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:13.962808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:13.963620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:13.963702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:13.963734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:14.089951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:14.090110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:14.090149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:14.090178] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:14.093489] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-25T20:26:14.093782] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-25T20:26:14.093907] [INFO ] [sig       ] LNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:14.235047] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LNC.txt
[2025-12-25T20:26:14.235193] [INFO ] [sig       ] [1918/3552] Completed LNC in 0.3s | 2.86 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-25T20:26:14.235236] [INFO ] [sig       ] [1919/3552] Forecasting LND...
[2025-12-25T20:26:14.235269] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-25T20:26:14.235300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-25T20:26:14.246137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-25T20:26:14.246478] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-25T20:26:14.247267] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-25T20:26:14.247321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:14.247354] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:14.247382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:14.247441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:14.307978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:14.308648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:14.308727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:14.308759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:14.417409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:14.417601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:14.417643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:14.417671] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:14.421160] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-12-25T20:26:14.421440] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-25T20:26:14.421561] [INFO ] [sig       ] LND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:14.559199] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LND.txt
[2025-12-25T20:26:14.559359] [INFO ] [sig       ] [1919/3552] Completed LND in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-25T20:26:14.559397] [INFO ] [sig       ] [1920/3552] Forecasting LNG...
[2025-12-25T20:26:14.559426] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-25T20:26:14.559487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-25T20:26:14.570401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-25T20:26:14.570743] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-25T20:26:14.571492] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-25T20:26:14.571544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:14.571607] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:14.571639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:14.571697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:14.627873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:14.628497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:14.628620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:14.628658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:14.747184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:14.747343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:14.747385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:14.747416] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:14.750904] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=81.16%)
[2025-12-25T20:26:14.751191] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-25T20:26:14.751316] [INFO ] [sig       ] LNG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:14.892904] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LNG.txt
[2025-12-25T20:26:14.893055] [INFO ] [sig       ] [1920/3552] Completed LNG in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-25T20:26:14.893101] [INFO ] [sig       ] [1921/3552] Forecasting LNKB...
[2025-12-25T20:26:14.893133] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-25T20:26:14.893162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-25T20:26:14.904050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-25T20:26:14.904386] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-25T20:26:14.905183] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-25T20:26:14.905239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:14.905273] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:14.905301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:14.905362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:14.963610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:14.964297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:14.964378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:14.964412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:15.083533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:15.083704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:15.083745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:15.083774] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:15.087180] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=70.54%)
[2025-12-25T20:26:15.087458] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-25T20:26:15.087635] [INFO ] [sig       ] LNKB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:15.230204] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LNKB.txt
[2025-12-25T20:26:15.230412] [INFO ] [sig       ] [1921/3552] Completed LNKB in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-25T20:26:15.230500] [INFO ] [sig       ] [1922/3552] Forecasting LNN...
[2025-12-25T20:26:15.230554] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-25T20:26:15.230619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-25T20:26:15.242805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-25T20:26:15.243181] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-25T20:26:15.243945] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-25T20:26:15.243997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:15.244028] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:15.244055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:15.244112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:15.300886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:15.301566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:15.301678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:15.301713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:15.419696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:15.419844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:15.419883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:15.419911] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:15.423216] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=80.72%)
[2025-12-25T20:26:15.423489] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-25T20:26:15.423633] [INFO ] [sig       ] LNN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:15.564096] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LNN.txt
[2025-12-25T20:26:15.564235] [INFO ] [sig       ] [1922/3552] Completed LNN in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-25T20:26:15.564282] [INFO ] [sig       ] [1923/3552] Forecasting LNTH...
[2025-12-25T20:26:15.564319] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-25T20:26:15.564389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-25T20:26:15.575776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-25T20:26:15.576128] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-25T20:26:15.576935] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-25T20:26:15.576989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:15.577022] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:15.577050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:15.577108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:15.636305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:15.637039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:15.637118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:15.637151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:15.759586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:15.759739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:15.759779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:15.759809] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:15.763274] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=56.86%)
[2025-12-25T20:26:15.763605] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-25T20:26:15.763737] [INFO ] [sig       ] LNTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:15.907547] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LNTH.txt
[2025-12-25T20:26:15.907776] [INFO ] [sig       ] [1923/3552] Completed LNTH in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-25T20:26:15.907839] [INFO ] [sig       ] [1924/3552] Forecasting LNZA...
[2025-12-25T20:26:15.907904] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-25T20:26:15.907938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-25T20:26:15.922892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-25T20:26:15.923296] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-25T20:26:15.924199] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-25T20:26:15.924252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:15.924285] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:15.924312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:15.924371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:15.981200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:15.982105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:15.982185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:15.982218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:16.096839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:16.097003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:16.097042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:16.097071] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:16.100429] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: UP (p=84.71%)
[2025-12-25T20:26:16.100729] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-25T20:26:16.100853] [INFO ] [sig       ] LNZA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:16.239472] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LNZA.txt
[2025-12-25T20:26:16.239896] [INFO ] [sig       ] [1924/3552] Completed LNZA in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-25T20:26:16.239957] [INFO ] [sig       ] [1925/3552] Forecasting LOAN...
[2025-12-25T20:26:16.239992] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-25T20:26:16.240025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-25T20:26:16.251539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-25T20:26:16.251976] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-25T20:26:16.252839] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-25T20:26:16.252893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:16.252925] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:16.252951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:16.253008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:16.312747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:16.313626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:16.313714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:16.313749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:16.426078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:16.426252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:16.426298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:16.426331] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:16.429959] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-25T20:26:16.430276] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-25T20:26:16.430432] [INFO ] [sig       ] LOAN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:16.574899] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LOAN.txt
[2025-12-25T20:26:16.575049] [INFO ] [sig       ] [1925/3552] Completed LOAN in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-25T20:26:16.575089] [INFO ] [sig       ] [1926/3552] Forecasting LOB...
[2025-12-25T20:26:16.575118] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-25T20:26:16.575148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-25T20:26:16.585892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-25T20:26:16.586249] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-25T20:26:16.587034] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-25T20:26:16.587086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:16.587119] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:16.587146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:16.587203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:16.643796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:16.644647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:16.644731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:16.644763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:16.773288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:16.773511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:16.773609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:16.773657] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:16.778749] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=83.37%)
[2025-12-25T20:26:16.779224] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-25T20:26:16.779425] [INFO ] [sig       ] LOB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:16.930629] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LOB.txt
[2025-12-25T20:26:16.930791] [INFO ] [sig       ] [1926/3552] Completed LOB in 0.4s | 2.87 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-25T20:26:16.930830] [INFO ] [sig       ] [1927/3552] Forecasting LOCO...
[2025-12-25T20:26:16.930860] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-25T20:26:16.930891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-25T20:26:16.942411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-25T20:26:16.942812] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-25T20:26:16.943624] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-25T20:26:16.943676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:16.943734] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:16.943762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:16.943819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:17.000201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:17.001122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:17.001206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:17.001238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:17.118989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:17.119137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:17.119199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:17.119247] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:17.122545] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: UP (p=67.01%)
[2025-12-25T20:26:17.122831] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-25T20:26:17.122952] [INFO ] [sig       ] LOCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:17.262892] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LOCO.txt
[2025-12-25T20:26:17.263027] [INFO ] [sig       ] [1927/3552] Completed LOCO in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-25T20:26:17.263068] [INFO ] [sig       ] [1928/3552] Forecasting LOGI...
[2025-12-25T20:26:17.263097] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-25T20:26:17.263127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-25T20:26:17.273693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-25T20:26:17.274081] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-25T20:26:17.274879] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-25T20:26:17.274932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:17.274964] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:17.274990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:17.275047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:17.331788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:17.332652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:17.332736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:17.332769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:17.459960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:17.460139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:17.460195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:17.460245] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:17.463786] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-12-25T20:26:17.464087] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-25T20:26:17.464225] [INFO ] [sig       ] LOGI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:17.608127] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LOGI.txt
[2025-12-25T20:26:17.608275] [INFO ] [sig       ] [1928/3552] Completed LOGI in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-25T20:26:17.608316] [INFO ] [sig       ] [1929/3552] Forecasting LOMA...
[2025-12-25T20:26:17.608347] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-25T20:26:17.608378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-25T20:26:17.619134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-25T20:26:17.619489] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-25T20:26:17.620256] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-25T20:26:17.620307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:17.620339] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:17.620366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:17.620424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:17.677076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:17.677892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:17.678007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:17.678041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:17.798635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:17.798785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:17.798826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:17.798854] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:17.802322] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=39.56%)
[2025-12-25T20:26:17.802616] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-25T20:26:17.802744] [INFO ] [sig       ] LOMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:17.942902] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LOMA.txt
[2025-12-25T20:26:17.943059] [INFO ] [sig       ] [1929/3552] Completed LOMA in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-25T20:26:17.943110] [INFO ] [sig       ] [1930/3552] Forecasting LOPE...
[2025-12-25T20:26:17.943140] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-25T20:26:17.943172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-25T20:26:17.954610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-25T20:26:17.954899] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-25T20:26:17.955668] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-25T20:26:17.955720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:17.955751] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:17.955777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:17.955834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:18.012162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:18.012790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:18.012867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:18.012899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:18.131179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:18.131333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:18.131374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:18.131436] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:18.134795] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=65.61%)
[2025-12-25T20:26:18.135068] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-25T20:26:18.135192] [INFO ] [sig       ] LOPE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:18.272604] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LOPE.txt
[2025-12-25T20:26:18.272727] [INFO ] [sig       ] [1930/3552] Completed LOPE in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-25T20:26:18.272774] [INFO ] [sig       ] [1931/3552] Forecasting LOVE...
[2025-12-25T20:26:18.272804] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-25T20:26:18.272834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-25T20:26:18.283465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-25T20:26:18.283800] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-25T20:26:18.284548] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-25T20:26:18.284615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:18.284662] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:18.284690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:18.284755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:18.343451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:18.344196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:18.344273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:18.344305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:18.464188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:18.464324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:18.464362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:18.464391] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:18.467696] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=10.02%)
[2025-12-25T20:26:18.467967] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-25T20:26:18.468088] [INFO ] [sig       ] LOVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:18.605654] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LOVE.txt
[2025-12-25T20:26:18.605811] [INFO ] [sig       ] [1931/3552] Completed LOVE in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-25T20:26:18.605852] [INFO ] [sig       ] [1932/3552] Forecasting LPCN...
[2025-12-25T20:26:18.605881] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-25T20:26:18.605911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-25T20:26:18.616418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-25T20:26:18.616801] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-25T20:26:18.617555] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-25T20:26:18.617624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:18.617657] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:18.617683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:18.617742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:18.674752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:18.675404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:18.675484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:18.675516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:18.785980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:18.786106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:18.786147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:18.786175] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:18.789456] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: UP (p=69.15%)
[2025-12-25T20:26:18.789745] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-25T20:26:18.789879] [INFO ] [sig       ] LPCN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:18.926820] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LPCN.txt
[2025-12-25T20:26:18.926936] [INFO ] [sig       ] [1932/3552] Completed LPCN in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-25T20:26:18.926976] [INFO ] [sig       ] [1933/3552] Forecasting LPG...
[2025-12-25T20:26:18.927006] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-25T20:26:18.927038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-25T20:26:18.937477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-25T20:26:18.937816] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-25T20:26:18.938584] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-25T20:26:18.938636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:18.938667] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:18.938693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:18.938750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:18.994512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:18.995106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:18.995180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:18.995212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:19.115510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:19.115657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:19.115697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:19.115727] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:19.118987] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-12-25T20:26:19.119273] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-25T20:26:19.119394] [INFO ] [sig       ] LPG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:19.261783] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LPG.txt
[2025-12-25T20:26:19.261902] [INFO ] [sig       ] [1933/3552] Completed LPG in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-25T20:26:19.261941] [INFO ] [sig       ] [1934/3552] Forecasting LPL...
[2025-12-25T20:26:19.261970] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-25T20:26:19.261999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-25T20:26:19.272435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-25T20:26:19.272766] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-25T20:26:19.273516] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-25T20:26:19.273589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:19.273628] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:19.273655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:19.273715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:19.330067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:19.330668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:19.330743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:19.330775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:19.447762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:19.447895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:19.447933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:19.447962] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:19.451232] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=26.95%)
[2025-12-25T20:26:19.451506] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-25T20:26:19.451645] [INFO ] [sig       ] LPL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:19.589629] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LPL.txt
[2025-12-25T20:26:19.589743] [INFO ] [sig       ] [1934/3552] Completed LPL in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-25T20:26:19.589782] [INFO ] [sig       ] [1935/3552] Forecasting LPLA...
[2025-12-25T20:26:19.589810] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-25T20:26:19.589846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-25T20:26:19.600392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-25T20:26:19.600710] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-25T20:26:19.601465] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-25T20:26:19.601517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:19.601548] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:19.601597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:19.601664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:19.658130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:19.658737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:19.658814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:19.658846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:19.780719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:19.780869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:19.780908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:19.780936] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:19.784244] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: DOWN (p=30.50%)
[2025-12-25T20:26:19.784515] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-25T20:26:19.784653] [INFO ] [sig       ] LPLA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:19.922163] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LPLA.txt
[2025-12-25T20:26:19.922278] [INFO ] [sig       ] [1935/3552] Completed LPLA in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-25T20:26:19.922316] [INFO ] [sig       ] [1936/3552] Forecasting LPRO...
[2025-12-25T20:26:19.922344] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-25T20:26:19.922374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-25T20:26:19.932724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-25T20:26:19.933036] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-25T20:26:19.933811] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-25T20:26:19.933867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:19.933899] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:19.933925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:19.933983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:19.993174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:19.993858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:19.993935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:19.993966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:20.112539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:20.112699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:20.112737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:20.112766] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:20.116057] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: DOWN (p=21.23%)
[2025-12-25T20:26:20.116327] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-25T20:26:20.116448] [INFO ] [sig       ] LPRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:20.253560] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LPRO.txt
[2025-12-25T20:26:20.253702] [INFO ] [sig       ] [1936/3552] Completed LPRO in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-25T20:26:20.253741] [INFO ] [sig       ] [1937/3552] Forecasting LPSN...
[2025-12-25T20:26:20.253774] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-25T20:26:20.253804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-25T20:26:20.264833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-25T20:26:20.265179] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-25T20:26:20.265962] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-25T20:26:20.266014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:20.266045] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:20.266072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:20.266129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:20.322233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:20.323015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:20.323124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:20.323157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:20.442012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:20.442159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:20.442198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:20.442226] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:20.445560] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-12-25T20:26:20.445853] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-25T20:26:20.445976] [INFO ] [sig       ] LPSN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:20.586166] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LPSN.txt
[2025-12-25T20:26:20.586366] [INFO ] [sig       ] [1937/3552] Completed LPSN in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-25T20:26:20.586414] [INFO ] [sig       ] [1938/3552] Forecasting LPTH...
[2025-12-25T20:26:20.586450] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-25T20:26:20.586528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-25T20:26:20.597099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-25T20:26:20.597476] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-25T20:26:20.598288] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-25T20:26:20.598342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:20.598374] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:20.598402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:20.598461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:20.656523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:20.657397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:20.657481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:20.657514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:20.779010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:20.779216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:20.779258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:20.779302] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:20.782793] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2025-12-25T20:26:20.783123] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-25T20:26:20.783265] [INFO ] [sig       ] LPTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:20.921905] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LPTH.txt
[2025-12-25T20:26:20.922073] [INFO ] [sig       ] [1938/3552] Completed LPTH in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-25T20:26:20.922114] [INFO ] [sig       ] [1939/3552] Forecasting LPX...
[2025-12-25T20:26:20.922144] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-25T20:26:20.922175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-25T20:26:20.933252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-25T20:26:20.933638] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-25T20:26:20.934388] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-25T20:26:20.934441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:20.934472] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:20.934499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:20.934556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:20.991333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:20.992201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:20.992286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:20.992321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:21.110906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:21.111070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:21.111118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:21.111153] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:21.114473] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=30.10%)
[2025-12-25T20:26:21.114759] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-25T20:26:21.114883] [INFO ] [sig       ] LPX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:21.251950] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LPX.txt
[2025-12-25T20:26:21.252121] [INFO ] [sig       ] [1939/3552] Completed LPX in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-25T20:26:21.252161] [INFO ] [sig       ] [1940/3552] Forecasting LQDA...
[2025-12-25T20:26:21.252191] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-25T20:26:21.252222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-25T20:26:21.263404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-25T20:26:21.263820] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-25T20:26:21.264610] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-25T20:26:21.264662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:21.264694] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:21.264720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:21.264777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:21.320300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:21.321144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:21.321225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:21.321273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:21.444312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:21.444470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:21.444512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:21.444541] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:21.448001] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=74.81%)
[2025-12-25T20:26:21.448278] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-25T20:26:21.448403] [INFO ] [sig       ] LQDA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:21.589976] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LQDA.txt
[2025-12-25T20:26:21.590174] [INFO ] [sig       ] [1940/3552] Completed LQDA in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-25T20:26:21.590215] [INFO ] [sig       ] [1941/3552] Forecasting LRCX...
[2025-12-25T20:26:21.590244] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-25T20:26:21.590276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-25T20:26:21.601023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-25T20:26:21.601376] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-25T20:26:21.602151] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-25T20:26:21.602203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:21.602234] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:21.602261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:21.602318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:21.668022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:21.668870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:21.668952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:21.668985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:21.798894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:21.799043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:21.799087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:21.799117] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:21.802549] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=22.26%)
[2025-12-25T20:26:21.802843] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-25T20:26:21.802969] [INFO ] [sig       ] LRCX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:21.943330] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LRCX.txt
[2025-12-25T20:26:21.943446] [INFO ] [sig       ] [1941/3552] Completed LRCX in 0.4s | 2.87 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-25T20:26:21.943483] [INFO ] [sig       ] [1942/3552] Forecasting LRGE...
[2025-12-25T20:26:21.943513] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-25T20:26:21.943543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-25T20:26:21.953667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-25T20:26:21.953977] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-25T20:26:21.954739] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-25T20:26:21.954791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:21.954823] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:21.954849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:21.954920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:22.012903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:22.013521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:22.013617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:22.013652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:22.123444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:22.123563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:22.123619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:22.123649] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:22.126955] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=65.33%)
[2025-12-25T20:26:22.127226] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-25T20:26:22.127351] [INFO ] [sig       ] LRGE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:22.269535] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LRGE.txt
[2025-12-25T20:26:22.269681] [INFO ] [sig       ] [1942/3552] Completed LRGE in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-25T20:26:22.269723] [INFO ] [sig       ] [1943/3552] Forecasting LSCC...
[2025-12-25T20:26:22.269752] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-25T20:26:22.269784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-25T20:26:22.281012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-25T20:26:22.281327] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-25T20:26:22.282110] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-25T20:26:22.282163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:22.282196] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:22.282224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:22.282282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:22.339867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:22.340501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:22.340596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:22.340633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:22.463212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:22.463395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:22.463435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:22.463464] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:22.466942] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: UP (p=81.31%)
[2025-12-25T20:26:22.467237] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-25T20:26:22.467377] [INFO ] [sig       ] LSCC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:22.613929] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LSCC.txt
[2025-12-25T20:26:22.614084] [INFO ] [sig       ] [1943/3552] Completed LSCC in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-25T20:26:22.614128] [INFO ] [sig       ] [1944/3552] Forecasting LSPD...
[2025-12-25T20:26:22.614158] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-25T20:26:22.614189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-25T20:26:22.625449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-25T20:26:22.625779] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-25T20:26:22.626560] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-25T20:26:22.626630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:22.626688] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:22.626718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:22.626776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:22.685475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:22.686130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:22.686218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:22.686252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:22.810457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:22.810614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:22.810657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:22.810686] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:22.814057] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=31.69%)
[2025-12-25T20:26:22.814333] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-25T20:26:22.814457] [INFO ] [sig       ] LSPD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:22.958505] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LSPD.txt
[2025-12-25T20:26:22.958654] [INFO ] [sig       ] [1944/3552] Completed LSPD in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-25T20:26:22.958695] [INFO ] [sig       ] [1945/3552] Forecasting LTC...
[2025-12-25T20:26:22.958724] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-25T20:26:22.958754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-25T20:26:22.969427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-25T20:26:22.969756] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-25T20:26:22.970525] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-25T20:26:22.970605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:22.970640] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:22.970668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:22.970726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:23.029707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:23.030569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:23.030672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:23.030706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:23.145663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:23.145798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:23.145838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:23.145867] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:23.149202] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-25T20:26:23.149475] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-25T20:26:23.149629] [INFO ] [sig       ] LTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:23.292387] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LTC.txt
[2025-12-25T20:26:23.292516] [INFO ] [sig       ] [1945/3552] Completed LTC in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-25T20:26:23.292555] [INFO ] [sig       ] [1946/3552] Forecasting LTH...
[2025-12-25T20:26:23.292603] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-25T20:26:23.292635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-25T20:26:23.303422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-25T20:26:23.303747] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-25T20:26:23.304489] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-25T20:26:23.304541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:23.304595] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:23.304625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:23.304684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:23.361926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:23.362763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:23.362862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:23.362898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:23.489631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:23.489790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:23.489830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:23.489860] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:23.493308] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-25T20:26:23.493619] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-25T20:26:23.493749] [INFO ] [sig       ] LTH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:23.642743] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LTH.txt
[2025-12-25T20:26:23.642904] [INFO ] [sig       ] [1946/3552] Completed LTH in 0.4s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-25T20:26:23.642944] [INFO ] [sig       ] [1947/3552] Forecasting LTRN...
[2025-12-25T20:26:23.642974] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-25T20:26:23.643007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-25T20:26:23.654273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-25T20:26:23.654672] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-25T20:26:23.655453] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-25T20:26:23.655507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:23.655540] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:23.655568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:23.655683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:23.715176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:23.716042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:23.716130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:23.716165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:23.836012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:23.836181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:23.836232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:23.836308] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:23.839877] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-12-25T20:26:23.840188] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-25T20:26:23.840323] [INFO ] [sig       ] LTRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:23.992406] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LTRN.txt
[2025-12-25T20:26:23.992656] [INFO ] [sig       ] [1947/3552] Completed LTRN in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-25T20:26:23.992735] [INFO ] [sig       ] [1948/3552] Forecasting LTRX...
[2025-12-25T20:26:23.992776] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-25T20:26:23.992808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-25T20:26:24.004066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-25T20:26:24.004438] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-25T20:26:24.005218] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-25T20:26:24.005270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:24.005305] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:24.005336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:24.005393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:24.061665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:24.062522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:24.062624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:24.062658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:24.182000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:24.182151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:24.182190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:24.182218] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:24.185525] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: UP (p=68.94%)
[2025-12-25T20:26:24.185812] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-25T20:26:24.185936] [INFO ] [sig       ] LTRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:24.324303] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LTRX.txt
[2025-12-25T20:26:24.324435] [INFO ] [sig       ] [1948/3552] Completed LTRX in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-25T20:26:24.324473] [INFO ] [sig       ] [1949/3552] Forecasting LUCD...
[2025-12-25T20:26:24.324503] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-25T20:26:24.324534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-25T20:26:24.335484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-25T20:26:24.335802] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-25T20:26:24.336546] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-25T20:26:24.336614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:24.336647] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:24.336675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:24.336732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:24.392862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:24.393502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:24.393596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:24.393630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:24.513323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:24.513473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:24.513512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:24.513541] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:24.516872] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=18.55%)
[2025-12-25T20:26:24.517152] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-25T20:26:24.517270] [INFO ] [sig       ] LUCD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:24.655595] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LUCD.txt
[2025-12-25T20:26:24.655745] [INFO ] [sig       ] [1949/3552] Completed LUCD in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-25T20:26:24.655784] [INFO ] [sig       ] [1950/3552] Forecasting LUCY...
[2025-12-25T20:26:24.655813] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-25T20:26:24.655845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-25T20:26:24.667105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-25T20:26:24.667523] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-25T20:26:24.668300] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-25T20:26:24.668352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:24.668384] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:24.668410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:24.668468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:24.727242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:24.728101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:24.728183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:24.728215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:24.847886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:24.848041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:24.848080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:24.848108] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:24.852230] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=34.89%)
[2025-12-25T20:26:24.852516] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-25T20:26:24.852660] [INFO ] [sig       ] LUCY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:24.996228] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LUCY.txt
[2025-12-25T20:26:24.996609] [INFO ] [sig       ] [1950/3552] Completed LUCY in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-25T20:26:24.996652] [INFO ] [sig       ] [1951/3552] Forecasting LUMN...
[2025-12-25T20:26:24.996681] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-25T20:26:24.996712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-25T20:26:25.008355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-25T20:26:25.008757] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-25T20:26:25.009592] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-25T20:26:25.009644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:25.009675] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:25.009701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:25.009758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:25.066821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:25.067675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:25.067760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:25.067793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:25.194792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:25.194993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:25.195041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:25.195071] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:25.198975] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=7.89%)
[2025-12-25T20:26:25.199271] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-25T20:26:25.199393] [INFO ] [sig       ] LUMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:25.339864] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LUMN.txt
[2025-12-25T20:26:25.340024] [INFO ] [sig       ] [1951/3552] Completed LUMN in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-25T20:26:25.340064] [INFO ] [sig       ] [1952/3552] Forecasting LUNG...
[2025-12-25T20:26:25.340094] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-25T20:26:25.340123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-25T20:26:25.352052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-25T20:26:25.352400] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-25T20:26:25.353198] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-25T20:26:25.353252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:25.353285] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:25.353313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:25.353370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:25.409795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:25.410563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:25.410664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:25.410698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:25.534242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:25.534613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:25.534657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:25.534684] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:25.538275] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: UP (p=57.86%)
[2025-12-25T20:26:25.538559] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-25T20:26:25.538704] [INFO ] [sig       ] LUNG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:25.676815] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LUNG.txt
[2025-12-25T20:26:25.676980] [INFO ] [sig       ] [1952/3552] Completed LUNG in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-25T20:26:25.677020] [INFO ] [sig       ] [1953/3552] Forecasting LVHD...
[2025-12-25T20:26:25.677050] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-25T20:26:25.677086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-25T20:26:25.688009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-25T20:26:25.688387] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-25T20:26:25.689202] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-25T20:26:25.689258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:25.689290] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:25.689317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:25.689375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:25.746472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:25.747324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:25.747409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:25.747442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:25.864873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:25.865029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:25.865068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:25.865097] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:25.868445] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: DOWN (p=16.95%)
[2025-12-25T20:26:25.868740] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-25T20:26:25.868866] [INFO ] [sig       ] LVHD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:26.010101] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LVHD.txt
[2025-12-25T20:26:26.010265] [INFO ] [sig       ] [1953/3552] Completed LVHD in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-25T20:26:26.010305] [INFO ] [sig       ] [1954/3552] Forecasting LVO...
[2025-12-25T20:26:26.010343] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-25T20:26:26.010384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-25T20:26:26.021724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-25T20:26:26.022105] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-25T20:26:26.022888] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-25T20:26:26.022940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:26.022972] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:26.022999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:26.023056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:26.080753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:26.081613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:26.081730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:26.081764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:26.198654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:26.198805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:26.198844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:26.198872] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:26.202182] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=80.98%)
[2025-12-25T20:26:26.202452] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-25T20:26:26.202589] [INFO ] [sig       ] LVO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:26.340457] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LVO.txt
[2025-12-25T20:26:26.340600] [INFO ] [sig       ] [1954/3552] Completed LVO in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-25T20:26:26.340642] [INFO ] [sig       ] [1955/3552] Forecasting LVS...
[2025-12-25T20:26:26.340674] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-25T20:26:26.340712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-25T20:26:26.351824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-25T20:26:26.352137] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-25T20:26:26.352900] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-25T20:26:26.352968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:26.353001] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:26.353028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:26.353085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:26.411381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:26.411996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:26.412072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:26.412104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:26.532672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:26.532816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:26.532855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:26.532883] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:26.536200] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-25T20:26:26.536468] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-25T20:26:26.536606] [INFO ] [sig       ] LVS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:26.676829] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LVS.txt
[2025-12-25T20:26:26.676986] [INFO ] [sig       ] [1955/3552] Completed LVS in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-25T20:26:26.677025] [INFO ] [sig       ] [1956/3552] Forecasting LWAY...
[2025-12-25T20:26:26.677061] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-25T20:26:26.677098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-25T20:26:26.688587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-25T20:26:26.688988] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-25T20:26:26.689804] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-25T20:26:26.689856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:26.689886] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:26.689912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:26.689968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:26.746304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:26.747167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:26.747250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:26.747282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:26.868498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:26.868666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:26.868707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:26.868736] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:26.872159] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-25T20:26:26.872472] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-25T20:26:26.872624] [INFO ] [sig       ] LWAY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:27.013128] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LWAY.txt
[2025-12-25T20:26:27.013289] [INFO ] [sig       ] [1956/3552] Completed LWAY in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-25T20:26:27.013329] [INFO ] [sig       ] [1957/3552] Forecasting LWLG...
[2025-12-25T20:26:27.013360] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-25T20:26:27.013399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-25T20:26:27.024471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-25T20:26:27.024915] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-25T20:26:27.025915] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-25T20:26:27.025972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:27.026006] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:27.026036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:27.026096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:27.082944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:27.083835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:27.083916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:27.083948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:27.205777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:27.205934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:27.205974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:27.206003] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:27.209359] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=59.76%)
[2025-12-25T20:26:27.209669] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-25T20:26:27.209798] [INFO ] [sig       ] LWLG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:27.349134] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LWLG.txt
[2025-12-25T20:26:27.349339] [INFO ] [sig       ] [1957/3552] Completed LWLG in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-25T20:26:27.349393] [INFO ] [sig       ] [1958/3552] Forecasting LX...
[2025-12-25T20:26:27.349434] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-25T20:26:27.349505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-25T20:26:27.360363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-25T20:26:27.360718] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-25T20:26:27.361507] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-25T20:26:27.361559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:27.361626] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:27.361660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:27.361721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:27.418502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:27.419101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:27.419193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:27.419235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:27.544439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:27.544604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:27.544645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:27.544673] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:27.547968] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: UP (p=76.10%)
[2025-12-25T20:26:27.548239] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-25T20:26:27.548358] [INFO ] [sig       ] LX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:27.687957] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LX.txt
[2025-12-25T20:26:27.688088] [INFO ] [sig       ] [1958/3552] Completed LX in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-25T20:26:27.688133] [INFO ] [sig       ] [1959/3552] Forecasting LXEO...
[2025-12-25T20:26:27.688164] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-25T20:26:27.688218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-25T20:26:27.699402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-25T20:26:27.699777] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-25T20:26:27.700606] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-25T20:26:27.700661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:27.700696] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:27.700725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:27.700785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:27.757958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:27.758549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:27.758642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:27.758674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:27.877076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:27.877219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:27.877265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:27.877299] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:27.880664] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2025-12-25T20:26:27.880934] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-25T20:26:27.881055] [INFO ] [sig       ] LXEO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:28.019952] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LXEO.txt
[2025-12-25T20:26:28.020080] [INFO ] [sig       ] [1959/3552] Completed LXEO in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-25T20:26:28.020119] [INFO ] [sig       ] [1960/3552] Forecasting LXP...
[2025-12-25T20:26:28.020148] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-25T20:26:28.020177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-25T20:26:28.030588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-25T20:26:28.030910] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-25T20:26:28.031809] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-25T20:26:28.031864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:28.031899] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:28.031928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:28.031989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:28.088527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:28.089135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:28.089225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:28.089258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:28.206449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:28.206595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:28.206636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:28.206665] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:28.210012] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=78.57%)
[2025-12-25T20:26:28.210277] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-25T20:26:28.210420] [INFO ] [sig       ] LXP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:28.350069] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LXP.txt
[2025-12-25T20:26:28.350184] [INFO ] [sig       ] [1960/3552] Completed LXP in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-25T20:26:28.350230] [INFO ] [sig       ] [1961/3552] Forecasting LYB...
[2025-12-25T20:26:28.350265] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-25T20:26:28.350311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-25T20:26:28.360490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-25T20:26:28.360815] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-25T20:26:28.361647] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-25T20:26:28.361704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:28.361770] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:28.361810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:28.361892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:28.419378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:28.420007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:28.420082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:28.420114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:28.535381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:28.535507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:28.535564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:28.535610] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:28.538835] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-25T20:26:28.539103] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-25T20:26:28.539239] [INFO ] [sig       ] LYB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:28.678975] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LYB.txt
[2025-12-25T20:26:28.679104] [INFO ] [sig       ] [1961/3552] Completed LYB in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-25T20:26:28.679143] [INFO ] [sig       ] [1962/3552] Forecasting LYEL...
[2025-12-25T20:26:28.679201] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-25T20:26:28.679233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-25T20:26:28.690388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-25T20:26:28.690712] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-25T20:26:28.691502] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-25T20:26:28.691554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:28.691612] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:28.691641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:28.691698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:28.749711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:28.750338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:28.750416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:28.750449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:28.872503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:28.872639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:28.872695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:28.872724] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:28.875997] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: UP (p=74.11%)
[2025-12-25T20:26:28.876261] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-25T20:26:28.876378] [INFO ] [sig       ] LYEL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:29.014941] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LYEL.txt
[2025-12-25T20:26:29.015063] [INFO ] [sig       ] [1962/3552] Completed LYEL in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-25T20:26:29.015101] [INFO ] [sig       ] [1963/3552] Forecasting LYG...
[2025-12-25T20:26:29.015130] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-25T20:26:29.015159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-25T20:26:29.025846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-25T20:26:29.026150] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-25T20:26:29.026959] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-25T20:26:29.027011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:29.027043] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:29.027069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:29.027126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:29.085297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:29.085932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:29.086010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:29.086042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:29.211004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:29.211143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:29.211182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:29.211210] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:29.214478] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=50.24%)
[2025-12-25T20:26:29.214762] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-25T20:26:29.214883] [INFO ] [sig       ] LYG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:29.354844] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LYG.txt
[2025-12-25T20:26:29.354963] [INFO ] [sig       ] [1963/3552] Completed LYG in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-25T20:26:29.355000] [INFO ] [sig       ] [1964/3552] Forecasting LYRA...
[2025-12-25T20:26:29.355029] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-25T20:26:29.355060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-25T20:26:29.365705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-25T20:26:29.366003] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-25T20:26:29.366773] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-25T20:26:29.366824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:29.366855] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:29.366881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:29.366938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:29.423540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:29.424200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:29.424312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:29.424346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:29.541031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:29.541148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:29.541184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:29.541242] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:29.544478] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=41.96%)
[2025-12-25T20:26:29.544763] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-25T20:26:29.544885] [INFO ] [sig       ] LYRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:29.738692] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LYRA.txt
[2025-12-25T20:26:29.738833] [INFO ] [sig       ] [1964/3552] Completed LYRA in 0.4s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-25T20:26:29.738873] [INFO ] [sig       ] [1965/3552] Forecasting LYTS...
[2025-12-25T20:26:29.738904] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-25T20:26:29.738938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-25T20:26:29.751720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-25T20:26:29.752061] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-25T20:26:29.752859] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-25T20:26:29.752911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:29.752943] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:29.752970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:29.753027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:29.809084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:29.809731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:29.809809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:29.809841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:29.927749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:29.927893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:29.927932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:29.927961] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:29.931331] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=49.18%)
[2025-12-25T20:26:29.931624] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-25T20:26:29.931749] [INFO ] [sig       ] LYTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:30.070375] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LYTS.txt
[2025-12-25T20:26:30.070500] [INFO ] [sig       ] [1965/3552] Completed LYTS in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-25T20:26:30.070538] [INFO ] [sig       ] [1966/3552] Forecasting LZ...
[2025-12-25T20:26:30.070567] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-25T20:26:30.070620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-25T20:26:30.081083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-25T20:26:30.081392] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-25T20:26:30.082173] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-25T20:26:30.082225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:30.082270] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:30.082298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:30.082357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:30.140307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:30.140958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:30.141042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:30.141075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:30.262420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:30.262566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:30.262622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:30.262652] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:30.265905] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-25T20:26:30.266174] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-25T20:26:30.266296] [INFO ] [sig       ] LZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:30.407096] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LZ.txt
[2025-12-25T20:26:30.407250] [INFO ] [sig       ] [1966/3552] Completed LZ in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-25T20:26:30.407290] [INFO ] [sig       ] [1967/3552] Forecasting LZB...
[2025-12-25T20:26:30.407320] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-25T20:26:30.407350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-25T20:26:30.418560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-25T20:26:30.418956] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-25T20:26:30.419782] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-25T20:26:30.419839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:30.419871] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:30.419898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:30.419957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:30.476258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:30.477114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:30.477193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:30.477225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:30.601132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:30.601288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:30.601327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:30.601354] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:30.604779] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=62.30%)
[2025-12-25T20:26:30.605090] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-25T20:26:30.605224] [INFO ] [sig       ] LZB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:30.757880] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LZB.txt
[2025-12-25T20:26:30.758024] [INFO ] [sig       ] [1967/3552] Completed LZB in 0.4s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-25T20:26:30.758063] [INFO ] [sig       ] [1968/3552] Forecasting LZM...
[2025-12-25T20:26:30.758093] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-25T20:26:30.758123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-25T20:26:30.769052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-25T20:26:30.769397] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-25T20:26:30.770184] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-25T20:26:30.770235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:30.770273] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:30.770306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:30.770376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:30.826924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:30.827538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:30.827632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:30.827666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:30.946635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:30.946789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:30.946828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:30.946857] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:30.951287] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=16.63%)
[2025-12-25T20:26:30.951786] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-25T20:26:30.951967] [INFO ] [sig       ] LZM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:31.093515] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LZM.txt
[2025-12-25T20:26:31.093676] [INFO ] [sig       ] [1968/3552] Completed LZM in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-25T20:26:31.093717] [INFO ] [sig       ] [1969/3552] Forecasting M...
[2025-12-25T20:26:31.093748] [INFO ] [sig       ] Generating forecast for: M
[2025-12-25T20:26:31.093777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-25T20:26:31.104675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-25T20:26:31.105009] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-25T20:26:31.105789] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-25T20:26:31.105840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:31.105871] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:31.105897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:31.105954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:31.161715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:31.162590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:31.162674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:31.162706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:31.285087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:31.285240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:31.285280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:31.285309] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:31.288705] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-12-25T20:26:31.288979] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-25T20:26:31.289102] [INFO ] [sig       ] M: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:31.430859] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/M.txt
[2025-12-25T20:26:31.431002] [INFO ] [sig       ] [1969/3552] Completed M in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-25T20:26:31.431040] [INFO ] [sig       ] [1970/3552] Forecasting MA...
[2025-12-25T20:26:31.431070] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-25T20:26:31.431105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-25T20:26:31.442399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-25T20:26:31.442763] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-25T20:26:31.443515] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-25T20:26:31.443566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:31.443624] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:31.443651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:31.443708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:31.499847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:31.500536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:31.500637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:31.500672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:31.620005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:31.620162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:31.620201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:31.620228] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:31.623549] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=55.99%)
[2025-12-25T20:26:31.623845] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-25T20:26:31.623970] [INFO ] [sig       ] MA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:31.760808] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MA.txt
[2025-12-25T20:26:31.760946] [INFO ] [sig       ] [1970/3552] Completed MA in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-25T20:26:31.761085] [INFO ] [sig       ] [1971/3552] Forecasting MAA...
[2025-12-25T20:26:31.761131] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-25T20:26:31.761163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-25T20:26:31.772391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-25T20:26:31.772752] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-25T20:26:31.773500] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-25T20:26:31.773551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:31.773600] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:31.773630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:31.773687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:31.831378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:31.832190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:31.832275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:31.832343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:31.952441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:31.952615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:31.952656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:31.952685] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:31.956039] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-12-25T20:26:31.956314] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-25T20:26:31.956446] [INFO ] [sig       ] MAA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:32.095497] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MAA.txt
[2025-12-25T20:26:32.095665] [INFO ] [sig       ] [1971/3552] Completed MAA in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-25T20:26:32.095707] [INFO ] [sig       ] [1972/3552] Forecasting MAC...
[2025-12-25T20:26:32.095736] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-25T20:26:32.095766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-25T20:26:32.106748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-25T20:26:32.107119] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-25T20:26:32.107895] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-25T20:26:32.107947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:32.107979] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:32.108006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:32.108063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:32.166996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:32.167923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:32.168010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:32.168065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:32.290846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:32.290995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:32.291036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:32.291065] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:32.294394] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-25T20:26:32.294687] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-25T20:26:32.294810] [INFO ] [sig       ] MAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:32.433026] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MAC.txt
[2025-12-25T20:26:32.433160] [INFO ] [sig       ] [1972/3552] Completed MAC in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-25T20:26:32.433200] [INFO ] [sig       ] [1973/3552] Forecasting MAMA...
[2025-12-25T20:26:32.433230] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-25T20:26:32.433259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-25T20:26:32.444430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-25T20:26:32.444749] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-25T20:26:32.445498] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-25T20:26:32.445549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:32.445600] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:32.445628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:32.445686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:32.501705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:32.502281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:32.502357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:32.502389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:32.624391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:32.624526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:32.624565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:32.624612] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:32.627861] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: UP (p=86.56%)
[2025-12-25T20:26:32.628144] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-25T20:26:32.628264] [INFO ] [sig       ] MAMA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:32.780236] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MAMA.txt
[2025-12-25T20:26:32.780380] [INFO ] [sig       ] [1973/3552] Completed MAMA in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-25T20:26:32.780436] [INFO ] [sig       ] [1974/3552] Forecasting MAN...
[2025-12-25T20:26:32.780506] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-25T20:26:32.780555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-25T20:26:32.792136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-25T20:26:32.792443] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-25T20:26:32.793204] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-25T20:26:32.793257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:32.793287] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:32.793315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:32.793372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:32.849018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:32.849648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:32.849726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:32.849759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:32.968938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:32.969083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:32.969122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:32.969162] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:32.972519] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=84.61%)
[2025-12-25T20:26:32.972805] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-25T20:26:32.972928] [INFO ] [sig       ] MAN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:33.111321] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MAN.txt
[2025-12-25T20:26:33.111466] [INFO ] [sig       ] [1974/3552] Completed MAN in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-25T20:26:33.111507] [INFO ] [sig       ] [1975/3552] Forecasting MANH...
[2025-12-25T20:26:33.111536] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-25T20:26:33.111566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-25T20:26:33.122654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-25T20:26:33.122963] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-25T20:26:33.123764] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-25T20:26:33.123818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:33.123850] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:33.123878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:33.123939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:33.182753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:33.183371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:33.183451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:33.183484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:33.302714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:33.302881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:33.302922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:33.302951] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:33.306269] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-12-25T20:26:33.306543] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-25T20:26:33.306683] [INFO ] [sig       ] MANH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:33.454114] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MANH.txt
[2025-12-25T20:26:33.454245] [INFO ] [sig       ] [1975/3552] Completed MANH in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-25T20:26:33.454283] [INFO ] [sig       ] [1976/3552] Forecasting MARA...
[2025-12-25T20:26:33.454314] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-25T20:26:33.454343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-25T20:26:33.465656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-25T20:26:33.465959] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-25T20:26:33.466771] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-25T20:26:33.466824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:33.466856] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:33.466884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:33.466943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:33.526020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:33.526713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:33.526793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:33.526826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:33.652010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:33.652159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:33.652197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:33.652225] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:33.655518] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=77.28%)
[2025-12-25T20:26:33.655819] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-25T20:26:33.655940] [INFO ] [sig       ] MARA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:33.797187] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MARA.txt
[2025-12-25T20:26:33.797302] [INFO ] [sig       ] [1976/3552] Completed MARA in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-25T20:26:33.797340] [INFO ] [sig       ] [1977/3552] Forecasting MAS...
[2025-12-25T20:26:33.797370] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-25T20:26:33.797398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-25T20:26:33.808128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-25T20:26:33.808420] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-25T20:26:33.809208] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-25T20:26:33.809261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:33.809295] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:33.809323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:33.809381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:33.866523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:33.867162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:33.867240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:33.867274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:33.984378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:33.984542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:33.984609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:33.984641] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:33.987899] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=62.06%)
[2025-12-25T20:26:33.988164] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-25T20:26:33.988286] [INFO ] [sig       ] MAS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:34.129726] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MAS.txt
[2025-12-25T20:26:34.129847] [INFO ] [sig       ] [1977/3552] Completed MAS in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-25T20:26:34.129886] [INFO ] [sig       ] [1978/3552] Forecasting MASI...
[2025-12-25T20:26:34.129916] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-25T20:26:34.129945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-25T20:26:34.140911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-25T20:26:34.141195] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-25T20:26:34.141969] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-25T20:26:34.142021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:34.142079] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:34.142108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:34.142166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:34.198842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:34.199478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:34.199557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:34.199609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:34.319548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:34.319706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:34.319747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:34.319776] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:34.323208] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=92.10%)
[2025-12-25T20:26:34.323492] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-25T20:26:34.323638] [INFO ] [sig       ] MASI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:34.469679] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MASI.txt
[2025-12-25T20:26:34.469814] [INFO ] [sig       ] [1978/3552] Completed MASI in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-25T20:26:34.469854] [INFO ] [sig       ] [1979/3552] Forecasting MASS...
[2025-12-25T20:26:34.469885] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-25T20:26:34.469917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-25T20:26:34.481093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-25T20:26:34.481395] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-25T20:26:34.482192] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-25T20:26:34.482246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:34.482293] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:34.482322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:34.482381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:34.544598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:34.545226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:34.545308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:34.545342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:34.664777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:34.664919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:34.664958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:34.664989] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:34.668380] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=47.98%)
[2025-12-25T20:26:34.668683] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-25T20:26:34.668809] [INFO ] [sig       ] MASS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:34.811861] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MASS.txt
[2025-12-25T20:26:34.811977] [INFO ] [sig       ] [1979/3552] Completed MASS in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-25T20:26:34.812017] [INFO ] [sig       ] [1980/3552] Forecasting MATX...
[2025-12-25T20:26:34.812047] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-25T20:26:34.812076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-25T20:26:34.824349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-25T20:26:34.824811] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-25T20:26:34.825670] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-25T20:26:34.825725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:34.825760] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:34.825788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:34.825847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:34.884791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:34.885724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:34.885821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:34.885854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:35.006273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:35.006451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:35.006493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:35.006521] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:35.009977] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2025-12-25T20:26:35.010264] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-25T20:26:35.010393] [INFO ] [sig       ] MATX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:35.151910] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MATX.txt
[2025-12-25T20:26:35.152073] [INFO ] [sig       ] [1980/3552] Completed MATX in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-25T20:26:35.152113] [INFO ] [sig       ] [1981/3552] Forecasting MAX...
[2025-12-25T20:26:35.152174] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-25T20:26:35.152206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-25T20:26:35.163147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-25T20:26:35.163503] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-25T20:26:35.164284] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-25T20:26:35.164337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:35.164369] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:35.164395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:35.164451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:35.223556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:35.224455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:35.224544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:35.224597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:35.347126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:35.347281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:35.347322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:35.347414] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:35.351137] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=43.80%)
[2025-12-25T20:26:35.351486] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-25T20:26:35.351667] [INFO ] [sig       ] MAX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:35.502463] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MAX.txt
[2025-12-25T20:26:35.502644] [INFO ] [sig       ] [1981/3552] Completed MAX in 0.4s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-25T20:26:35.502688] [INFO ] [sig       ] [1982/3552] Forecasting MAXI...
[2025-12-25T20:26:35.502720] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-25T20:26:35.502751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-25T20:26:35.513904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-25T20:26:35.514340] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-25T20:26:35.515229] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-25T20:26:35.515284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:35.515317] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:35.515345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:35.515403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:35.575987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:35.576840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:35.576924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:35.576956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:35.695157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:35.695313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:35.695354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:35.695381] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:35.698749] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: DOWN (p=31.08%)
[2025-12-25T20:26:35.699029] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-25T20:26:35.699173] [INFO ] [sig       ] MAXI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:35.841676] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MAXI.txt
[2025-12-25T20:26:35.841855] [INFO ] [sig       ] [1982/3552] Completed MAXI in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-25T20:26:35.841914] [INFO ] [sig       ] [1983/3552] Forecasting MAXN...
[2025-12-25T20:26:35.841947] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-25T20:26:35.841976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-25T20:26:35.852876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-25T20:26:35.853221] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-25T20:26:35.854002] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-25T20:26:35.854053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:35.854083] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:35.854110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:35.854168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:35.911299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:35.912162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:35.912246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:35.912278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:36.025494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:36.025864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:36.025906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:36.025934] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:36.029344] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2025-12-25T20:26:36.029678] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-25T20:26:36.029807] [INFO ] [sig       ] MAXN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:36.173787] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MAXN.txt
[2025-12-25T20:26:36.173950] [INFO ] [sig       ] [1983/3552] Completed MAXN in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-25T20:26:36.173991] [INFO ] [sig       ] [1984/3552] Forecasting MBB...
[2025-12-25T20:26:36.174022] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-25T20:26:36.174053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-25T20:26:36.185191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-25T20:26:36.185566] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-25T20:26:36.186353] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-25T20:26:36.186405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:36.186436] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:36.186462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:36.186518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:36.243166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:36.244021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:36.244110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:36.244143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:36.367354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:36.367515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:36.367557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:36.367606] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:36.371129] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=45.41%)
[2025-12-25T20:26:36.371469] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-25T20:26:36.371664] [INFO ] [sig       ] MBB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:36.525275] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MBB.txt
[2025-12-25T20:26:36.525463] [INFO ] [sig       ] [1984/3552] Completed MBB in 0.4s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-25T20:26:36.525522] [INFO ] [sig       ] [1985/3552] Forecasting MBC...
[2025-12-25T20:26:36.525560] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-25T20:26:36.525663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-25T20:26:36.537100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-25T20:26:36.537490] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-25T20:26:36.538291] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-25T20:26:36.538344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:36.538376] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:36.538402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:36.538459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:36.596515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:36.597372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:36.597458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:36.597493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:36.713762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:36.713932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:36.713973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:36.714001] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:36.717469] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=17.55%)
[2025-12-25T20:26:36.717810] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-25T20:26:36.717946] [INFO ] [sig       ] MBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:36.865341] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MBC.txt
[2025-12-25T20:26:36.865495] [INFO ] [sig       ] [1985/3552] Completed MBC in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-25T20:26:36.865536] [INFO ] [sig       ] [1986/3552] Forecasting MBCN...
[2025-12-25T20:26:36.865566] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-25T20:26:36.865618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-25T20:26:36.876442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-25T20:26:36.876868] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-25T20:26:36.877803] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-25T20:26:36.877858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:36.877890] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:36.877917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:36.877975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:36.935221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:36.936170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:36.936279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:36.936313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:37.029763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:37.029924] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:26:37.029984] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:37.030015] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:37.033391] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-12-25T20:26:37.033690] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-25T20:26:37.033817] [INFO ] [sig       ] MBCN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:37.176249] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MBCN.txt
[2025-12-25T20:26:37.176454] [INFO ] [sig       ] [1986/3552] Completed MBCN in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-25T20:26:37.176502] [INFO ] [sig       ] [1987/3552] Forecasting MBI...
[2025-12-25T20:26:37.176535] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-25T20:26:37.176619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-25T20:26:37.188499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-25T20:26:37.188957] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-25T20:26:37.189843] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-25T20:26:37.189900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:37.189931] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:37.189957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:37.190014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:37.246937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:37.247882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:37.248001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:37.248035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:37.367312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:37.367469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:37.367513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:37.367540] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:37.371034] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-12-25T20:26:37.371352] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-25T20:26:37.371489] [INFO ] [sig       ] MBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:37.510449] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MBI.txt
[2025-12-25T20:26:37.510633] [INFO ] [sig       ] [1987/3552] Completed MBI in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-25T20:26:37.510673] [INFO ] [sig       ] [1988/3552] Forecasting MBIN...
[2025-12-25T20:26:37.510705] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-25T20:26:37.510734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-25T20:26:37.522020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-25T20:26:37.522411] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-25T20:26:37.523199] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-25T20:26:37.523250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:37.523281] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:37.523308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:37.523365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:37.579702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:37.580563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:37.580729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:37.580764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:37.696918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:37.697074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:37.697114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:37.697143] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:37.700528] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2025-12-25T20:26:37.700851] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-25T20:26:37.700986] [INFO ] [sig       ] MBIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:37.841368] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MBIN.txt
[2025-12-25T20:26:37.841533] [INFO ] [sig       ] [1988/3552] Completed MBIN in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-25T20:26:37.841591] [INFO ] [sig       ] [1989/3552] Forecasting MBIO...
[2025-12-25T20:26:37.841625] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-25T20:26:37.841655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-25T20:26:37.853027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-25T20:26:37.853359] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-25T20:26:37.854151] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-25T20:26:37.854203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:37.854235] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:37.854261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:37.854319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:37.910324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:37.911209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:37.911297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:37.911330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:38.031397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:38.031554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:38.031612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:38.031643] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:38.034980] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: UP (p=90.75%)
[2025-12-25T20:26:38.035263] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-25T20:26:38.035388] [INFO ] [sig       ] MBIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:38.171532] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MBIO.txt
[2025-12-25T20:26:38.171689] [INFO ] [sig       ] [1989/3552] Completed MBIO in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-25T20:26:38.171729] [INFO ] [sig       ] [1990/3552] Forecasting MBLY...
[2025-12-25T20:26:38.171759] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-25T20:26:38.171788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-25T20:26:38.182503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-25T20:26:38.182859] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-25T20:26:38.183635] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-25T20:26:38.183704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:38.183772] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:38.183801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:38.183862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:38.238928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:38.239601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:38.239678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:38.239711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:38.366216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:38.366368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:38.366408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:38.366439] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:38.369919] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2025-12-25T20:26:38.370200] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-25T20:26:38.370336] [INFO ] [sig       ] MBLY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:38.509791] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MBLY.txt
[2025-12-25T20:26:38.509936] [INFO ] [sig       ] [1990/3552] Completed MBLY in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-25T20:26:38.509977] [INFO ] [sig       ] [1991/3552] Forecasting MBS...
[2025-12-25T20:26:38.510008] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-25T20:26:38.510068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-25T20:26:38.520332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-25T20:26:38.520698] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-25T20:26:38.521499] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-25T20:26:38.521553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:38.521604] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:38.521633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:38.521697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:38.578840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:38.579696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:38.579778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:38.579812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:38.700192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:38.700353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:38.700395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:38.700425] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:38.703916] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=69.39%)
[2025-12-25T20:26:38.704197] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-25T20:26:38.704324] [INFO ] [sig       ] MBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:38.842322] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MBS.txt
[2025-12-25T20:26:38.842480] [INFO ] [sig       ] [1991/3552] Completed MBS in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-25T20:26:38.842525] [INFO ] [sig       ] [1992/3552] Forecasting MBWM...
[2025-12-25T20:26:38.842555] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-25T20:26:38.842604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-25T20:26:38.853901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-25T20:26:38.854256] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-25T20:26:38.855033] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-25T20:26:38.855085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:38.855116] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:38.855143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:38.855200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:38.911469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:38.912102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:38.912196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:38.912228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:39.026321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:39.026459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:39.026500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:39.026528] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:39.029825] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=96.12%)
[2025-12-25T20:26:39.030092] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-25T20:26:39.030214] [INFO ] [sig       ] MBWM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:39.167751] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MBWM.txt
[2025-12-25T20:26:39.167876] [INFO ] [sig       ] [1992/3552] Completed MBWM in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-25T20:26:39.167915] [INFO ] [sig       ] [1993/3552] Forecasting MBX...
[2025-12-25T20:26:39.167944] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-25T20:26:39.167974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-25T20:26:39.178970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-25T20:26:39.179299] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-25T20:26:39.180071] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-25T20:26:39.180122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:39.180153] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:39.180179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:39.180237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:39.236323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:39.236951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:39.237026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:39.237059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:39.358004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:39.358142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:39.358180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:39.358209] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:39.361527] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: DOWN (p=16.93%)
[2025-12-25T20:26:39.361813] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-25T20:26:39.361936] [INFO ] [sig       ] MBX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:39.500110] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MBX.txt
[2025-12-25T20:26:39.500245] [INFO ] [sig       ] [1993/3552] Completed MBX in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-25T20:26:39.500285] [INFO ] [sig       ] [1994/3552] Forecasting MC...
[2025-12-25T20:26:39.500328] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-25T20:26:39.500385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-25T20:26:39.511190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-25T20:26:39.511495] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-25T20:26:39.512255] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-25T20:26:39.512307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:39.512338] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:39.512364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:39.512422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:39.568918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:39.569924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:39.570010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:39.570042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:39.686424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:39.686586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:39.686627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:39.686657] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:39.689971] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-25T20:26:39.690239] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-25T20:26:39.690361] [INFO ] [sig       ] MC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:39.831044] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MC.txt
[2025-12-25T20:26:39.831221] [INFO ] [sig       ] [1994/3552] Completed MC in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-25T20:26:39.831264] [INFO ] [sig       ] [1995/3552] Forecasting MCBS...
[2025-12-25T20:26:39.831296] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-25T20:26:39.831326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-25T20:26:39.843205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-25T20:26:39.843658] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-25T20:26:39.844496] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-25T20:26:39.844556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:39.844636] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:39.844667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:39.844726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:39.906316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:39.907237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:39.907321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:39.907354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:40.032131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:40.032288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:40.032327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:40.032355] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:40.035922] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: UP (p=53.83%)
[2025-12-25T20:26:40.036193] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-25T20:26:40.036316] [INFO ] [sig       ] MCBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:40.176729] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MCBS.txt
[2025-12-25T20:26:40.176917] [INFO ] [sig       ] [1995/3552] Completed MCBS in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-25T20:26:40.176970] [INFO ] [sig       ] [1996/3552] Forecasting MCHI...
[2025-12-25T20:26:40.177000] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-25T20:26:40.177029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-25T20:26:40.187709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-25T20:26:40.188092] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-25T20:26:40.188874] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-25T20:26:40.188924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:40.188955] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:40.188981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:40.189038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:40.246510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:40.247388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:40.247474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:40.247507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:40.375817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:40.375976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:40.376016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:40.376044] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:40.379975] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-25T20:26:40.380601] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-25T20:26:40.380823] [INFO ] [sig       ] MCHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:40.523295] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MCHI.txt
[2025-12-25T20:26:40.523436] [INFO ] [sig       ] [1996/3552] Completed MCHI in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-25T20:26:40.523475] [INFO ] [sig       ] [1997/3552] Forecasting MCHP...
[2025-12-25T20:26:40.523505] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-25T20:26:40.523535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-25T20:26:40.534750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-25T20:26:40.535164] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-25T20:26:40.536014] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-25T20:26:40.536066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:40.536098] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:40.536124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:40.536181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:40.592875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:40.593763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:40.593850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:40.593882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:40.716057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:40.716214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:40.716253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:40.716298] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:40.719683] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=11.39%)
[2025-12-25T20:26:40.719966] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-25T20:26:40.720093] [INFO ] [sig       ] MCHP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:40.870202] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MCHP.txt
[2025-12-25T20:26:40.870367] [INFO ] [sig       ] [1997/3552] Completed MCHP in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-25T20:26:40.870435] [INFO ] [sig       ] [1998/3552] Forecasting MCHX...
[2025-12-25T20:26:40.870469] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-25T20:26:40.870500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-25T20:26:40.882141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-25T20:26:40.882513] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-25T20:26:40.883309] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-25T20:26:40.883362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:40.883394] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:40.883419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:40.883476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:40.941606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:40.942691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:40.942796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:40.942836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:41.054495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:41.054700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:41.054743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:41.054831] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:41.058550] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=27.32%)
[2025-12-25T20:26:41.058903] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-25T20:26:41.059043] [INFO ] [sig       ] MCHX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:41.222545] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MCHX.txt
[2025-12-25T20:26:41.222795] [INFO ] [sig       ] [1998/3552] Completed MCHX in 0.4s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-25T20:26:41.222888] [INFO ] [sig       ] [1999/3552] Forecasting MCI...
[2025-12-25T20:26:41.222933] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-25T20:26:41.222975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-25T20:26:41.238351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-25T20:26:41.239026] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-25T20:26:41.240100] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-25T20:26:41.240159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:41.240195] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:41.240223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:41.240285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:41.319703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:41.321082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:41.321208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:41.321268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:41.465958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:41.466158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:41.466216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:41.466260] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:41.471811] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=88.78%)
[2025-12-25T20:26:41.472321] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-25T20:26:41.472531] [INFO ] [sig       ] MCI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:41.664031] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MCI.txt
[2025-12-25T20:26:41.664271] [INFO ] [sig       ] [1999/3552] Completed MCI in 0.4s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-25T20:26:41.664361] [INFO ] [sig       ] [2000/3552] Forecasting MCK...
[2025-12-25T20:26:41.664403] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-25T20:26:41.664446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-25T20:26:41.681609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-25T20:26:41.682151] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-25T20:26:41.683346] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-25T20:26:41.683419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:41.683472] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:41.683516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:41.683631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:41.760592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:41.761757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:41.761873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:41.761928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:41.919856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:41.920043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:41.920108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:41.920161] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:41.925533] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=54.01%)
[2025-12-25T20:26:41.926082] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-25T20:26:41.926300] [INFO ] [sig       ] MCK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:42.113174] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MCK.txt
[2025-12-25T20:26:42.113346] [INFO ] [sig       ] [2000/3552] Completed MCK in 0.4s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-25T20:26:42.113386] [INFO ] [sig       ] [2001/3552] Forecasting MCN...
[2025-12-25T20:26:42.113417] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-25T20:26:42.113448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-25T20:26:42.128405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-25T20:26:42.128960] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-25T20:26:42.130257] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-25T20:26:42.130329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:42.130381] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:42.130426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:42.130537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:42.192500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:42.193435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:42.193532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:42.193566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:42.322003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:42.322161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:42.322201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:42.322230] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:42.325661] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=20.51%)
[2025-12-25T20:26:42.325956] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-25T20:26:42.326090] [INFO ] [sig       ] MCN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:42.469753] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MCN.txt
[2025-12-25T20:26:42.469951] [INFO ] [sig       ] [2001/3552] Completed MCN in 0.4s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-25T20:26:42.469994] [INFO ] [sig       ] [2002/3552] Forecasting MCO...
[2025-12-25T20:26:42.470024] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-25T20:26:42.470089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-25T20:26:42.481541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-25T20:26:42.481969] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-25T20:26:42.482824] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-25T20:26:42.482882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:42.482915] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:42.482942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:42.483001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:42.544150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:42.545082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:42.545194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:42.545229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:42.669014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:42.669194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:42.669237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:42.669266] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:42.673168] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-12-25T20:26:42.673566] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-25T20:26:42.673747] [INFO ] [sig       ] MCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:42.820223] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MCO.txt
[2025-12-25T20:26:42.820399] [INFO ] [sig       ] [2002/3552] Completed MCO in 0.4s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-25T20:26:42.820442] [INFO ] [sig       ] [2003/3552] Forecasting MCRB...
[2025-12-25T20:26:42.820474] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-25T20:26:42.820538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-25T20:26:42.832381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-25T20:26:42.832813] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-25T20:26:42.833724] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-25T20:26:42.833807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:42.833853] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:42.833882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:42.833940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:42.890996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:42.891805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:42.891891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:42.891924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:43.009182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:43.009493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:43.009724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:43.009761] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:43.013464] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-12-25T20:26:43.013767] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-25T20:26:43.013915] [INFO ] [sig       ] MCRB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:43.151296] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MCRB.txt
[2025-12-25T20:26:43.151459] [INFO ] [sig       ] [2003/3552] Completed MCRB in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-25T20:26:43.151500] [INFO ] [sig       ] [2004/3552] Forecasting MCRI...
[2025-12-25T20:26:43.151529] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-25T20:26:43.151588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-25T20:26:43.162374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-25T20:26:43.162697] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-25T20:26:43.163436] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-25T20:26:43.163487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:43.163518] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:43.163544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:43.163622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:43.220028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:43.220683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:43.220760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:43.220792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:43.344387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:43.344537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:43.344599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:43.344631] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:43.347933] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=82.06%)
[2025-12-25T20:26:43.348206] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-25T20:26:43.348325] [INFO ] [sig       ] MCRI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:43.486191] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MCRI.txt
[2025-12-25T20:26:43.486320] [INFO ] [sig       ] [2004/3552] Completed MCRI in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-25T20:26:43.486358] [INFO ] [sig       ] [2005/3552] Forecasting MCS...
[2025-12-25T20:26:43.486387] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-25T20:26:43.486416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-25T20:26:43.497467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-25T20:26:43.497801] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-25T20:26:43.498567] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-25T20:26:43.498635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:43.498666] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:43.498694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:43.498751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:43.555338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:43.555980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:43.556084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:43.556117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:43.677940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:43.678092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:43.678133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:43.678161] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:43.681486] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-25T20:26:43.681787] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-25T20:26:43.681919] [INFO ] [sig       ] MCS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:43.819931] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MCS.txt
[2025-12-25T20:26:43.820083] [INFO ] [sig       ] [2005/3552] Completed MCS in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-25T20:26:43.820124] [INFO ] [sig       ] [2006/3552] Forecasting MCY...
[2025-12-25T20:26:43.820154] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-25T20:26:43.820183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-25T20:26:43.830714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-25T20:26:43.831045] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-25T20:26:43.831823] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-25T20:26:43.831875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:43.831906] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:43.831933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:43.831991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:43.887395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:43.888139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:43.888220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:43.888251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:44.004027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:44.004184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:44.004222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:44.004251] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:44.007568] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-12-25T20:26:44.007882] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-25T20:26:44.008025] [INFO ] [sig       ] MCY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:44.145245] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MCY.txt
[2025-12-25T20:26:44.145392] [INFO ] [sig       ] [2006/3552] Completed MCY in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-25T20:26:44.145445] [INFO ] [sig       ] [2007/3552] Forecasting MD...
[2025-12-25T20:26:44.145476] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-25T20:26:44.145505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-25T20:26:44.157563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-25T20:26:44.157992] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-25T20:26:44.158909] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-25T20:26:44.158969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:44.159001] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:44.159029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:44.159087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:44.225106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:44.225943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:44.226029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:44.226062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:44.346230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:44.346385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:44.346424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:44.346451] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:44.349904] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-12-25T20:26:44.350184] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-25T20:26:44.350312] [INFO ] [sig       ] MD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:44.495416] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MD.txt
[2025-12-25T20:26:44.495602] [INFO ] [sig       ] [2007/3552] Completed MD in 0.4s | 2.87 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-25T20:26:44.495672] [INFO ] [sig       ] [2008/3552] Forecasting MDAI...
[2025-12-25T20:26:44.495704] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-25T20:26:44.495734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-25T20:26:44.506533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-25T20:26:44.506920] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-25T20:26:44.507703] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-25T20:26:44.507754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:44.507787] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:44.507814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:44.507871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:44.564959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:44.565879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:44.565969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:44.566004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:44.689886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:44.690047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:44.690089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:44.690118] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:44.693624] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2025-12-25T20:26:44.693957] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-25T20:26:44.694087] [INFO ] [sig       ] MDAI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:44.834057] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MDAI.txt
[2025-12-25T20:26:44.834246] [INFO ] [sig       ] [2008/3552] Completed MDAI in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-25T20:26:44.834287] [INFO ] [sig       ] [2009/3552] Forecasting MDB...
[2025-12-25T20:26:44.834319] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-25T20:26:44.834378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-25T20:26:44.845088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-25T20:26:44.845449] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-25T20:26:44.846225] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-25T20:26:44.846277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:44.846309] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:44.846336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:44.846392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:44.903618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:44.904468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:44.904550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:44.904602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:45.030880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:45.031056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:45.031099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:45.031127] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:45.034506] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=36.80%)
[2025-12-25T20:26:45.034811] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-25T20:26:45.034944] [INFO ] [sig       ] MDB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:45.181127] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MDB.txt
[2025-12-25T20:26:45.181297] [INFO ] [sig       ] [2009/3552] Completed MDB in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-25T20:26:45.181340] [INFO ] [sig       ] [2010/3552] Forecasting MDGL...
[2025-12-25T20:26:45.181370] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-25T20:26:45.181400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-25T20:26:45.192835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-25T20:26:45.193157] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-25T20:26:45.193952] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-25T20:26:45.194004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:45.194037] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:45.194064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:45.194122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:45.255874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:45.256633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:45.256726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:45.256761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:45.378372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:45.378530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:45.378629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:45.378662] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:45.382245] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-12-25T20:26:45.382522] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-25T20:26:45.382662] [INFO ] [sig       ] MDGL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:45.522501] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MDGL.txt
[2025-12-25T20:26:45.522665] [INFO ] [sig       ] [2010/3552] Completed MDGL in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-25T20:26:45.522707] [INFO ] [sig       ] [2011/3552] Forecasting MDLZ...
[2025-12-25T20:26:45.522737] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-25T20:26:45.522767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-25T20:26:45.536952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-25T20:26:45.537475] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-25T20:26:45.538487] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-25T20:26:45.538547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:45.538607] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:45.538672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:45.538750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:45.595442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:45.596344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:45.596429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:45.596461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:45.718951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:45.719121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:45.719185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:45.719218] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:45.723002] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: DOWN (p=19.12%)
[2025-12-25T20:26:45.723341] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-25T20:26:45.723483] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:45.872210] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MDLZ.txt
[2025-12-25T20:26:45.872386] [INFO ] [sig       ] [2011/3552] Completed MDLZ in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-25T20:26:45.872430] [INFO ] [sig       ] [2012/3552] Forecasting MDWD...
[2025-12-25T20:26:45.872462] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-25T20:26:45.872494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-25T20:26:45.885528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-25T20:26:45.886012] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-25T20:26:45.886915] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-25T20:26:45.886970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:45.887053] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:45.887084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:45.887145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:45.950853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:45.951806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:45.951899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:45.951941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:46.075768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:46.075928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:46.075968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:46.075995] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:46.079504] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=12.63%)
[2025-12-25T20:26:46.079894] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-25T20:26:46.080032] [INFO ] [sig       ] MDWD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:46.231237] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MDWD.txt
[2025-12-25T20:26:46.231393] [INFO ] [sig       ] [2012/3552] Completed MDWD in 0.4s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-25T20:26:46.231436] [INFO ] [sig       ] [2013/3552] Forecasting MDXG...
[2025-12-25T20:26:46.231469] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-25T20:26:46.231531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-25T20:26:46.243538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-25T20:26:46.243968] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-25T20:26:46.244938] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-25T20:26:46.244998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:46.245042] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:46.245082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:46.245156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:46.303345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:46.304238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:46.304325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:46.304359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:46.423852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:46.424012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:46.424053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:46.424083] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:46.427456] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: DOWN (p=21.71%)
[2025-12-25T20:26:46.427761] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-25T20:26:46.427886] [INFO ] [sig       ] MDXG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:46.564304] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MDXG.txt
[2025-12-25T20:26:46.564444] [INFO ] [sig       ] [2013/3552] Completed MDXG in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-25T20:26:46.564483] [INFO ] [sig       ] [2014/3552] Forecasting MDXH...
[2025-12-25T20:26:46.564512] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-25T20:26:46.564541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-25T20:26:46.575288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-25T20:26:46.575653] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-25T20:26:46.576404] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-25T20:26:46.576456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:46.576525] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:46.576554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:46.576629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:46.636735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:46.637685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:46.637777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:46.637841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:46.763387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:46.763540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:46.763598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:46.763631] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:46.767096] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-25T20:26:46.767406] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-25T20:26:46.767544] [INFO ] [sig       ] MDXH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:46.917622] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MDXH.txt
[2025-12-25T20:26:46.917814] [INFO ] [sig       ] [2014/3552] Completed MDXH in 0.4s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-25T20:26:46.917859] [INFO ] [sig       ] [2015/3552] Forecasting MEC...
[2025-12-25T20:26:46.917891] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-25T20:26:46.917925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-25T20:26:46.930220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-25T20:26:46.930713] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-25T20:26:46.931671] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-25T20:26:46.931724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:46.931757] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:46.931785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:46.931843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:46.988000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:46.988924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:46.989012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:46.989044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:47.106257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:47.106415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:47.106457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:47.106521] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:47.109925] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-25T20:26:47.110202] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-25T20:26:47.110328] [INFO ] [sig       ] MEC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:47.248643] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MEC.txt
[2025-12-25T20:26:47.248798] [INFO ] [sig       ] [2015/3552] Completed MEC in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-25T20:26:47.248837] [INFO ] [sig       ] [2016/3552] Forecasting MED...
[2025-12-25T20:26:47.248868] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-25T20:26:47.248898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-25T20:26:47.260505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-25T20:26:47.260923] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-25T20:26:47.261778] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-25T20:26:47.261833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:47.261865] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:47.261891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:47.261948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:47.322300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:47.323162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:47.323252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:47.323286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:47.446337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:47.446494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:47.446535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:47.446563] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:47.450086] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=78.14%)
[2025-12-25T20:26:47.450358] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-25T20:26:47.450477] [INFO ] [sig       ] MED: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:47.591290] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MED.txt
[2025-12-25T20:26:47.591440] [INFO ] [sig       ] [2016/3552] Completed MED in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-25T20:26:47.591480] [INFO ] [sig       ] [2017/3552] Forecasting MEDP...
[2025-12-25T20:26:47.591511] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-25T20:26:47.591539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-25T20:26:47.602692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-25T20:26:47.603012] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-25T20:26:47.603829] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-25T20:26:47.603881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:47.603913] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:47.603940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:47.604000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:47.661928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:47.662763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:47.662845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:47.662878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:47.789317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:47.789515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:47.789557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:47.789606] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:47.793016] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=47.13%)
[2025-12-25T20:26:47.793300] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-25T20:26:47.793426] [INFO ] [sig       ] MEDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:47.936959] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MEDP.txt
[2025-12-25T20:26:47.937113] [INFO ] [sig       ] [2017/3552] Completed MEDP in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-25T20:26:47.937169] [INFO ] [sig       ] [2018/3552] Forecasting MEG...
[2025-12-25T20:26:47.937201] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-25T20:26:47.937232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-25T20:26:47.948433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-25T20:26:47.948756] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-25T20:26:47.949540] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-25T20:26:47.949610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:47.949642] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:47.949669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:47.949726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:48.007308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:48.007999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:48.008079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:48.008113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:48.130047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:48.130194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:48.130235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:48.130264] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:48.133855] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-12-25T20:26:48.134163] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-25T20:26:48.134297] [INFO ] [sig       ] MEG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:48.275554] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MEG.txt
[2025-12-25T20:26:48.275708] [INFO ] [sig       ] [2018/3552] Completed MEG in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-25T20:26:48.275747] [INFO ] [sig       ] [2019/3552] Forecasting MEGI...
[2025-12-25T20:26:48.275780] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-25T20:26:48.275812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-25T20:26:48.287290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-25T20:26:48.287703] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-25T20:26:48.288522] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-25T20:26:48.288598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:48.288644] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:48.288675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:48.288734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:48.346694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:48.347452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:48.347533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:48.347566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:48.473542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:48.473719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:48.473761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:48.473789] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:48.477232] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-25T20:26:48.477507] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-25T20:26:48.477649] [INFO ] [sig       ] MEGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:48.624216] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MEGI.txt
[2025-12-25T20:26:48.624366] [INFO ] [sig       ] [2019/3552] Completed MEGI in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-25T20:26:48.624408] [INFO ] [sig       ] [2020/3552] Forecasting MEI...
[2025-12-25T20:26:48.624437] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-25T20:26:48.624468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-25T20:26:48.636686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-25T20:26:48.637268] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-25T20:26:48.638098] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-25T20:26:48.638151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:48.638183] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:48.638210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:48.638267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:48.698907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:48.699724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:48.699807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:48.699840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:48.829613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:48.829771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:48.829812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:48.829842] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:48.833790] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-25T20:26:48.834088] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-25T20:26:48.834219] [INFO ] [sig       ] MEI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:48.975200] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MEI.txt
[2025-12-25T20:26:48.975376] [INFO ] [sig       ] [2020/3552] Completed MEI in 0.4s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-25T20:26:48.975419] [INFO ] [sig       ] [2021/3552] Forecasting MELI...
[2025-12-25T20:26:48.975449] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-25T20:26:48.975480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-25T20:26:48.987169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-25T20:26:48.987596] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-25T20:26:48.988614] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-25T20:26:48.988668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:48.988701] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:48.988727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:48.988784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:49.047596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:49.048450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:49.048531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:49.048564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:49.173320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:49.173479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:49.173520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:49.173566] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:49.177333] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-25T20:26:49.177630] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-25T20:26:49.177759] [INFO ] [sig       ] MELI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:49.319752] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MELI.txt
[2025-12-25T20:26:49.319900] [INFO ] [sig       ] [2021/3552] Completed MELI in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-25T20:26:49.319944] [INFO ] [sig       ] [2022/3552] Forecasting MEOH...
[2025-12-25T20:26:49.319987] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-25T20:26:49.320020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-25T20:26:49.332109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-25T20:26:49.332510] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-25T20:26:49.333430] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-25T20:26:49.333484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:49.333515] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:49.333542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:49.333629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:49.397202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:49.398177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:49.398301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:49.398343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:49.520306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:49.520481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:49.520522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:49.520551] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:49.524054] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-25T20:26:49.524343] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-25T20:26:49.524489] [INFO ] [sig       ] MEOH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:49.664391] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MEOH.txt
[2025-12-25T20:26:49.664540] [INFO ] [sig       ] [2022/3552] Completed MEOH in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-25T20:26:49.664596] [INFO ] [sig       ] [2023/3552] Forecasting MERC...
[2025-12-25T20:26:49.664630] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-25T20:26:49.664659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-25T20:26:49.676186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-25T20:26:49.676517] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-25T20:26:49.677348] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-25T20:26:49.677404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:49.677435] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:49.677463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:49.677520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:49.735557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:49.736353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:49.736468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:49.736504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:49.860165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:49.860319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:49.860366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:49.860412] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:49.864030] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=24.26%)
[2025-12-25T20:26:49.864312] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-25T20:26:49.864446] [INFO ] [sig       ] MERC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:50.021049] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MERC.txt
[2025-12-25T20:26:50.021213] [INFO ] [sig       ] [2023/3552] Completed MERC in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-25T20:26:50.021254] [INFO ] [sig       ] [2024/3552] Forecasting META...
[2025-12-25T20:26:50.021284] [INFO ] [sig       ] Generating forecast for: META
[2025-12-25T20:26:50.021315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-25T20:26:50.032013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-25T20:26:50.032318] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-25T20:26:50.033105] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-25T20:26:50.033158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:50.033190] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:50.033218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:50.033275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:50.089510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:50.090640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:50.090746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:50.090778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:50.226323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:50.226487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:50.226527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:50.226555] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:50.230373] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=70.70%)
[2025-12-25T20:26:50.230669] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-25T20:26:50.230806] [INFO ] [sig       ] META: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:50.371890] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/META.txt
[2025-12-25T20:26:50.372033] [INFO ] [sig       ] [2024/3552] Completed META in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-25T20:26:50.372074] [INFO ] [sig       ] [2025/3552] Forecasting METC...
[2025-12-25T20:26:50.372105] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-25T20:26:50.372134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-25T20:26:50.384123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-25T20:26:50.384455] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-25T20:26:50.385318] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-25T20:26:50.385371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:50.385404] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:50.385446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:50.385507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:50.446107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:50.446926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:50.447009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:50.447042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:50.566292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:50.566449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:50.566490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:50.566520] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:50.570208] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2025-12-25T20:26:50.570489] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-25T20:26:50.570632] [INFO ] [sig       ] METC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:50.714538] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/METC.txt
[2025-12-25T20:26:50.714759] [INFO ] [sig       ] [2025/3552] Completed METC in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-25T20:26:50.714823] [INFO ] [sig       ] [2026/3552] Forecasting METCB...
[2025-12-25T20:26:50.714872] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-25T20:26:50.714912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-25T20:26:50.727711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-25T20:26:50.728303] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-25T20:26:50.729400] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-25T20:26:50.729455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:50.729488] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:50.729514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:50.729606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:50.787782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:50.788531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:50.788627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:50.788661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:50.915905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:50.916058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:50.916097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:50.916126] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:50.919472] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: DOWN (p=8.17%)
[2025-12-25T20:26:50.919774] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-25T20:26:50.919896] [INFO ] [sig       ] METCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:51.061459] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/METCB.txt
[2025-12-25T20:26:51.061661] [INFO ] [sig       ] [2026/3552] Completed METCB in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-25T20:26:51.061706] [INFO ] [sig       ] [2027/3552] Forecasting METD...
[2025-12-25T20:26:51.061737] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-25T20:26:51.061794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-25T20:26:51.073564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-25T20:26:51.073966] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-25T20:26:51.074814] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-25T20:26:51.074867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:51.074899] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:51.074925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:51.074982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:51.131627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:51.132521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:51.132627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:51.132662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:51.266157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:51.266314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:51.266356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:51.266386] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:51.269961] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-12-25T20:26:51.270295] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-25T20:26:51.270434] [INFO ] [sig       ] METD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:51.420906] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/METD.txt
[2025-12-25T20:26:51.421083] [INFO ] [sig       ] [2027/3552] Completed METD in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-25T20:26:51.421140] [INFO ] [sig       ] [2028/3552] Forecasting MFA...
[2025-12-25T20:26:51.421175] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-25T20:26:51.421246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-25T20:26:51.433685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-25T20:26:51.434107] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-25T20:26:51.434965] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-25T20:26:51.435020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:51.435055] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:51.435095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:51.435177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:51.496989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:51.497905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:51.497992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:51.498025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:51.628649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:51.628803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:51.628842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:51.628874] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:51.632535] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-25T20:26:51.632872] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-25T20:26:51.633008] [INFO ] [sig       ] MFA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:51.781041] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MFA.txt
[2025-12-25T20:26:51.781212] [INFO ] [sig       ] [2028/3552] Completed MFA in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-25T20:26:51.781257] [INFO ] [sig       ] [2029/3552] Forecasting MFC...
[2025-12-25T20:26:51.781290] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-25T20:26:51.781359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-25T20:26:51.792831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-25T20:26:51.793199] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-25T20:26:51.794064] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-25T20:26:51.794117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:51.794218] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:51.794247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:51.794306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:51.854423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:51.855320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:51.855405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:51.855439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:51.985158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:51.985344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:51.985406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:51.985447] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:51.989112] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=15.96%)
[2025-12-25T20:26:51.989442] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-25T20:26:51.989613] [INFO ] [sig       ] MFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:52.139707] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MFC.txt
[2025-12-25T20:26:52.139914] [INFO ] [sig       ] [2029/3552] Completed MFC in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-25T20:26:52.139973] [INFO ] [sig       ] [2030/3552] Forecasting MFG...
[2025-12-25T20:26:52.140045] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-25T20:26:52.140078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-25T20:26:52.153212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-25T20:26:52.153717] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-25T20:26:52.154567] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-25T20:26:52.154641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:52.154674] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:52.154702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:52.154761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:52.215112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:52.215987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:52.216094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:52.216129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:52.348721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:52.348884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:52.348925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:52.348954] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:52.352677] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=48.25%)
[2025-12-25T20:26:52.353001] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-25T20:26:52.353178] [INFO ] [sig       ] MFG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:52.500768] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MFG.txt
[2025-12-25T20:26:52.500984] [INFO ] [sig       ] [2030/3552] Completed MFG in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-25T20:26:52.501030] [INFO ] [sig       ] [2031/3552] Forecasting MFI...
[2025-12-25T20:26:52.501062] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-25T20:26:52.501093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-25T20:26:52.512977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-25T20:26:52.513346] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-25T20:26:52.514143] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-25T20:26:52.514197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:52.514230] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:52.514257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:52.514334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:52.576010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:52.576889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:52.576985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:52.577021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:52.706403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:52.706611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:52.706655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:52.706684] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:52.710431] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-25T20:26:52.710810] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-25T20:26:52.710961] [INFO ] [sig       ] MFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:52.861987] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MFI.txt
[2025-12-25T20:26:52.862147] [INFO ] [sig       ] [2031/3552] Completed MFI in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-25T20:26:52.862189] [INFO ] [sig       ] [2032/3552] Forecasting MFIC...
[2025-12-25T20:26:52.862220] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-25T20:26:52.862251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-25T20:26:52.875091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-25T20:26:52.875513] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-25T20:26:52.876386] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-25T20:26:52.876441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:52.876473] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:52.876500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:52.876558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:52.937085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:52.937917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:52.938194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:52.938225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:53.068170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:53.068350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:53.068407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:53.068487] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:53.072862] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=24.02%)
[2025-12-25T20:26:53.073206] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-25T20:26:53.073370] [INFO ] [sig       ] MFIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:53.230317] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MFIC.txt
[2025-12-25T20:26:53.230503] [INFO ] [sig       ] [2032/3552] Completed MFIC in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-25T20:26:53.230603] [INFO ] [sig       ] [2033/3552] Forecasting MFIN...
[2025-12-25T20:26:53.230649] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-25T20:26:53.230695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-25T20:26:53.243133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-25T20:26:53.243524] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-25T20:26:53.244390] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-25T20:26:53.244446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:53.244480] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:53.244510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:53.244570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:53.305339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:53.306239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:53.306338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:53.306374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:53.432836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:53.432995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:53.433038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:53.433070] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:53.436713] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: UP (p=88.93%)
[2025-12-25T20:26:53.437073] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-25T20:26:53.437233] [INFO ] [sig       ] MFIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:53.601215] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MFIN.txt
[2025-12-25T20:26:53.601404] [INFO ] [sig       ] [2033/3552] Completed MFIN in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-25T20:26:53.601455] [INFO ] [sig       ] [2034/3552] Forecasting MFM...
[2025-12-25T20:26:53.601494] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-25T20:26:53.601555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-25T20:26:53.615133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-25T20:26:53.615724] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-25T20:26:53.616905] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-25T20:26:53.616972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:53.617009] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:53.617037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:53.617099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:53.675463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:53.676603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:53.676711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:53.676747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:53.800271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:53.800511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:53.800559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:53.800611] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:53.804757] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-25T20:26:53.805112] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-25T20:26:53.805261] [INFO ] [sig       ] MFM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:53.947624] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MFM.txt
[2025-12-25T20:26:53.947830] [INFO ] [sig       ] [2034/3552] Completed MFM in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-25T20:26:53.947875] [INFO ] [sig       ] [2035/3552] Forecasting MG...
[2025-12-25T20:26:53.947944] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-25T20:26:53.947981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-25T20:26:53.960623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-25T20:26:53.961140] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-25T20:26:53.962083] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-25T20:26:53.962137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:53.962169] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:53.962197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:53.962256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:54.019489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:54.020662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:54.020765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:54.020800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:54.139851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:54.140082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:54.140128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:54.140157] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:54.144002] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=15.52%)
[2025-12-25T20:26:54.144328] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-25T20:26:54.144468] [INFO ] [sig       ] MG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:54.289650] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MG.txt
[2025-12-25T20:26:54.289872] [INFO ] [sig       ] [2035/3552] Completed MG in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-25T20:26:54.289915] [INFO ] [sig       ] [2036/3552] Forecasting MGA...
[2025-12-25T20:26:54.289946] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-25T20:26:54.289978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-25T20:26:54.303111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-25T20:26:54.303629] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-25T20:26:54.304593] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-25T20:26:54.304646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:54.304679] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:54.304705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:54.304764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:54.362596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:54.363735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:54.363831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:54.363882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:54.495001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:54.495234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:54.495281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:54.495311] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:54.499611] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=92.55%)
[2025-12-25T20:26:54.500061] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-25T20:26:54.500238] [INFO ] [sig       ] MGA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:54.653419] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MGA.txt
[2025-12-25T20:26:54.653673] [INFO ] [sig       ] [2036/3552] Completed MGA in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-25T20:26:54.653763] [INFO ] [sig       ] [2037/3552] Forecasting MGEE...
[2025-12-25T20:26:54.653798] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-25T20:26:54.653832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-25T20:26:54.668566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-25T20:26:54.669028] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-25T20:26:54.670116] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-25T20:26:54.670180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:54.670223] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:54.670259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:54.670339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:54.731291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:54.731926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:54.732012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:54.732045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:54.851174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:54.851327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:54.851368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:54.851396] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:54.854905] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: DOWN (p=39.15%)
[2025-12-25T20:26:54.855181] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-25T20:26:54.855306] [INFO ] [sig       ] MGEE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:54.994314] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MGEE.txt
[2025-12-25T20:26:54.994436] [INFO ] [sig       ] [2037/3552] Completed MGEE in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-25T20:26:54.994476] [INFO ] [sig       ] [2038/3552] Forecasting MGIC...
[2025-12-25T20:26:54.994506] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-25T20:26:54.994536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-25T20:26:55.006094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-25T20:26:55.006424] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-25T20:26:55.007210] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-25T20:26:55.007293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:55.007327] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:55.007353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:55.007410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:55.064020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:55.064636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:55.064715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:55.064747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:55.189308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:55.189473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:55.189514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:55.189542] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:55.192918] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: UP (p=83.66%)
[2025-12-25T20:26:55.193204] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-25T20:26:55.193330] [INFO ] [sig       ] MGIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:55.331316] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MGIC.txt
[2025-12-25T20:26:55.331451] [INFO ] [sig       ] [2038/3552] Completed MGIC in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-25T20:26:55.331490] [INFO ] [sig       ] [2039/3552] Forecasting MGM...
[2025-12-25T20:26:55.331521] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-25T20:26:55.331550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-25T20:26:55.341996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-25T20:26:55.342314] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-25T20:26:55.343075] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-25T20:26:55.343127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:55.343157] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:55.343185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:55.343242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:55.402189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:55.403006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:55.403123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:55.403156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:55.524200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:55.524364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:55.524404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:55.524432] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:55.527775] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-12-25T20:26:55.528076] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-25T20:26:55.528200] [INFO ] [sig       ] MGM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:55.666223] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MGM.txt
[2025-12-25T20:26:55.666334] [INFO ] [sig       ] [2039/3552] Completed MGM in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-25T20:26:55.666371] [INFO ] [sig       ] [2040/3552] Forecasting MGNI...
[2025-12-25T20:26:55.666402] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-25T20:26:55.666431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-25T20:26:55.678937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-25T20:26:55.679302] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-25T20:26:55.680172] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-25T20:26:55.680225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:55.680258] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:55.680285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:55.680345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:55.737787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:55.738363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:55.738439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:55.738471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:55.861198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:55.861327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:55.861365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:55.861393] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:55.864687] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: DOWN (p=47.56%)
[2025-12-25T20:26:55.864955] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-25T20:26:55.865075] [INFO ] [sig       ] MGNI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:56.004508] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MGNI.txt
[2025-12-25T20:26:56.004637] [INFO ] [sig       ] [2040/3552] Completed MGNI in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-25T20:26:56.004677] [INFO ] [sig       ] [2041/3552] Forecasting MGNX...
[2025-12-25T20:26:56.004707] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-25T20:26:56.004736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-25T20:26:56.015940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-25T20:26:56.016272] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-25T20:26:56.017058] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-25T20:26:56.017109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:56.017141] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:56.017188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:56.017246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:56.074805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:56.075465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:56.075545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:56.075597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:56.192692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:56.192845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:56.192884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:56.192912] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:56.196225] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=7.84%)
[2025-12-25T20:26:56.196493] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-25T20:26:56.196634] [INFO ] [sig       ] MGNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:56.339778] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MGNX.txt
[2025-12-25T20:26:56.339918] [INFO ] [sig       ] [2041/3552] Completed MGNX in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-25T20:26:56.339971] [INFO ] [sig       ] [2042/3552] Forecasting MGPI...
[2025-12-25T20:26:56.340005] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-25T20:26:56.340034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-25T20:26:56.350734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-25T20:26:56.351058] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-25T20:26:56.351828] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-25T20:26:56.351879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:56.351911] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:56.351937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:56.351994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:56.412816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:56.413768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:56.413857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:56.413890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:56.541946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:56.542109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:56.542151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:56.542182] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:56.545620] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2025-12-25T20:26:56.545913] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-25T20:26:56.546055] [INFO ] [sig       ] MGPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:56.685974] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MGPI.txt
[2025-12-25T20:26:56.686149] [INFO ] [sig       ] [2042/3552] Completed MGPI in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-25T20:26:56.686188] [INFO ] [sig       ] [2043/3552] Forecasting MGRC...
[2025-12-25T20:26:56.686222] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-25T20:26:56.686250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-25T20:26:56.697501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-25T20:26:56.697884] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-25T20:26:56.698673] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-25T20:26:56.698725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:56.698756] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:56.698782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:56.698839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:56.756282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:56.757097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:56.757180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:56.757213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:56.874651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:56.874803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:56.874844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:56.874875] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:56.878175] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=66.26%)
[2025-12-25T20:26:56.878479] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-25T20:26:56.878617] [INFO ] [sig       ] MGRC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:57.018087] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MGRC.txt
[2025-12-25T20:26:57.018221] [INFO ] [sig       ] [2043/3552] Completed MGRC in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-25T20:26:57.018260] [INFO ] [sig       ] [2044/3552] Forecasting MGTX...
[2025-12-25T20:26:57.018294] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-25T20:26:57.018324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-25T20:26:57.030123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-25T20:26:57.030479] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-25T20:26:57.031264] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-25T20:26:57.031315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:57.031346] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:57.031373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:57.031430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:57.089542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:57.090410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:57.090492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:57.090525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:57.206054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:57.206234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:57.206274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:57.206303] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:57.209778] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-12-25T20:26:57.210061] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-25T20:26:57.210194] [INFO ] [sig       ] MGTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:57.358604] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MGTX.txt
[2025-12-25T20:26:57.358773] [INFO ] [sig       ] [2044/3552] Completed MGTX in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-25T20:26:57.358814] [INFO ] [sig       ] [2045/3552] Forecasting MGX...
[2025-12-25T20:26:57.358844] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-25T20:26:57.358873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-25T20:26:57.370199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-25T20:26:57.370564] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-25T20:26:57.371371] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-25T20:26:57.371423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:57.371455] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:57.371482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:57.371540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:57.427459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:57.428330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:57.428413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:57.428446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:57.546773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:57.546945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:57.547002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:57.547034] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:57.550408] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-25T20:26:57.550705] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-25T20:26:57.550835] [INFO ] [sig       ] MGX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:57.687331] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MGX.txt
[2025-12-25T20:26:57.687467] [INFO ] [sig       ] [2045/3552] Completed MGX in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-25T20:26:57.687506] [INFO ] [sig       ] [2046/3552] Forecasting MGY...
[2025-12-25T20:26:57.687535] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-25T20:26:57.687566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-25T20:26:57.702199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-25T20:26:57.702550] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-25T20:26:57.703344] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-25T20:26:57.703395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:57.703457] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:57.703486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:57.703543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:57.759110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:57.759775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:57.759854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:57.759887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:57.878942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:57.879095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:57.879133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:57.879174] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:57.882558] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-25T20:26:57.882850] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-25T20:26:57.882977] [INFO ] [sig       ] MGY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:58.020053] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MGY.txt
[2025-12-25T20:26:58.020212] [INFO ] [sig       ] [2046/3552] Completed MGY in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-25T20:26:58.020252] [INFO ] [sig       ] [2047/3552] Forecasting MHD...
[2025-12-25T20:26:58.020282] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-25T20:26:58.020313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-25T20:26:58.033049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-25T20:26:58.033485] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-25T20:26:58.034324] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-25T20:26:58.034378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:58.034417] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:58.034458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:58.034541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:58.092451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:58.093402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:58.093489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:58.093522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:58.206704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:58.206876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:58.206915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:58.206944] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:58.210408] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=66.47%)
[2025-12-25T20:26:58.210707] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-25T20:26:58.210833] [INFO ] [sig       ] MHD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:58.351093] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MHD.txt
[2025-12-25T20:26:58.351297] [INFO ] [sig       ] [2047/3552] Completed MHD in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-25T20:26:58.351344] [INFO ] [sig       ] [2048/3552] Forecasting MHF...
[2025-12-25T20:26:58.351376] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-25T20:26:58.351413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-25T20:26:58.362313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-25T20:26:58.362741] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-25T20:26:58.363508] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-25T20:26:58.363559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:58.363618] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:58.363647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:58.363705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:58.421277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:58.422122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:58.422204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:58.422237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:58.540972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:58.541133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:58.541173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:58.541202] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:58.544611] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=65.21%)
[2025-12-25T20:26:58.544899] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-25T20:26:58.545027] [INFO ] [sig       ] MHF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:58.685587] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MHF.txt
[2025-12-25T20:26:58.685787] [INFO ] [sig       ] [2048/3552] Completed MHF in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-25T20:26:58.685835] [INFO ] [sig       ] [2049/3552] Forecasting MHK...
[2025-12-25T20:26:58.685904] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-25T20:26:58.685945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-25T20:26:58.697753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-25T20:26:58.698080] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-25T20:26:58.698857] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-25T20:26:58.698909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:58.698955] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:58.698982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:58.699040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:58.754555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:58.755162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:58.755239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:58.755270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:58.871530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:58.871692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:58.871735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:58.871764] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:58.876338] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=59.29%)
[2025-12-25T20:26:58.876648] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-25T20:26:58.876789] [INFO ] [sig       ] MHK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:59.014937] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MHK.txt
[2025-12-25T20:26:59.015100] [INFO ] [sig       ] [2049/3552] Completed MHK in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-25T20:26:59.015141] [INFO ] [sig       ] [2050/3552] Forecasting MHN...
[2025-12-25T20:26:59.015172] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-25T20:26:59.015203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-25T20:26:59.026184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-25T20:26:59.026541] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-25T20:26:59.027376] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-25T20:26:59.027429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:59.027461] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:59.027488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:59.027546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:59.083407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:59.084038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:59.084117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:59.084149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:59.200774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:59.200912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:59.200952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:59.200983] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:59.204279] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2025-12-25T20:26:59.204547] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-25T20:26:59.204687] [INFO ] [sig       ] MHN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:26:59.344607] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MHN.txt
[2025-12-25T20:26:59.344735] [INFO ] [sig       ] [2050/3552] Completed MHN in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-25T20:26:59.344773] [INFO ] [sig       ] [2051/3552] Forecasting MHO...
[2025-12-25T20:26:59.344802] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-25T20:26:59.344831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-25T20:26:59.355649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-25T20:26:59.356007] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-25T20:26:59.356855] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-25T20:26:59.356908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:59.356940] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:59.356967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:59.357025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:59.413154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:59.413781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:59.413856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:59.413888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:59.532021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:59.532176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:59.532213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:59.532241] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:59.535540] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=87.90%)
[2025-12-25T20:26:59.535831] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-25T20:26:59.535952] [INFO ] [sig       ] MHO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:26:59.674179] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MHO.txt
[2025-12-25T20:26:59.674302] [INFO ] [sig       ] [2051/3552] Completed MHO in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-25T20:26:59.674340] [INFO ] [sig       ] [2052/3552] Forecasting MIDD...
[2025-12-25T20:26:59.674370] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-25T20:26:59.674399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-25T20:26:59.685492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-25T20:26:59.685818] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-25T20:26:59.686559] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-25T20:26:59.686631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:26:59.686663] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:26:59.686690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:26:59.686747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:26:59.742094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:26:59.742694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:26:59.742772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:26:59.742804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:26:59.860001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:26:59.860132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:26:59.860168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:26:59.860196] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:26:59.863447] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-12-25T20:26:59.863736] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-25T20:26:59.863858] [INFO ] [sig       ] MIDD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:00.005486] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MIDD.txt
[2025-12-25T20:27:00.005642] [INFO ] [sig       ] [2052/3552] Completed MIDD in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-25T20:27:00.005685] [INFO ] [sig       ] [2053/3552] Forecasting MIGI...
[2025-12-25T20:27:00.005725] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-25T20:27:00.005760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-25T20:27:00.017220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-25T20:27:00.017543] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-25T20:27:00.018309] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-25T20:27:00.018361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:00.018392] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:00.018420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:00.018477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:00.074684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:00.075769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:00.075851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:00.075883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:00.196240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:00.196381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:00.196420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:00.196449] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:00.199817] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-25T20:27:00.200098] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-25T20:27:00.200224] [INFO ] [sig       ] MIGI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:00.342367] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MIGI.txt
[2025-12-25T20:27:00.342531] [INFO ] [sig       ] [2053/3552] Completed MIGI in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-25T20:27:00.342591] [INFO ] [sig       ] [2054/3552] Forecasting MILN...
[2025-12-25T20:27:00.342632] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-25T20:27:00.342664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-25T20:27:00.353193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-25T20:27:00.353600] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-25T20:27:00.354449] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-25T20:27:00.354505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:00.354540] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:00.354567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:00.354646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:00.413396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:00.414259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:00.414341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:00.414376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:00.522793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:00.522951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:00.522992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:00.523021] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:00.526823] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=12.66%)
[2025-12-25T20:27:00.527145] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-25T20:27:00.527283] [INFO ] [sig       ] MILN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:00.679730] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MILN.txt
[2025-12-25T20:27:00.679900] [INFO ] [sig       ] [2054/3552] Completed MILN in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-25T20:27:00.679942] [INFO ] [sig       ] [2055/3552] Forecasting MIND...
[2025-12-25T20:27:00.679972] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-25T20:27:00.680003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-25T20:27:00.690721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-25T20:27:00.691092] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-25T20:27:00.692086] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-25T20:27:00.692150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:00.692196] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:00.692234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:00.692315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:00.751469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:00.752344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:00.752431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:00.752465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:00.876131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:00.876290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:00.876331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:00.876361] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:00.879731] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: DOWN (p=18.84%)
[2025-12-25T20:27:00.880002] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-25T20:27:00.880125] [INFO ] [sig       ] MIND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:01.024122] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MIND.txt
[2025-12-25T20:27:01.024331] [INFO ] [sig       ] [2055/3552] Completed MIND in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-25T20:27:01.024377] [INFO ] [sig       ] [2056/3552] Forecasting MIRA...
[2025-12-25T20:27:01.024411] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-25T20:27:01.024442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-25T20:27:01.037213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-25T20:27:01.037885] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-25T20:27:01.038720] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-25T20:27:01.038775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:01.038808] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:01.038838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:01.038898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:01.097148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:01.098042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:01.098161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:01.098196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:01.223512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:01.223702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:01.223745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:01.223791] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:01.227806] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: UP (p=72.50%)
[2025-12-25T20:27:01.228209] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-25T20:27:01.228360] [INFO ] [sig       ] MIRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:01.382351] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MIRA.txt
[2025-12-25T20:27:01.382543] [INFO ] [sig       ] [2056/3552] Completed MIRA in 0.4s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-25T20:27:01.382628] [INFO ] [sig       ] [2057/3552] Forecasting MIRM...
[2025-12-25T20:27:01.382665] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-25T20:27:01.382696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-25T20:27:01.394537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-25T20:27:01.394983] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-25T20:27:01.396054] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-25T20:27:01.396113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:01.396147] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:01.396174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:01.396234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:01.455691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:01.456759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:01.456857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:01.456891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:01.582086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:01.582238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:01.582279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:01.582308] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:01.587444] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=56.83%)
[2025-12-25T20:27:01.588043] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-25T20:27:01.588265] [INFO ] [sig       ] MIRM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:01.777226] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MIRM.txt
[2025-12-25T20:27:01.777414] [INFO ] [sig       ] [2057/3552] Completed MIRM in 0.4s | 2.87 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-25T20:27:01.777465] [INFO ] [sig       ] [2058/3552] Forecasting MITK...
[2025-12-25T20:27:01.777504] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-25T20:27:01.777601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-25T20:27:01.790167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-25T20:27:01.790827] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-25T20:27:01.791960] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-25T20:27:01.792036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:01.792071] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:01.792099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:01.792159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:01.853702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:01.854604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:01.854704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:01.854766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:01.981673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:01.981832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:01.981871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:01.981902] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:01.985545] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-12-25T20:27:01.985863] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-25T20:27:01.986012] [INFO ] [sig       ] MITK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:02.134125] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MITK.txt
[2025-12-25T20:27:02.134262] [INFO ] [sig       ] [2058/3552] Completed MITK in 0.4s | 2.87 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-25T20:27:02.134301] [INFO ] [sig       ] [2059/3552] Forecasting MIY...
[2025-12-25T20:27:02.134330] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-25T20:27:02.134361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-25T20:27:02.149204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-25T20:27:02.149547] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-25T20:27:02.150310] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-25T20:27:02.150361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:02.150393] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:02.150419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:02.150477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:02.207138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:02.207757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:02.207864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:02.207897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:02.325924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:02.326059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:02.326104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:02.326134] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:02.329390] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=55.31%)
[2025-12-25T20:27:02.329681] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-25T20:27:02.329805] [INFO ] [sig       ] MIY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:02.468779] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MIY.txt
[2025-12-25T20:27:02.468927] [INFO ] [sig       ] [2059/3552] Completed MIY in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-25T20:27:02.468967] [INFO ] [sig       ] [2060/3552] Forecasting MKC...
[2025-12-25T20:27:02.468997] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-25T20:27:02.469027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-25T20:27:02.480212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-25T20:27:02.480602] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-25T20:27:02.481374] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-25T20:27:02.481427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:02.481459] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:02.481503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:02.481562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:02.539126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:02.540026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:02.540108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:02.540139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:02.655975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:02.656111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:02.656148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:02.656175] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:02.659431] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2025-12-25T20:27:02.659715] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-25T20:27:02.659838] [INFO ] [sig       ] MKC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:02.799222] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MKC.txt
[2025-12-25T20:27:02.799390] [INFO ] [sig       ] [2060/3552] Completed MKC in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-25T20:27:02.799461] [INFO ] [sig       ] [2061/3552] Forecasting MKL...
[2025-12-25T20:27:02.799492] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-25T20:27:02.799523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-25T20:27:02.810443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-25T20:27:02.810799] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-25T20:27:02.811603] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-25T20:27:02.811653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:02.811685] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:02.811712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:02.811768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:02.868386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:02.868998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:02.869087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:02.869126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:02.987912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:02.988069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:02.988113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:02.988143] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:02.991433] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=78.20%)
[2025-12-25T20:27:02.991717] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-25T20:27:02.991838] [INFO ] [sig       ] MKL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:03.132141] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MKL.txt
[2025-12-25T20:27:03.132288] [INFO ] [sig       ] [2061/3552] Completed MKL in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-25T20:27:03.132328] [INFO ] [sig       ] [2062/3552] Forecasting MKSI...
[2025-12-25T20:27:03.132358] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-25T20:27:03.132389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-25T20:27:03.143351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-25T20:27:03.143693] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-25T20:27:03.144452] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-25T20:27:03.144503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:03.144536] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:03.144562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:03.144655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:03.201395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:03.201998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:03.202074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:03.202106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:03.323554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:03.323713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:03.323754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:03.323782] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:03.327069] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-12-25T20:27:03.327333] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-25T20:27:03.327455] [INFO ] [sig       ] MKSI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:03.466097] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MKSI.txt
[2025-12-25T20:27:03.466234] [INFO ] [sig       ] [2062/3552] Completed MKSI in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-25T20:27:03.466273] [INFO ] [sig       ] [2063/3552] Forecasting MKTX...
[2025-12-25T20:27:03.466302] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-25T20:27:03.466333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-25T20:27:03.477297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-25T20:27:03.477641] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-25T20:27:03.478381] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-25T20:27:03.478432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:03.478491] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:03.478520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:03.478593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:03.535537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:03.536434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:03.536521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:03.536554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:03.655262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:03.655419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:03.655458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:03.655486] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:03.658796] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=38.26%)
[2025-12-25T20:27:03.659064] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-25T20:27:03.659212] [INFO ] [sig       ] MKTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:03.801163] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MKTX.txt
[2025-12-25T20:27:03.801306] [INFO ] [sig       ] [2063/3552] Completed MKTX in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-25T20:27:03.801346] [INFO ] [sig       ] [2064/3552] Forecasting MLAB...
[2025-12-25T20:27:03.801376] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-25T20:27:03.801414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-25T20:27:03.813339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-25T20:27:03.813747] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-25T20:27:03.814515] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-25T20:27:03.814597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:03.814633] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:03.814661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:03.814724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:03.872025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:03.872910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:03.873011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:03.873045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:03.988883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:03.989038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:03.989079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:03.989108] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:03.992430] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-25T20:27:03.992715] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-25T20:27:03.992837] [INFO ] [sig       ] MLAB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:04.131079] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MLAB.txt
[2025-12-25T20:27:04.131199] [INFO ] [sig       ] [2064/3552] Completed MLAB in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-25T20:27:04.131237] [INFO ] [sig       ] [2065/3552] Forecasting MLCO...
[2025-12-25T20:27:04.131265] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-25T20:27:04.131296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-25T20:27:04.143689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-25T20:27:04.144137] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-25T20:27:04.145081] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-25T20:27:04.145140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:04.145176] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:04.145205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:04.145264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:04.204465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:04.205380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:04.205472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:04.205507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:04.334034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:04.334204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:04.334246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:04.334278] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:04.337996] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: DOWN (p=44.02%)
[2025-12-25T20:27:04.338344] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-25T20:27:04.338483] [INFO ] [sig       ] MLCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:04.488744] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MLCO.txt
[2025-12-25T20:27:04.488916] [INFO ] [sig       ] [2065/3552] Completed MLCO in 0.4s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-25T20:27:04.488958] [INFO ] [sig       ] [2066/3552] Forecasting MLGO...
[2025-12-25T20:27:04.488988] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-25T20:27:04.489019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-25T20:27:04.501306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-25T20:27:04.501686] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-25T20:27:04.502458] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-25T20:27:04.502509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:04.502540] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:04.502565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:04.502650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:04.559517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:04.560243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:04.560329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:04.560362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:04.676150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:04.676305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:04.676347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:04.676412] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:04.679929] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: UP (p=66.38%)
[2025-12-25T20:27:04.680222] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-25T20:27:04.680355] [INFO ] [sig       ] MLGO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:04.822045] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MLGO.txt
[2025-12-25T20:27:04.822213] [INFO ] [sig       ] [2066/3552] Completed MLGO in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-25T20:27:04.822254] [INFO ] [sig       ] [2067/3552] Forecasting MLI...
[2025-12-25T20:27:04.822282] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-25T20:27:04.822314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-25T20:27:04.833243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-25T20:27:04.833652] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-25T20:27:04.834445] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-25T20:27:04.834498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:04.834531] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:04.834557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:04.834639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:04.891849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:04.892731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:04.892813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:04.892847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:05.018809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:05.018970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:05.019011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:05.019039] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:05.022496] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-12-25T20:27:05.022796] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-25T20:27:05.022927] [INFO ] [sig       ] MLI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:05.171662] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MLI.txt
[2025-12-25T20:27:05.171837] [INFO ] [sig       ] [2067/3552] Completed MLI in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-25T20:27:05.171884] [INFO ] [sig       ] [2068/3552] Forecasting MLKN...
[2025-12-25T20:27:05.171921] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-25T20:27:05.171985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-25T20:27:05.184768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-25T20:27:05.185191] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-25T20:27:05.186099] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-25T20:27:05.186156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:05.186189] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:05.186216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:05.186275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:05.244865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:05.245783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:05.245870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:05.245905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:05.373370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:05.373529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:05.373588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:05.373623] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:05.377077] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: UP (p=57.56%)
[2025-12-25T20:27:05.377356] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-25T20:27:05.377486] [INFO ] [sig       ] MLKN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:05.529967] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MLKN.txt
[2025-12-25T20:27:05.530145] [INFO ] [sig       ] [2068/3552] Completed MLKN in 0.4s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-25T20:27:05.530191] [INFO ] [sig       ] [2069/3552] Forecasting MLM...
[2025-12-25T20:27:05.530223] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-25T20:27:05.530259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-25T20:27:05.541758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-25T20:27:05.542160] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-25T20:27:05.542959] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-25T20:27:05.543011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:05.543041] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:05.543068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:05.543125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:05.602385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:05.603265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:05.603348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:05.603381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:05.724563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:05.724742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:05.724781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:05.724811] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:05.728249] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2025-12-25T20:27:05.728541] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-25T20:27:05.728695] [INFO ] [sig       ] MLM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:05.870723] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MLM.txt
[2025-12-25T20:27:05.870885] [INFO ] [sig       ] [2069/3552] Completed MLM in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-25T20:27:05.870926] [INFO ] [sig       ] [2070/3552] Forecasting MLP...
[2025-12-25T20:27:05.870956] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-25T20:27:05.870986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-25T20:27:05.881621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-25T20:27:05.881974] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-25T20:27:05.882746] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-25T20:27:05.882798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:05.882829] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:05.882856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:05.882914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:05.940947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:05.942002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:05.942080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:05.942112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:06.048744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:06.048901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:06.048941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:06.048969] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:06.052501] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-12-25T20:27:06.052788] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-25T20:27:06.052911] [INFO ] [sig       ] MLP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:06.191146] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MLP.txt
[2025-12-25T20:27:06.191313] [INFO ] [sig       ] [2070/3552] Completed MLP in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-25T20:27:06.191354] [INFO ] [sig       ] [2071/3552] Forecasting MLTX...
[2025-12-25T20:27:06.191385] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-25T20:27:06.191413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-25T20:27:06.202447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-25T20:27:06.203034] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-25T20:27:06.203820] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-25T20:27:06.203871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:06.203903] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:06.203930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:06.203987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:06.267485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:06.268402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:06.268489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:06.268524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:06.393370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:06.393548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:06.393623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:06.393658] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:06.397370] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-25T20:27:06.397674] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-25T20:27:06.397808] [INFO ] [sig       ] MLTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:06.548432] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MLTX.txt
[2025-12-25T20:27:06.548618] [INFO ] [sig       ] [2071/3552] Completed MLTX in 0.4s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-25T20:27:06.548662] [INFO ] [sig       ] [2072/3552] Forecasting MLYS...
[2025-12-25T20:27:06.548692] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-25T20:27:06.548749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-25T20:27:06.560531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-25T20:27:06.560913] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-25T20:27:06.561845] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-25T20:27:06.561913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:06.561957] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:06.561986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:06.562044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:06.622192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:06.623134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:06.623222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:06.623254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:06.742071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:06.742229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:06.742272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:06.742302] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:06.745939] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-12-25T20:27:06.746235] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-25T20:27:06.746397] [INFO ] [sig       ] MLYS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:06.890413] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MLYS.txt
[2025-12-25T20:27:06.890584] [INFO ] [sig       ] [2072/3552] Completed MLYS in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-25T20:27:06.890629] [INFO ] [sig       ] [2073/3552] Forecasting MMC...
[2025-12-25T20:27:06.890659] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-25T20:27:06.890715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-25T20:27:06.902111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-25T20:27:06.902461] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-25T20:27:06.903265] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-25T20:27:06.903361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:06.903396] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:06.903434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:06.903494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:06.963635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:06.964431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:06.964544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:06.964608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:07.096436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:07.096636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:07.096688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:07.096724] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:07.100311] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=31.63%)
[2025-12-25T20:27:07.100643] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-25T20:27:07.100778] [INFO ] [sig       ] MMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:07.248455] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MMC.txt
[2025-12-25T20:27:07.248635] [INFO ] [sig       ] [2073/3552] Completed MMC in 0.4s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-25T20:27:07.248680] [INFO ] [sig       ] [2074/3552] Forecasting MMD...
[2025-12-25T20:27:07.248712] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-25T20:27:07.248769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-25T20:27:07.264343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-25T20:27:07.264799] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-25T20:27:07.265665] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-25T20:27:07.265732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:07.265781] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:07.265823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:07.265893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:07.326837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:07.327713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:07.327802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:07.327836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:07.457509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:07.457685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:07.457727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:07.457756] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:07.461459] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-25T20:27:07.461765] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-25T20:27:07.461899] [INFO ] [sig       ] MMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:07.610797] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MMD.txt
[2025-12-25T20:27:07.610957] [INFO ] [sig       ] [2074/3552] Completed MMD in 0.4s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-25T20:27:07.610999] [INFO ] [sig       ] [2075/3552] Forecasting MMLP...
[2025-12-25T20:27:07.611029] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-25T20:27:07.611103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-25T20:27:07.623197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-25T20:27:07.623568] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-25T20:27:07.624400] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-25T20:27:07.624455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:07.624487] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:07.624513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:07.624570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:07.687937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:07.688863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:07.688950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:07.688994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:07.809480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:07.809664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:07.809711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:07.809740] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:07.813533] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: DOWN (p=40.60%)
[2025-12-25T20:27:07.813878] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-25T20:27:07.814017] [INFO ] [sig       ] MMLP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:07.952985] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MMLP.txt
[2025-12-25T20:27:07.953132] [INFO ] [sig       ] [2075/3552] Completed MMLP in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-25T20:27:07.953172] [INFO ] [sig       ] [2076/3552] Forecasting MMS...
[2025-12-25T20:27:07.953201] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-25T20:27:07.953232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-25T20:27:07.964364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-25T20:27:07.964756] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-25T20:27:07.965515] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-25T20:27:07.965567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:07.965621] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:07.965649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:07.965707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:08.021586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:08.022438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:08.022524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:08.022556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:08.146831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:08.147051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:08.147099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:08.147129] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:08.150859] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-12-25T20:27:08.151222] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-25T20:27:08.151378] [INFO ] [sig       ] MMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:08.304417] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MMS.txt
[2025-12-25T20:27:08.304605] [INFO ] [sig       ] [2076/3552] Completed MMS in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-25T20:27:08.304693] [INFO ] [sig       ] [2077/3552] Forecasting MMSI...
[2025-12-25T20:27:08.304727] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-25T20:27:08.304762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-25T20:27:08.316385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-25T20:27:08.316729] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-25T20:27:08.317522] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-25T20:27:08.317594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:08.317631] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:08.317659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:08.317716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:08.374808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:08.375566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:08.375675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:08.375711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:08.498011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:08.498174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:08.498216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:08.498246] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:08.501676] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=51.79%)
[2025-12-25T20:27:08.501959] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-25T20:27:08.502091] [INFO ] [sig       ] MMSI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:08.641240] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MMSI.txt
[2025-12-25T20:27:08.641380] [INFO ] [sig       ] [2077/3552] Completed MMSI in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-25T20:27:08.641421] [INFO ] [sig       ] [2078/3552] Forecasting MNDO...
[2025-12-25T20:27:08.641457] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-25T20:27:08.641487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-25T20:27:08.652956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-25T20:27:08.653336] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-25T20:27:08.654128] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-25T20:27:08.654183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:08.654218] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:08.654244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:08.654301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:08.711651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:08.712258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:08.712336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:08.712370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:08.822654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:08.822802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:08.822843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:08.822872] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:08.826330] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: UP (p=63.78%)
[2025-12-25T20:27:08.826623] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-25T20:27:08.826790] [INFO ] [sig       ] MNDO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:08.972259] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MNDO.txt
[2025-12-25T20:27:08.972399] [INFO ] [sig       ] [2078/3552] Completed MNDO in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-25T20:27:08.972439] [INFO ] [sig       ] [2079/3552] Forecasting MNDY...
[2025-12-25T20:27:08.972467] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-25T20:27:08.972497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-25T20:27:08.984937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-25T20:27:08.985347] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-25T20:27:08.986316] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-25T20:27:08.986371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:08.986406] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:08.986434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:08.986493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:09.047268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:09.048240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:09.048330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:09.048364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:09.178909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:09.179078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:09.179120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:09.179150] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:09.182819] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=39.95%)
[2025-12-25T20:27:09.183105] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-25T20:27:09.183236] [INFO ] [sig       ] MNDY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:09.333848] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MNDY.txt
[2025-12-25T20:27:09.334004] [INFO ] [sig       ] [2079/3552] Completed MNDY in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-25T20:27:09.334046] [INFO ] [sig       ] [2080/3552] Forecasting MNKD...
[2025-12-25T20:27:09.334075] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-25T20:27:09.334106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-25T20:27:09.345191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-25T20:27:09.345602] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-25T20:27:09.346526] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-25T20:27:09.346613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:09.346677] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:09.346706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:09.346765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:09.409127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:09.410009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:09.410095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:09.410129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:09.542977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:09.543135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:09.543226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:09.543271] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:09.546796] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-12-25T20:27:09.547081] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-25T20:27:09.547229] [INFO ] [sig       ] MNKD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:09.696475] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MNKD.txt
[2025-12-25T20:27:09.696656] [INFO ] [sig       ] [2080/3552] Completed MNKD in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-25T20:27:09.696701] [INFO ] [sig       ] [2081/3552] Forecasting MNMD...
[2025-12-25T20:27:09.696732] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-25T20:27:09.696764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-25T20:27:09.708057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-25T20:27:09.708437] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-25T20:27:09.709298] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-25T20:27:09.709351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:09.709384] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:09.709415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:09.709498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:09.769151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:09.769932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:09.770016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:09.770049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:09.899403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:09.899559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:09.899618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:09.899649] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:09.903145] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=14.43%)
[2025-12-25T20:27:09.903429] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-25T20:27:09.903556] [INFO ] [sig       ] MNMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:10.056815] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MNMD.txt
[2025-12-25T20:27:10.057014] [INFO ] [sig       ] [2081/3552] Completed MNMD in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-25T20:27:10.057066] [INFO ] [sig       ] [2082/3552] Forecasting MNRO...
[2025-12-25T20:27:10.057098] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-25T20:27:10.057129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-25T20:27:10.069445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-25T20:27:10.069854] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-25T20:27:10.070666] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-25T20:27:10.070719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:10.070752] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:10.070781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:10.070840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:10.133979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:10.134857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:10.134950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:10.134985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:10.263450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:10.263637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:10.263682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:10.263711] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:10.267852] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-12-25T20:27:10.268200] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-25T20:27:10.268339] [INFO ] [sig       ] MNRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:10.418941] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MNRO.txt
[2025-12-25T20:27:10.419106] [INFO ] [sig       ] [2082/3552] Completed MNRO in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-25T20:27:10.419146] [INFO ] [sig       ] [2083/3552] Forecasting MNSO...
[2025-12-25T20:27:10.419204] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-25T20:27:10.419242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-25T20:27:10.430799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-25T20:27:10.431182] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-25T20:27:10.432050] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-25T20:27:10.432102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:10.432134] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:10.432160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:10.432225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:10.492807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:10.493694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:10.493787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:10.493822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:10.621419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:10.621601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:10.621644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:10.621708] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:10.625334] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: DOWN (p=19.86%)
[2025-12-25T20:27:10.625644] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-25T20:27:10.625774] [INFO ] [sig       ] MNSO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:10.774748] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MNSO.txt
[2025-12-25T20:27:10.774898] [INFO ] [sig       ] [2083/3552] Completed MNSO in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-25T20:27:10.774940] [INFO ] [sig       ] [2084/3552] Forecasting MNTK...
[2025-12-25T20:27:10.774970] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-25T20:27:10.775002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-25T20:27:10.786339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-25T20:27:10.786739] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-25T20:27:10.787525] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-25T20:27:10.787606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:10.787660] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:10.787688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:10.787764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:10.848466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:10.849361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:10.849445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:10.849479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:10.972608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:10.972760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:10.972803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:10.972832] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:10.976335] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=72.09%)
[2025-12-25T20:27:10.976646] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-25T20:27:10.976778] [INFO ] [sig       ] MNTK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:11.123237] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MNTK.txt
[2025-12-25T20:27:11.123403] [INFO ] [sig       ] [2084/3552] Completed MNTK in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-25T20:27:11.123444] [INFO ] [sig       ] [2085/3552] Forecasting MNY...
[2025-12-25T20:27:11.123474] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-25T20:27:11.123536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-25T20:27:11.135108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-25T20:27:11.135561] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-25T20:27:11.136394] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-25T20:27:11.136448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:11.136482] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:11.136510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:11.136587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:11.194225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:11.195148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:11.195236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:11.195275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:11.313137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:11.313292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:11.313332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:11.313363] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:11.316751] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=71.07%)
[2025-12-25T20:27:11.317036] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-25T20:27:11.317163] [INFO ] [sig       ] MNY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:11.461859] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MNY.txt
[2025-12-25T20:27:11.461999] [INFO ] [sig       ] [2085/3552] Completed MNY in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-25T20:27:11.462039] [INFO ] [sig       ] [2086/3552] Forecasting MOD...
[2025-12-25T20:27:11.462067] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-25T20:27:11.462099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-25T20:27:11.474750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-25T20:27:11.475210] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-25T20:27:11.476102] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-25T20:27:11.476157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:11.476190] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:11.476217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:11.476275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:11.538181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:11.539207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:11.539297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:11.539334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:11.667298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:11.667456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:11.667497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:11.667536] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:11.671023] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=68.16%)
[2025-12-25T20:27:11.671307] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-25T20:27:11.671434] [INFO ] [sig       ] MOD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:11.817464] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MOD.txt
[2025-12-25T20:27:11.817662] [INFO ] [sig       ] [2086/3552] Completed MOD in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-25T20:27:11.817712] [INFO ] [sig       ] [2087/3552] Forecasting MODG...
[2025-12-25T20:27:11.817743] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-25T20:27:11.817774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-25T20:27:11.830348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-25T20:27:11.830721] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-25T20:27:11.831494] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-25T20:27:11.831545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:11.831603] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:11.831634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:11.831693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:11.887208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:11.887842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:11.887919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:11.887951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:12.002676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:12.002826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:12.002863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:12.002891] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:12.006181] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-25T20:27:12.006452] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-25T20:27:12.006594] [INFO ] [sig       ] MODG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:12.143544] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MODG.txt
[2025-12-25T20:27:12.143680] [INFO ] [sig       ] [2087/3552] Completed MODG in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-25T20:27:12.143718] [INFO ] [sig       ] [2088/3552] Forecasting MODL...
[2025-12-25T20:27:12.143763] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-25T20:27:12.143794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-25T20:27:12.154347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-25T20:27:12.154746] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-25T20:27:12.155545] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-25T20:27:12.155618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:12.155652] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:12.155679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:12.155739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:12.211683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:12.212331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:12.212409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:12.212440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:12.333774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:12.333935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:12.333977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:12.334006] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:12.337404] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=13.33%)
[2025-12-25T20:27:12.337723] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-25T20:27:12.337853] [INFO ] [sig       ] MODL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:12.484054] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MODL.txt
[2025-12-25T20:27:12.484236] [INFO ] [sig       ] [2088/3552] Completed MODL in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-25T20:27:12.484278] [INFO ] [sig       ] [2089/3552] Forecasting MOFG...
[2025-12-25T20:27:12.484310] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-25T20:27:12.484341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-25T20:27:12.495706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-25T20:27:12.496083] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-25T20:27:12.496871] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-25T20:27:12.496923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:12.496956] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:12.496982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:12.497040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:12.554273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:12.555126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:12.555209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:12.555241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:12.671617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:12.671779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:12.671820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:12.671848] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:12.675311] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: UP (p=64.02%)
[2025-12-25T20:27:12.675605] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-25T20:27:12.675733] [INFO ] [sig       ] MOFG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:12.816275] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MOFG.txt
[2025-12-25T20:27:12.816432] [INFO ] [sig       ] [2089/3552] Completed MOFG in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-25T20:27:12.816473] [INFO ] [sig       ] [2090/3552] Forecasting MOGO...
[2025-12-25T20:27:12.816503] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-25T20:27:12.816533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-25T20:27:12.827444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-25T20:27:12.827816] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-25T20:27:12.828596] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-25T20:27:12.828649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:12.828680] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:12.828708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:12.828765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:12.885220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:12.886012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:12.886129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:12.886165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:13.005242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:13.005405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:13.005446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:13.005474] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:13.008894] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: UP (p=80.77%)
[2025-12-25T20:27:13.009183] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-25T20:27:13.009312] [INFO ] [sig       ] MOGO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:13.148896] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MOGO.txt
[2025-12-25T20:27:13.149046] [INFO ] [sig       ] [2090/3552] Completed MOGO in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-25T20:27:13.149085] [INFO ] [sig       ] [2091/3552] Forecasting MOH...
[2025-12-25T20:27:13.149115] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-25T20:27:13.149186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-25T20:27:13.160932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-25T20:27:13.161305] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-25T20:27:13.162100] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-25T20:27:13.162153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:13.162185] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:13.162213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:13.162270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:13.218018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:13.218920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:13.219004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:13.219035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:13.334498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:13.334671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:13.334711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:13.334757] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:13.338129] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=43.97%)
[2025-12-25T20:27:13.338397] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-25T20:27:13.338521] [INFO ] [sig       ] MOH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:13.475824] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MOH.txt
[2025-12-25T20:27:13.475957] [INFO ] [sig       ] [2091/3552] Completed MOH in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-25T20:27:13.475995] [INFO ] [sig       ] [2092/3552] Forecasting MOMO...
[2025-12-25T20:27:13.476028] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-25T20:27:13.476058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-25T20:27:13.487012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-25T20:27:13.487343] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-25T20:27:13.488119] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-25T20:27:13.488172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:13.488203] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:13.488229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:13.488285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:13.543971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:13.544925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:13.545018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:13.545052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:13.671860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:13.672012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:13.672053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:13.672081] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:13.675453] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-12-25T20:27:13.675741] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-25T20:27:13.675864] [INFO ] [sig       ] MOMO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:13.812959] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MOMO.txt
[2025-12-25T20:27:13.813119] [INFO ] [sig       ] [2092/3552] Completed MOMO in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-25T20:27:13.813160] [INFO ] [sig       ] [2093/3552] Forecasting MORN...
[2025-12-25T20:27:13.813189] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-25T20:27:13.813248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-25T20:27:13.823767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-25T20:27:13.824084] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-25T20:27:13.824852] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-25T20:27:13.824904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:13.824936] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:13.824962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:13.825020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:13.880502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:13.881322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:13.881448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:13.881484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:13.999331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:13.999490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:13.999530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:13.999559] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:14.002904] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=45.89%)
[2025-12-25T20:27:14.003176] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-25T20:27:14.003300] [INFO ] [sig       ] MORN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:14.141065] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MORN.txt
[2025-12-25T20:27:14.141226] [INFO ] [sig       ] [2093/3552] Completed MORN in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-25T20:27:14.141268] [INFO ] [sig       ] [2094/3552] Forecasting MOS...
[2025-12-25T20:27:14.141299] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-25T20:27:14.141329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-25T20:27:14.152968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-25T20:27:14.153345] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-25T20:27:14.154220] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-25T20:27:14.154276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:14.154309] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:14.154337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:14.154395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:14.211952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:14.212655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:14.212737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:14.212770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:14.335364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:14.335524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:14.335564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:14.335614] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:14.339056] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2025-12-25T20:27:14.339362] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-25T20:27:14.339488] [INFO ] [sig       ] MOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:14.479716] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MOS.txt
[2025-12-25T20:27:14.479867] [INFO ] [sig       ] [2094/3552] Completed MOS in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-25T20:27:14.479909] [INFO ] [sig       ] [2095/3552] Forecasting MP...
[2025-12-25T20:27:14.479939] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-25T20:27:14.479994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-25T20:27:14.490426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-25T20:27:14.490759] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-25T20:27:14.491536] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-25T20:27:14.491620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:14.491685] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:14.491737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:14.491799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:14.549219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:14.550067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:14.550149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:14.550183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:14.668389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:14.668539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:14.668594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:14.668624] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:14.671996] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=91.83%)
[2025-12-25T20:27:14.672269] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-25T20:27:14.672398] [INFO ] [sig       ] MP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:14.871031] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MP.txt
[2025-12-25T20:27:14.871174] [INFO ] [sig       ] [2095/3552] Completed MP in 0.4s | 2.87 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-25T20:27:14.871212] [INFO ] [sig       ] [2096/3552] Forecasting MPA...
[2025-12-25T20:27:14.871243] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-25T20:27:14.871272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-25T20:27:14.881379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-25T20:27:14.881735] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-25T20:27:14.882529] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-25T20:27:14.882605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:14.882645] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:14.882673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:14.882732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:14.940185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:14.940828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:14.940905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:14.940938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:15.047209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:15.047362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:15.047402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:15.047431] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:15.050823] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=9.75%)
[2025-12-25T20:27:15.051106] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-25T20:27:15.051236] [INFO ] [sig       ] MPA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:15.191526] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MPA.txt
[2025-12-25T20:27:15.191685] [INFO ] [sig       ] [2096/3552] Completed MPA in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-25T20:27:15.191726] [INFO ] [sig       ] [2097/3552] Forecasting MPAA...
[2025-12-25T20:27:15.191755] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-25T20:27:15.191785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-25T20:27:15.202371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-25T20:27:15.202763] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-25T20:27:15.203629] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-25T20:27:15.203684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:15.203749] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:15.203790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:15.203872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:15.259593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:15.260382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:15.260461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:15.260494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:15.386449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:15.386617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:15.386657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:15.386685] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:15.390015] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-12-25T20:27:15.390291] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-25T20:27:15.390422] [INFO ] [sig       ] MPAA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:15.528732] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MPAA.txt
[2025-12-25T20:27:15.528891] [INFO ] [sig       ] [2097/3552] Completed MPAA in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-25T20:27:15.528932] [INFO ] [sig       ] [2098/3552] Forecasting MPB...
[2025-12-25T20:27:15.528962] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-25T20:27:15.528991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-25T20:27:15.539156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-25T20:27:15.539538] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-25T20:27:15.540376] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-25T20:27:15.540430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:15.540463] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:15.540491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:15.540550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:15.595885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:15.596536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:15.596633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:15.596668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:15.713704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:15.713855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:15.713894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:15.713923] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:15.717227] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=20.32%)
[2025-12-25T20:27:15.717497] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-25T20:27:15.717635] [INFO ] [sig       ] MPB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:15.855682] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MPB.txt
[2025-12-25T20:27:15.855832] [INFO ] [sig       ] [2098/3552] Completed MPB in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-25T20:27:15.855872] [INFO ] [sig       ] [2099/3552] Forecasting MPC...
[2025-12-25T20:27:15.855903] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-25T20:27:15.855939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-25T20:27:15.866708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-25T20:27:15.867044] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-25T20:27:15.867834] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-25T20:27:15.867888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:15.867922] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:15.867950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:15.868008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:15.924629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:15.925315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:15.925396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:15.925430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:16.046690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:16.046846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:16.046885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:16.046913] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:16.050268] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-12-25T20:27:16.050540] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-25T20:27:16.050682] [INFO ] [sig       ] MPC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:16.188352] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MPC.txt
[2025-12-25T20:27:16.188491] [INFO ] [sig       ] [2099/3552] Completed MPC in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-25T20:27:16.188535] [INFO ] [sig       ] [2100/3552] Forecasting MPX...
[2025-12-25T20:27:16.188565] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-25T20:27:16.188640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-25T20:27:16.198447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-25T20:27:16.198808] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-25T20:27:16.199686] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-25T20:27:16.199740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:16.199772] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:16.199800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:16.199858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:16.255652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:16.256508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:16.256609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:16.256644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:16.366748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:16.366897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:16.366938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:16.367017] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:16.370547] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-12-25T20:27:16.370850] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-25T20:27:16.370978] [INFO ] [sig       ] MPX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:16.509644] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MPX.txt
[2025-12-25T20:27:16.509812] [INFO ] [sig       ] [2100/3552] Completed MPX in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-25T20:27:16.509858] [INFO ] [sig       ] [2101/3552] Forecasting MQ...
[2025-12-25T20:27:16.509893] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-25T20:27:16.509928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-25T20:27:16.521046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-25T20:27:16.521416] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-25T20:27:16.522257] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-25T20:27:16.522311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:16.522344] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:16.522372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:16.522431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:16.579067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:16.579959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:16.580042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:16.580076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:16.695765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:16.695913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:16.695952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:16.695981] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:16.699336] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=41.42%)
[2025-12-25T20:27:16.700014] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-25T20:27:16.700164] [INFO ] [sig       ] MQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:16.840463] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MQ.txt
[2025-12-25T20:27:16.840616] [INFO ] [sig       ] [2101/3552] Completed MQ in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-25T20:27:16.840657] [INFO ] [sig       ] [2102/3552] Forecasting MQY...
[2025-12-25T20:27:16.840691] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-25T20:27:16.840727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-25T20:27:16.851528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-25T20:27:16.851920] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-25T20:27:16.852781] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-25T20:27:16.852835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:16.852867] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:16.852895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:16.852955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:16.910659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:16.911351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:16.911433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:16.911467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:17.032652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:17.032806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:17.032847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:17.032880] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:17.036525] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-12-25T20:27:17.036885] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-25T20:27:17.037033] [INFO ] [sig       ] MQY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:17.176374] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MQY.txt
[2025-12-25T20:27:17.176516] [INFO ] [sig       ] [2102/3552] Completed MQY in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-25T20:27:17.176557] [INFO ] [sig       ] [2103/3552] Forecasting MRAM...
[2025-12-25T20:27:17.176605] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-25T20:27:17.176637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-25T20:27:17.187289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-25T20:27:17.187700] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-25T20:27:17.188813] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-25T20:27:17.188876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:17.188912] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:17.188951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:17.189033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:17.245564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:17.246295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:17.246377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:17.246410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:17.362396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:17.362543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:17.362601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:17.362633] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:17.366048] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-25T20:27:17.366333] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-25T20:27:17.366478] [INFO ] [sig       ] MRAM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:17.510591] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRAM.txt
[2025-12-25T20:27:17.510794] [INFO ] [sig       ] [2103/3552] Completed MRAM in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-25T20:27:17.510844] [INFO ] [sig       ] [2104/3552] Forecasting MRBK...
[2025-12-25T20:27:17.510877] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-25T20:27:17.510908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-25T20:27:17.521724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-25T20:27:17.522063] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-25T20:27:17.522855] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-25T20:27:17.522908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:17.522939] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:17.522966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:17.523024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:17.579339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:17.579995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:17.580079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:17.580112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:17.702634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:17.702825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:17.702867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:17.702897] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:17.706342] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: UP (p=69.15%)
[2025-12-25T20:27:17.706633] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-25T20:27:17.706761] [INFO ] [sig       ] MRBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:17.851788] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRBK.txt
[2025-12-25T20:27:17.851935] [INFO ] [sig       ] [2104/3552] Completed MRBK in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-25T20:27:17.851975] [INFO ] [sig       ] [2105/3552] Forecasting MRCC...
[2025-12-25T20:27:17.852004] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-25T20:27:17.852034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-25T20:27:17.863102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-25T20:27:17.863439] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-25T20:27:17.864230] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-25T20:27:17.864282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:17.864313] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:17.864339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:17.864399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:17.920835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:17.921477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:17.921560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:17.921610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:18.042402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:18.042551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:18.042607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:18.042636] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:18.045928] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=14.80%)
[2025-12-25T20:27:18.046197] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-25T20:27:18.046318] [INFO ] [sig       ] MRCC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:18.186445] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MRCC.txt
[2025-12-25T20:27:18.186594] [INFO ] [sig       ] [2105/3552] Completed MRCC in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-25T20:27:18.186635] [INFO ] [sig       ] [2106/3552] Forecasting MRCY...
[2025-12-25T20:27:18.186664] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-25T20:27:18.186694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-25T20:27:18.197592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-25T20:27:18.197891] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-25T20:27:18.198668] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-25T20:27:18.198720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:18.198751] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:18.198778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:18.198835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:18.257721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:18.258363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:18.258442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:18.258475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:18.381906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:18.382053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:18.382092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:18.382120] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:18.385436] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=18.38%)
[2025-12-25T20:27:18.385743] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-25T20:27:18.385875] [INFO ] [sig       ] MRCY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:18.525743] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MRCY.txt
[2025-12-25T20:27:18.525901] [INFO ] [sig       ] [2106/3552] Completed MRCY in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-25T20:27:18.525940] [INFO ] [sig       ] [2107/3552] Forecasting MREO...
[2025-12-25T20:27:18.525970] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-25T20:27:18.525999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-25T20:27:18.536661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-25T20:27:18.536988] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-25T20:27:18.537810] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-25T20:27:18.537863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:18.537895] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:18.537923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:18.537982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:18.596981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:18.597650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:18.597755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:18.597789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:18.717709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:18.717848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:18.717889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:18.717917] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:18.721226] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-25T20:27:18.721498] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-25T20:27:18.721637] [INFO ] [sig       ] MREO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:18.871013] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MREO.txt
[2025-12-25T20:27:18.871152] [INFO ] [sig       ] [2107/3552] Completed MREO in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-25T20:27:18.871189] [INFO ] [sig       ] [2108/3552] Forecasting MRK...
[2025-12-25T20:27:18.871219] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-25T20:27:18.871248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-25T20:27:18.882113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-25T20:27:18.882426] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-25T20:27:18.883194] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-25T20:27:18.883258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:18.883291] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:18.883319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:18.883376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:18.941061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:18.941688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:18.941766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:18.941798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:19.068197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:19.068344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:19.068384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:19.068413] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:19.071764] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=12.03%)
[2025-12-25T20:27:19.072036] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-25T20:27:19.072158] [INFO ] [sig       ] MRK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:19.214977] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MRK.txt
[2025-12-25T20:27:19.215140] [INFO ] [sig       ] [2108/3552] Completed MRK in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-25T20:27:19.215180] [INFO ] [sig       ] [2109/3552] Forecasting MRM...
[2025-12-25T20:27:19.215241] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-25T20:27:19.215275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-25T20:27:19.226337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-25T20:27:19.226777] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-25T20:27:19.227637] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-25T20:27:19.227692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:19.227723] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:19.227750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:19.227810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:19.288492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:19.289377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:19.289460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:19.289494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:19.405474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:19.405638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:19.405679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:19.405707] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:19.408995] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=80.17%)
[2025-12-25T20:27:19.409292] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-25T20:27:19.409414] [INFO ] [sig       ] MRM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:19.558524] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRM.txt
[2025-12-25T20:27:19.558750] [INFO ] [sig       ] [2109/3552] Completed MRM in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-25T20:27:19.558811] [INFO ] [sig       ] [2110/3552] Forecasting MRNA...
[2025-12-25T20:27:19.558880] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-25T20:27:19.558915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-25T20:27:19.569405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-25T20:27:19.569736] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-25T20:27:19.570491] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-25T20:27:19.570542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:19.570596] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:19.570626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:19.570683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:19.627149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:19.627953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:19.628032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:19.628066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:19.745953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:19.746107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:19.746148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:19.746178] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:19.749492] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=53.12%)
[2025-12-25T20:27:19.749776] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-25T20:27:19.749899] [INFO ] [sig       ] MRNA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:19.889242] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRNA.txt
[2025-12-25T20:27:19.889423] [INFO ] [sig       ] [2110/3552] Completed MRNA in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-25T20:27:19.889466] [INFO ] [sig       ] [2111/3552] Forecasting MRSN...
[2025-12-25T20:27:19.889494] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-25T20:27:19.889524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-25T20:27:19.900027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-25T20:27:19.900337] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-25T20:27:19.901121] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-25T20:27:19.901174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:19.901205] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:19.901232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:19.901289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:19.957492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:19.958163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:19.958241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:19.958273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:20.078480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:20.078620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:20.078664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:20.078693] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:20.082001] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: UP (p=84.47%)
[2025-12-25T20:27:20.082267] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-25T20:27:20.082389] [INFO ] [sig       ] MRSN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:20.221768] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRSN.txt
[2025-12-25T20:27:20.221931] [INFO ] [sig       ] [2111/3552] Completed MRSN in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-25T20:27:20.221978] [INFO ] [sig       ] [2112/3552] Forecasting MRTN...
[2025-12-25T20:27:20.222009] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-25T20:27:20.222066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-25T20:27:20.232809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-25T20:27:20.233138] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-25T20:27:20.233910] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-25T20:27:20.233962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:20.233994] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:20.234022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:20.234080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:20.290602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:20.291204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:20.291280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:20.291312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:20.407905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:20.408070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:20.408110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:20.408138] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:20.411460] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-25T20:27:20.411746] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-25T20:27:20.411869] [INFO ] [sig       ] MRTN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:20.551740] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRTN.txt
[2025-12-25T20:27:20.551883] [INFO ] [sig       ] [2112/3552] Completed MRTN in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-25T20:27:20.551922] [INFO ] [sig       ] [2113/3552] Forecasting MRUS...
[2025-12-25T20:27:20.551952] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-25T20:27:20.551982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-25T20:27:20.563107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-25T20:27:20.563453] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-25T20:27:20.564255] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-25T20:27:20.564308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:20.564340] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:20.564367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:20.564424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:20.622429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:20.623365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:20.623451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:20.623486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:20.743885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:20.744040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:20.744082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:20.744113] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:20.747559] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: DOWN (p=6.34%)
[2025-12-25T20:27:20.747870] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-25T20:27:20.748020] [INFO ] [sig       ] MRUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:20.893225] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MRUS.txt
[2025-12-25T20:27:20.893392] [INFO ] [sig       ] [2113/3552] Completed MRUS in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-25T20:27:20.893432] [INFO ] [sig       ] [2114/3552] Forecasting MRVI...
[2025-12-25T20:27:20.893461] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-25T20:27:20.893492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-25T20:27:20.904382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-25T20:27:20.904753] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-25T20:27:20.905515] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-25T20:27:20.905566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:20.905645] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:20.905674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:20.905732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:20.963408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:20.964306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:20.964391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:20.964424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:21.088850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:21.089007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:21.089047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:21.089076] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:21.092511] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-12-25T20:27:21.092817] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-25T20:27:21.092947] [INFO ] [sig       ] MRVI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:21.243543] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRVI.txt
[2025-12-25T20:27:21.243722] [INFO ] [sig       ] [2114/3552] Completed MRVI in 0.4s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-25T20:27:21.243765] [INFO ] [sig       ] [2115/3552] Forecasting MRVL...
[2025-12-25T20:27:21.243794] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-25T20:27:21.243824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-25T20:27:21.255230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-25T20:27:21.255622] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-25T20:27:21.256424] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-25T20:27:21.256477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:21.256515] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:21.256542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:21.256619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:21.314374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:21.315239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:21.315351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:21.315387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:21.431817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:21.431972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:21.432034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:21.432064] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:21.435567] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=85.15%)
[2025-12-25T20:27:21.435889] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-25T20:27:21.436024] [INFO ] [sig       ] MRVL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:21.577420] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRVL.txt
[2025-12-25T20:27:21.577606] [INFO ] [sig       ] [2115/3552] Completed MRVL in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-25T20:27:21.577648] [INFO ] [sig       ] [2116/3552] Forecasting MRX...
[2025-12-25T20:27:21.577677] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-25T20:27:21.577707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-25T20:27:21.588896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-25T20:27:21.589326] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-25T20:27:21.590171] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-25T20:27:21.590226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:21.590260] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:21.590288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:21.590348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:21.648296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:21.649739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:21.649931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:21.649965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:21.771436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:21.771631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:21.771679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:21.771708] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:21.775193] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: UP (p=54.32%)
[2025-12-25T20:27:21.775505] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-25T20:27:21.775669] [INFO ] [sig       ] MRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:21.927206] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRX.txt
[2025-12-25T20:27:21.927368] [INFO ] [sig       ] [2116/3552] Completed MRX in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-25T20:27:21.927407] [INFO ] [sig       ] [2117/3552] Forecasting MS...
[2025-12-25T20:27:21.927436] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-25T20:27:21.927467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-25T20:27:21.938112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-25T20:27:21.938430] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-25T20:27:21.939248] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-25T20:27:21.939300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:21.939330] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:21.939356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:21.939412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:21.995401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:21.996128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:21.996223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:21.996256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:22.118434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:22.118599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:22.118641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:22.118718] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:22.122134] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-25T20:27:22.122416] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-25T20:27:22.122544] [INFO ] [sig       ] MS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:22.263630] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MS.txt
[2025-12-25T20:27:22.263793] [INFO ] [sig       ] [2117/3552] Completed MS in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-25T20:27:22.263832] [INFO ] [sig       ] [2118/3552] Forecasting MSA...
[2025-12-25T20:27:22.263863] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-25T20:27:22.263892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-25T20:27:22.275388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-25T20:27:22.275810] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-25T20:27:22.276634] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-25T20:27:22.276687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:22.276718] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:22.276745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:22.276802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:22.334406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:22.335263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:22.335344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:22.335378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:22.453867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:22.454011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:22.454053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:22.454082] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:22.457426] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=41.40%)
[2025-12-25T20:27:22.457723] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-25T20:27:22.457879] [INFO ] [sig       ] MSA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:22.598113] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSA.txt
[2025-12-25T20:27:22.598246] [INFO ] [sig       ] [2118/3552] Completed MSA in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-25T20:27:22.598284] [INFO ] [sig       ] [2119/3552] Forecasting MSB...
[2025-12-25T20:27:22.598315] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-25T20:27:22.598343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-25T20:27:22.608316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-25T20:27:22.608671] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-25T20:27:22.609467] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-25T20:27:22.609519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:22.609550] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:22.609615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:22.609678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:22.665866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:22.666515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:22.666609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:22.666643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:22.790150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:22.790307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:22.790347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:22.790376] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:22.793776] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-25T20:27:22.794073] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-25T20:27:22.794201] [INFO ] [sig       ] MSB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:22.933732] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSB.txt
[2025-12-25T20:27:22.933895] [INFO ] [sig       ] [2119/3552] Completed MSB in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-25T20:27:22.933935] [INFO ] [sig       ] [2120/3552] Forecasting MSBI...
[2025-12-25T20:27:22.933965] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-25T20:27:22.933996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-25T20:27:22.944733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-25T20:27:22.945050] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-25T20:27:22.945827] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-25T20:27:22.945879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:22.945910] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:22.945936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:22.945993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:23.003815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:23.004690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:23.004775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:23.004809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:23.125970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:23.126119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:23.126158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:23.126186] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:23.129543] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: UP (p=83.65%)
[2025-12-25T20:27:23.129835] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-25T20:27:23.129963] [INFO ] [sig       ] MSBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:23.269527] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MSBI.txt
[2025-12-25T20:27:23.269691] [INFO ] [sig       ] [2120/3552] Completed MSBI in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-25T20:27:23.269733] [INFO ] [sig       ] [2121/3552] Forecasting MSCI...
[2025-12-25T20:27:23.269788] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-25T20:27:23.269823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-25T20:27:23.280408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-25T20:27:23.280849] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-25T20:27:23.281774] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-25T20:27:23.281834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:23.281874] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:23.281909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:23.281984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:23.339658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:23.340426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:23.340508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:23.340540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:23.459936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:23.460080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:23.460121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:23.460151] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:23.463543] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=15.85%)
[2025-12-25T20:27:23.463835] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-25T20:27:23.463958] [INFO ] [sig       ] MSCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:23.605691] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSCI.txt
[2025-12-25T20:27:23.605832] [INFO ] [sig       ] [2121/3552] Completed MSCI in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-25T20:27:23.605871] [INFO ] [sig       ] [2122/3552] Forecasting MSD...
[2025-12-25T20:27:23.605901] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-25T20:27:23.605937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-25T20:27:23.615885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-25T20:27:23.616207] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-25T20:27:23.617039] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-25T20:27:23.617094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:23.617127] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:23.617155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:23.617215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:23.673497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:23.674204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:23.674285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:23.674319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:23.794301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:23.794451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:23.794492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:23.794523] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:23.798331] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=34.03%)
[2025-12-25T20:27:23.798696] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-25T20:27:23.798830] [INFO ] [sig       ] MSD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:23.939054] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSD.txt
[2025-12-25T20:27:23.939207] [INFO ] [sig       ] [2122/3552] Completed MSD in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-25T20:27:23.939252] [INFO ] [sig       ] [2123/3552] Forecasting MSEX...
[2025-12-25T20:27:23.939284] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-25T20:27:23.939333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-25T20:27:23.949764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-25T20:27:23.950093] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-25T20:27:23.950899] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-25T20:27:23.950951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:23.950984] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:23.951012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:23.951071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:24.007875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:24.008506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:24.008603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:24.008638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:24.127239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:24.127386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:24.127425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:24.127453] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:24.131305] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: DOWN (p=48.53%)
[2025-12-25T20:27:24.131633] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-25T20:27:24.131765] [INFO ] [sig       ] MSEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:24.273220] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSEX.txt
[2025-12-25T20:27:24.273352] [INFO ] [sig       ] [2123/3552] Completed MSEX in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-25T20:27:24.273390] [INFO ] [sig       ] [2124/3552] Forecasting MSFD...
[2025-12-25T20:27:24.273420] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-25T20:27:24.273449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-25T20:27:24.283673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-25T20:27:24.283986] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-25T20:27:24.284767] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-25T20:27:24.284819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:24.284850] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:24.284877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:24.284935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:24.341791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:24.342408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:24.342516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:24.342551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:24.462167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:24.462298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:24.462338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:24.462370] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:24.466832] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2025-12-25T20:27:24.467273] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-25T20:27:24.467451] [INFO ] [sig       ] MSFD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:24.613732] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MSFD.txt
[2025-12-25T20:27:24.613869] [INFO ] [sig       ] [2124/3552] Completed MSFD in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-25T20:27:24.613909] [INFO ] [sig       ] [2125/3552] Forecasting MSFL...
[2025-12-25T20:27:24.613939] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-25T20:27:24.613970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-25T20:27:24.624340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-25T20:27:24.624708] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-25T20:27:24.625485] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-25T20:27:24.625539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:24.625589] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:24.625622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:24.625683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:24.681734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:24.682401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:24.682486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:24.682521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:24.813072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:24.813210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:24.813250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:24.813279] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:24.816617] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: DOWN (p=42.17%)
[2025-12-25T20:27:24.816889] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-25T20:27:24.817010] [INFO ] [sig       ] MSFL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:24.956723] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSFL.txt
[2025-12-25T20:27:24.956885] [INFO ] [sig       ] [2125/3552] Completed MSFL in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-25T20:27:24.956955] [INFO ] [sig       ] [2126/3552] Forecasting MSGE...
[2025-12-25T20:27:24.956985] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-25T20:27:24.957016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-25T20:27:24.967152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-25T20:27:24.967480] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-25T20:27:24.968268] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-25T20:27:24.968320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:24.968351] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:24.968378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:24.968436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:25.024668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:25.025564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:25.025666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:25.025701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:25.149827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:25.149974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:25.150015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:25.150060] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:25.153799] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-12-25T20:27:25.154104] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-25T20:27:25.154243] [INFO ] [sig       ] MSGE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:25.295658] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSGE.txt
[2025-12-25T20:27:25.295809] [INFO ] [sig       ] [2126/3552] Completed MSGE in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-25T20:27:25.295849] [INFO ] [sig       ] [2127/3552] Forecasting MSGM...
[2025-12-25T20:27:25.295877] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-25T20:27:25.295908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-25T20:27:25.306629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-25T20:27:25.306974] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-25T20:27:25.307776] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-25T20:27:25.307829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:25.307862] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:25.307890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:25.307958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:25.366564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:25.367211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:25.367290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:25.367323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:25.482229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:25.482386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:25.482428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:25.482458] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:25.485996] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-12-25T20:27:25.486290] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-25T20:27:25.486428] [INFO ] [sig       ] MSGM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:25.629939] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSGM.txt
[2025-12-25T20:27:25.630101] [INFO ] [sig       ] [2127/3552] Completed MSGM in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-25T20:27:25.630142] [INFO ] [sig       ] [2128/3552] Forecasting MSGS...
[2025-12-25T20:27:25.630175] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-25T20:27:25.630210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-25T20:27:25.640660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-25T20:27:25.640983] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-25T20:27:25.641766] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-25T20:27:25.641818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:25.641850] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:25.641877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:25.641935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:25.698327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:25.698976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:25.699053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:25.699100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:25.814869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:25.815022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:25.815062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:25.815091] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:25.818389] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: DOWN (p=47.04%)
[2025-12-25T20:27:25.818683] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-25T20:27:25.818807] [INFO ] [sig       ] MSGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:25.957063] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSGS.txt
[2025-12-25T20:27:25.957213] [INFO ] [sig       ] [2128/3552] Completed MSGS in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-25T20:27:25.957262] [INFO ] [sig       ] [2129/3552] Forecasting MSI...
[2025-12-25T20:27:25.957293] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-25T20:27:25.957326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-25T20:27:25.967592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-25T20:27:25.967925] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-25T20:27:25.968705] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-25T20:27:25.968757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:25.968790] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:25.968818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:25.968876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:26.025151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:26.025794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:26.025871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:26.025904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:26.145824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:26.145973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:26.146015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:26.146046] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:26.149461] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-25T20:27:26.149753] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-25T20:27:26.149875] [INFO ] [sig       ] MSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:26.289871] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSI.txt
[2025-12-25T20:27:26.290038] [INFO ] [sig       ] [2129/3552] Completed MSI in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-25T20:27:26.290086] [INFO ] [sig       ] [2130/3552] Forecasting MSM...
[2025-12-25T20:27:26.290118] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-25T20:27:26.290183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-25T20:27:26.300514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-25T20:27:26.300870] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-25T20:27:26.301713] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-25T20:27:26.301769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:26.301804] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:26.301833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:26.301908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:26.358510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:26.359379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:26.359463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:26.359495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:26.476344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:26.476493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:26.476534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:26.476563] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:26.479987] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2025-12-25T20:27:26.480255] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-25T20:27:26.480374] [INFO ] [sig       ] MSM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:26.619270] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MSM.txt
[2025-12-25T20:27:26.619407] [INFO ] [sig       ] [2130/3552] Completed MSM in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-25T20:27:26.619446] [INFO ] [sig       ] [2131/3552] Forecasting MSTX...
[2025-12-25T20:27:26.619474] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-25T20:27:26.619504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-25T20:27:26.630331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-25T20:27:26.630721] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-25T20:27:26.631515] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-25T20:27:26.631568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:26.631647] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:26.631676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:26.631735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:26.699980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:26.700870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:26.700960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:26.700994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:26.822173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:26.822324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:26.822363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:26.822393] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:26.826284] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-12-25T20:27:26.826568] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-25T20:27:26.826715] [INFO ] [sig       ] MSTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:26.970471] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSTX.txt
[2025-12-25T20:27:26.970631] [INFO ] [sig       ] [2131/3552] Completed MSTX in 0.4s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-25T20:27:26.970675] [INFO ] [sig       ] [2132/3552] Forecasting MTB...
[2025-12-25T20:27:26.970734] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-25T20:27:26.970768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-25T20:27:26.981322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-25T20:27:26.981666] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-25T20:27:26.982423] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-25T20:27:26.982508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:26.982541] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:26.982591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:26.982653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:27.041510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:27.042204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:27.042283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:27.042317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:27.166295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:27.166445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:27.166486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:27.166516] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:27.169994] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=72.32%)
[2025-12-25T20:27:27.170271] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-25T20:27:27.170398] [INFO ] [sig       ] MTB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:27.317453] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MTB.txt
[2025-12-25T20:27:27.317601] [INFO ] [sig       ] [2132/3552] Completed MTB in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-25T20:27:27.317643] [INFO ] [sig       ] [2133/3552] Forecasting MTCH...
[2025-12-25T20:27:27.317672] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-25T20:27:27.317710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-25T20:27:27.328243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-25T20:27:27.328595] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-25T20:27:27.329431] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-25T20:27:27.329482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:27.329515] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:27.329542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:27.329638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:27.388235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:27.388947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:27.389041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:27.389076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:27.512785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:27.512925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:27.512965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:27.512992] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:27.516317] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=82.25%)
[2025-12-25T20:27:27.516601] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-25T20:27:27.516725] [INFO ] [sig       ] MTCH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:27.660612] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MTCH.txt
[2025-12-25T20:27:27.660778] [INFO ] [sig       ] [2133/3552] Completed MTCH in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-25T20:27:27.660818] [INFO ] [sig       ] [2134/3552] Forecasting MTD...
[2025-12-25T20:27:27.660847] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-25T20:27:27.660879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-25T20:27:27.672499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-25T20:27:27.672891] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-25T20:27:27.673713] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-25T20:27:27.673769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:27.673802] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:27.673830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:27.673894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:27.731438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:27.732090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:27.732168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:27.732201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:27.850990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:27.851136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:27.851176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:27.851235] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:27.854538] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=15.91%)
[2025-12-25T20:27:27.854831] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-25T20:27:27.854958] [INFO ] [sig       ] MTD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:27.992510] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MTD.txt
[2025-12-25T20:27:27.992653] [INFO ] [sig       ] [2134/3552] Completed MTD in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-25T20:27:27.992694] [INFO ] [sig       ] [2135/3552] Forecasting MTG...
[2025-12-25T20:27:27.992722] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-25T20:27:27.992758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-25T20:27:28.003182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-25T20:27:28.003509] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-25T20:27:28.004289] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-25T20:27:28.004341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:28.004372] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:28.004398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:28.004456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:28.060968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:28.061639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:28.061726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:28.061760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:28.181607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:28.181752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:28.181792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:28.181819] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:28.185271] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: UP (p=76.36%)
[2025-12-25T20:27:28.185538] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-25T20:27:28.185694] [INFO ] [sig       ] MTG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:28.325368] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MTG.txt
[2025-12-25T20:27:28.325517] [INFO ] [sig       ] [2135/3552] Completed MTG in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-25T20:27:28.325557] [INFO ] [sig       ] [2136/3552] Forecasting MTH...
[2025-12-25T20:27:28.325605] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-25T20:27:28.325670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-25T20:27:28.336209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-25T20:27:28.336617] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-25T20:27:28.337436] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-25T20:27:28.337491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:28.337523] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:28.337551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:28.337642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:28.394075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:28.394761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:28.394841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:28.394873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:28.512384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:28.512528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:28.512567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:28.512622] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:28.515923] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=35.25%)
[2025-12-25T20:27:28.516191] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-25T20:27:28.516312] [INFO ] [sig       ] MTH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:28.654739] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MTH.txt
[2025-12-25T20:27:28.654876] [INFO ] [sig       ] [2136/3552] Completed MTH in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-25T20:27:28.654915] [INFO ] [sig       ] [2137/3552] Forecasting MTLS...
[2025-12-25T20:27:28.654944] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-25T20:27:28.654975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-25T20:27:28.665255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-25T20:27:28.665624] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-25T20:27:28.666403] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-25T20:27:28.666456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:28.666488] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:28.666515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:28.666599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:28.722699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:28.723424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:28.723506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:28.723540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:28.841675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:28.841814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:28.841852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:28.841880] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:28.845145] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: UP (p=81.48%)
[2025-12-25T20:27:28.845434] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-25T20:27:28.845556] [INFO ] [sig       ] MTLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:28.985019] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MTLS.txt
[2025-12-25T20:27:28.985164] [INFO ] [sig       ] [2137/3552] Completed MTLS in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-25T20:27:28.985202] [INFO ] [sig       ] [2138/3552] Forecasting MTN...
[2025-12-25T20:27:28.985231] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-25T20:27:28.985262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-25T20:27:28.996338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-25T20:27:28.996703] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-25T20:27:28.997491] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-25T20:27:28.997544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:28.997600] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:28.997635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:28.997696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:29.054237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:29.054958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:29.055036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:29.055069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:29.175027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:29.175178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:29.175219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:29.175247] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:29.178591] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2025-12-25T20:27:29.178866] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-25T20:27:29.178989] [INFO ] [sig       ] MTN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:29.318693] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MTN.txt
[2025-12-25T20:27:29.318864] [INFO ] [sig       ] [2138/3552] Completed MTN in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-25T20:27:29.318903] [INFO ] [sig       ] [2139/3552] Forecasting MTRN...
[2025-12-25T20:27:29.318931] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-25T20:27:29.318961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-25T20:27:29.329981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-25T20:27:29.330324] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-25T20:27:29.331136] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-25T20:27:29.331189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:29.331221] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:29.331247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:29.331305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:29.388461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:29.389129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:29.389238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:29.389271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:29.510997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:29.511167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:29.511209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:29.511236] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:29.514537] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-12-25T20:27:29.514828] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-25T20:27:29.514949] [INFO ] [sig       ] MTRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:29.656999] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MTRN.txt
[2025-12-25T20:27:29.657136] [INFO ] [sig       ] [2139/3552] Completed MTRN in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-25T20:27:29.657175] [INFO ] [sig       ] [2140/3552] Forecasting MTRX...
[2025-12-25T20:27:29.657205] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-25T20:27:29.657236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-25T20:27:29.668025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-25T20:27:29.668381] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-25T20:27:29.669217] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-25T20:27:29.669271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:29.669303] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:29.669329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:29.669385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:29.727749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:29.728391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:29.728470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:29.728504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:29.849124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:29.849291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:29.849332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:29.849361] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:29.852705] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-25T20:27:29.852977] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-25T20:27:29.853103] [INFO ] [sig       ] MTRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:29.993391] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MTRX.txt
[2025-12-25T20:27:29.993538] [INFO ] [sig       ] [2140/3552] Completed MTRX in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-25T20:27:29.993596] [INFO ] [sig       ] [2141/3552] Forecasting MTSI...
[2025-12-25T20:27:29.993633] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-25T20:27:29.993664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-25T20:27:30.004552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-25T20:27:30.004926] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-25T20:27:30.005745] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-25T20:27:30.005799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:30.005830] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:30.005857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:30.005915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:30.063166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:30.064006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:30.064119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:30.064155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:30.183185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:30.183347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:30.183387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:30.183416] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:30.187448] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: DOWN (p=29.16%)
[2025-12-25T20:27:30.187844] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-25T20:27:30.187989] [INFO ] [sig       ] MTSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:30.338034] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MTSI.txt
[2025-12-25T20:27:30.338180] [INFO ] [sig       ] [2141/3552] Completed MTSI in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-25T20:27:30.338220] [INFO ] [sig       ] [2142/3552] Forecasting MTX...
[2025-12-25T20:27:30.338250] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-25T20:27:30.338281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-25T20:27:30.348706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-25T20:27:30.349033] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-25T20:27:30.349843] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-25T20:27:30.349895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:30.349926] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:30.349952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:30.350008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:30.408111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:30.408997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:30.409085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:30.409120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:30.526425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:30.526595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:30.526637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:30.526667] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:30.530225] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=11.57%)
[2025-12-25T20:27:30.530494] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-25T20:27:30.530632] [INFO ] [sig       ] MTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:30.672177] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MTX.txt
[2025-12-25T20:27:30.672326] [INFO ] [sig       ] [2142/3552] Completed MTX in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-25T20:27:30.672368] [INFO ] [sig       ] [2143/3552] Forecasting MTZ...
[2025-12-25T20:27:30.672399] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-25T20:27:30.672430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-25T20:27:30.684568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-25T20:27:30.685029] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-25T20:27:30.685880] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-25T20:27:30.685934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:30.685983] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:30.686011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:30.686068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:30.742656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:30.743551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:30.743656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:30.743691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:30.884116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:30.884278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:30.884319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:30.884347] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:30.887736] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=64.03%)
[2025-12-25T20:27:30.888041] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-25T20:27:30.888173] [INFO ] [sig       ] MTZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:31.031650] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MTZ.txt
[2025-12-25T20:27:31.031823] [INFO ] [sig       ] [2143/3552] Completed MTZ in 0.4s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-25T20:27:31.031865] [INFO ] [sig       ] [2144/3552] Forecasting MUA...
[2025-12-25T20:27:31.031895] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-25T20:27:31.031926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-25T20:27:31.043322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-25T20:27:31.043720] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-25T20:27:31.044538] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-25T20:27:31.044622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:31.044659] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:31.044687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:31.044750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:31.103507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:31.104376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:31.104463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:31.104497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:31.227752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:31.227925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:31.227974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:31.228012] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:31.231703] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=76.07%)
[2025-12-25T20:27:31.231992] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-25T20:27:31.232126] [INFO ] [sig       ] MUA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:31.375317] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MUA.txt
[2025-12-25T20:27:31.375488] [INFO ] [sig       ] [2144/3552] Completed MUA in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-25T20:27:31.375529] [INFO ] [sig       ] [2145/3552] Forecasting MUC...
[2025-12-25T20:27:31.375557] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-25T20:27:31.375607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-25T20:27:31.387147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-25T20:27:31.387500] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-25T20:27:31.388278] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-25T20:27:31.388329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:31.388361] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:31.388387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:31.388444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:31.446044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:31.446933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:31.447017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:31.447051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:31.572109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:31.572264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:31.572305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:31.572334] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:31.575809] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=10.69%)
[2025-12-25T20:27:31.576104] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-25T20:27:31.576240] [INFO ] [sig       ] MUC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:31.723992] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MUC.txt
[2025-12-25T20:27:31.724154] [INFO ] [sig       ] [2145/3552] Completed MUC in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-25T20:27:31.724194] [INFO ] [sig       ] [2146/3552] Forecasting MUE...
[2025-12-25T20:27:31.724223] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-25T20:27:31.724287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-25T20:27:31.735410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-25T20:27:31.735868] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-25T20:27:31.736683] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-25T20:27:31.736736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:31.736768] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:31.736796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:31.736857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:31.795348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:31.796278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:31.796364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:31.796398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:31.918027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:31.918188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:31.918229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:31.918257] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:31.921693] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=74.30%)
[2025-12-25T20:27:31.921985] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-25T20:27:31.922115] [INFO ] [sig       ] MUE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:32.062720] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MUE.txt
[2025-12-25T20:27:32.062885] [INFO ] [sig       ] [2146/3552] Completed MUE in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-25T20:27:32.062925] [INFO ] [sig       ] [2147/3552] Forecasting MUFG...
[2025-12-25T20:27:32.062962] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-25T20:27:32.062994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-25T20:27:32.074196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-25T20:27:32.074614] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-25T20:27:32.075392] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-25T20:27:32.075444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:32.075476] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:32.075502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:32.075560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:32.132415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:32.133273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:32.133354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:32.133386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:32.256947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:32.257104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:32.257146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:32.257177] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:32.260720] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=69.38%)
[2025-12-25T20:27:32.261047] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-25T20:27:32.261209] [INFO ] [sig       ] MUFG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:32.405069] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MUFG.txt
[2025-12-25T20:27:32.405251] [INFO ] [sig       ] [2147/3552] Completed MUFG in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-25T20:27:32.405300] [INFO ] [sig       ] [2148/3552] Forecasting MUJ...
[2025-12-25T20:27:32.405331] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-25T20:27:32.405361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-25T20:27:32.417015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-25T20:27:32.417337] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-25T20:27:32.418175] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-25T20:27:32.418227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:32.418297] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:32.418326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:32.418384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:32.475837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:32.476590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:32.476672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:32.476706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:32.597272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:32.597425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:32.597466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:32.597495] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:32.600913] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-12-25T20:27:32.601190] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-25T20:27:32.601317] [INFO ] [sig       ] MUJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:32.742416] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MUJ.txt
[2025-12-25T20:27:32.742592] [INFO ] [sig       ] [2148/3552] Completed MUJ in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-25T20:27:32.742638] [INFO ] [sig       ] [2149/3552] Forecasting MUSA...
[2025-12-25T20:27:32.742667] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-25T20:27:32.742697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-25T20:27:32.754770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-25T20:27:32.755149] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-25T20:27:32.755958] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-25T20:27:32.756011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:32.756043] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:32.756070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:32.756129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:32.815299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:32.816177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:32.816270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:32.816304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:32.940191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:32.940344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:32.940386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:32.940417] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:32.943882] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-25T20:27:32.944163] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-25T20:27:32.944289] [INFO ] [sig       ] MUSA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:33.088049] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MUSA.txt
[2025-12-25T20:27:33.088198] [INFO ] [sig       ] [2149/3552] Completed MUSA in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-25T20:27:33.088238] [INFO ] [sig       ] [2150/3552] Forecasting MUX...
[2025-12-25T20:27:33.088266] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-25T20:27:33.088305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-25T20:27:33.099028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-25T20:27:33.099426] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-25T20:27:33.100268] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-25T20:27:33.100326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:33.100360] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:33.100389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:33.100449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:33.157736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:33.158551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:33.158656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:33.158691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:33.286378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:33.286532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:33.286590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:33.286640] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:33.290188] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-12-25T20:27:33.290462] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-25T20:27:33.290602] [INFO ] [sig       ] MUX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:33.429923] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MUX.txt
[2025-12-25T20:27:33.430064] [INFO ] [sig       ] [2150/3552] Completed MUX in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-25T20:27:33.430103] [INFO ] [sig       ] [2151/3552] Forecasting MVBF...
[2025-12-25T20:27:33.430132] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-25T20:27:33.430164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-25T20:27:33.441296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-25T20:27:33.441648] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-25T20:27:33.442434] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-25T20:27:33.442488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:33.442521] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:33.442549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:33.442627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:33.503469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:33.504283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:33.504369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:33.504403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:33.631477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:33.631666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:33.631713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:33.631788] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:33.635404] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2025-12-25T20:27:33.635747] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-25T20:27:33.635909] [INFO ] [sig       ] MVBF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:33.786798] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MVBF.txt
[2025-12-25T20:27:33.786960] [INFO ] [sig       ] [2151/3552] Completed MVBF in 0.4s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-25T20:27:33.787002] [INFO ] [sig       ] [2152/3552] Forecasting MVF...
[2025-12-25T20:27:33.787038] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-25T20:27:33.787071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-25T20:27:33.799106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-25T20:27:33.799628] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-25T20:27:33.800564] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-25T20:27:33.800646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:33.800687] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:33.800724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:33.800785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:33.869995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:33.870900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:33.870986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:33.871038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:33.991247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:33.991392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:33.991432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:33.991460] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:33.994861] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2025-12-25T20:27:33.995129] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-25T20:27:33.995252] [INFO ] [sig       ] MVF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:34.150195] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MVF.txt
[2025-12-25T20:27:34.150357] [INFO ] [sig       ] [2152/3552] Completed MVF in 0.4s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-25T20:27:34.150398] [INFO ] [sig       ] [2153/3552] Forecasting MVO...
[2025-12-25T20:27:34.150427] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-25T20:27:34.150457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-25T20:27:34.161348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-25T20:27:34.161691] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-25T20:27:34.162543] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-25T20:27:34.162618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:34.162652] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:34.162679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:34.162739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:34.222587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:34.223316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:34.223396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:34.223429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:34.345529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:34.345699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:34.345741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:34.345776] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:34.349150] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=63.02%)
[2025-12-25T20:27:34.349448] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-25T20:27:34.349592] [INFO ] [sig       ] MVO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:34.492675] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MVO.txt
[2025-12-25T20:27:34.492806] [INFO ] [sig       ] [2153/3552] Completed MVO in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-25T20:27:34.492845] [INFO ] [sig       ] [2154/3552] Forecasting MWA...
[2025-12-25T20:27:34.492875] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-25T20:27:34.492905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-25T20:27:34.503854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-25T20:27:34.504199] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-25T20:27:34.504985] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-25T20:27:34.505048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:34.505080] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:34.505121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:34.505180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:34.563611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:34.564290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:34.564382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:34.564424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:34.683059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:34.683209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:34.683250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:34.683278] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:34.686622] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-25T20:27:34.686894] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-25T20:27:34.687016] [INFO ] [sig       ] MWA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:34.830361] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MWA.txt
[2025-12-25T20:27:34.830543] [INFO ] [sig       ] [2154/3552] Completed MWA in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-25T20:27:34.830603] [INFO ] [sig       ] [2155/3552] Forecasting MX...
[2025-12-25T20:27:34.830638] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-25T20:27:34.830700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-25T20:27:34.842646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-25T20:27:34.843034] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-25T20:27:34.843817] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-25T20:27:34.843869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:34.843901] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:34.843927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:34.843984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:34.903120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:34.904106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:34.904195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:34.904230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:35.022909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:35.023064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:35.023104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:35.023134] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:35.026605] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=56.71%)
[2025-12-25T20:27:35.026886] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-25T20:27:35.027012] [INFO ] [sig       ] MX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:35.171639] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MX.txt
[2025-12-25T20:27:35.171803] [INFO ] [sig       ] [2155/3552] Completed MX in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-25T20:27:35.171845] [INFO ] [sig       ] [2156/3552] Forecasting MXF...
[2025-12-25T20:27:35.171875] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-25T20:27:35.171907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-25T20:27:35.183336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-25T20:27:35.183716] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-25T20:27:35.184516] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-25T20:27:35.184606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:35.184642] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:35.184668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:35.184725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:35.240540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:35.241269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:35.241351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:35.241384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:35.359410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:35.359588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:35.359642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:35.359676] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:35.363152] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2025-12-25T20:27:35.363419] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-25T20:27:35.363541] [INFO ] [sig       ] MXF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:35.506803] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MXF.txt
[2025-12-25T20:27:35.506977] [INFO ] [sig       ] [2156/3552] Completed MXF in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-25T20:27:35.507022] [INFO ] [sig       ] [2157/3552] Forecasting MXL...
[2025-12-25T20:27:35.507076] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-25T20:27:35.507109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-25T20:27:35.519534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-25T20:27:35.519961] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-25T20:27:35.520763] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-25T20:27:35.520826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:35.520863] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:35.520895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:35.520962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:35.577405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:35.578285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:35.578405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:35.578439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:35.696300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:35.696479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:35.696520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:35.696548] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:35.699960] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-12-25T20:27:35.700245] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-25T20:27:35.700367] [INFO ] [sig       ] MXL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:35.841029] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MXL.txt
[2025-12-25T20:27:35.841194] [INFO ] [sig       ] [2157/3552] Completed MXL in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-25T20:27:35.841264] [INFO ] [sig       ] [2158/3552] Forecasting MYE...
[2025-12-25T20:27:35.841297] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-25T20:27:35.841329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-25T20:27:35.854851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-25T20:27:35.855449] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-25T20:27:35.856367] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-25T20:27:35.856423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:35.856455] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:35.856485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:35.856549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:35.914292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:35.915538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:35.915655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:35.915740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:36.040773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:36.040951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:36.040996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:36.041026] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:36.044782] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=19.93%)
[2025-12-25T20:27:36.045088] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-25T20:27:36.045229] [INFO ] [sig       ] MYE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:36.183414] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MYE.txt
[2025-12-25T20:27:36.183553] [INFO ] [sig       ] [2158/3552] Completed MYE in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-25T20:27:36.183612] [INFO ] [sig       ] [2159/3552] Forecasting MYGN...
[2025-12-25T20:27:36.183644] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-25T20:27:36.183699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-25T20:27:36.195643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-25T20:27:36.196047] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-25T20:27:36.196891] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-25T20:27:36.196944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:36.196976] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:36.197002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:36.197059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:36.252997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:36.253615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:36.253695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:36.253727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:36.373383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:36.373524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:36.373564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:36.373610] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:36.376999] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-12-25T20:27:36.377277] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-25T20:27:36.377406] [INFO ] [sig       ] MYGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:36.515656] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MYGN.txt
[2025-12-25T20:27:36.515834] [INFO ] [sig       ] [2159/3552] Completed MYGN in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-25T20:27:36.515880] [INFO ] [sig       ] [2160/3552] Forecasting MYI...
[2025-12-25T20:27:36.515911] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-25T20:27:36.515942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-25T20:27:36.527621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-25T20:27:36.528003] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-25T20:27:36.528792] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-25T20:27:36.528843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:36.528875] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:36.528902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:36.528960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:36.584789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:36.585434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:36.585513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:36.585547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:36.704952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:36.705111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:36.705151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:36.705179] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:36.708524] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=40.01%)
[2025-12-25T20:27:36.708813] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-25T20:27:36.708941] [INFO ] [sig       ] MYI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:36.846690] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MYI.txt
[2025-12-25T20:27:36.846867] [INFO ] [sig       ] [2160/3552] Completed MYI in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-25T20:27:36.846907] [INFO ] [sig       ] [2161/3552] Forecasting MYN...
[2025-12-25T20:27:36.846962] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-25T20:27:36.846999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-25T20:27:36.857602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-25T20:27:36.857931] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-25T20:27:36.858706] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-25T20:27:36.858758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:36.858789] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:36.858817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:36.858880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:36.914700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:36.915337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:36.915415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:36.915447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:37.032939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:37.033102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:37.033141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:37.033169] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:37.036598] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-12-25T20:27:37.036909] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-25T20:27:37.037034] [INFO ] [sig       ] MYN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:37.183619] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MYN.txt
[2025-12-25T20:27:37.183860] [INFO ] [sig       ] [2161/3552] Completed MYN in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-25T20:27:37.183914] [INFO ] [sig       ] [2162/3552] Forecasting MYRG...
[2025-12-25T20:27:37.183950] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-25T20:27:37.183984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-25T20:27:37.195354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-25T20:27:37.195731] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-25T20:27:37.196593] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-25T20:27:37.196647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:37.196680] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:37.196707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:37.196765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:37.257822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:37.258827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:37.258930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:37.258971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:37.379895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:37.380059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:37.380099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:37.380127] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:37.383539] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: DOWN (p=19.28%)
[2025-12-25T20:27:37.383845] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-25T20:27:37.383977] [INFO ] [sig       ] MYRG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:37.523234] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MYRG.txt
[2025-12-25T20:27:37.523377] [INFO ] [sig       ] [2162/3552] Completed MYRG in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-25T20:27:37.523417] [INFO ] [sig       ] [2163/3552] Forecasting NA...
[2025-12-25T20:27:37.523447] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-25T20:27:37.523477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-25T20:27:37.534019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-25T20:27:37.534357] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-25T20:27:37.535133] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-25T20:27:37.535185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:37.535216] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:37.535244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:37.535306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:37.591492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:37.592162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:37.592240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:37.592272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:37.713321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:37.713476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:37.713532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:37.713563] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:37.716910] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=82.99%)
[2025-12-25T20:27:37.717184] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-25T20:27:37.717307] [INFO ] [sig       ] NA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:37.860194] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NA.txt
[2025-12-25T20:27:37.860443] [INFO ] [sig       ] [2163/3552] Completed NA in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-25T20:27:37.860500] [INFO ] [sig       ] [2164/3552] Forecasting NAAS...
[2025-12-25T20:27:37.860538] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-25T20:27:37.860587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-25T20:27:37.871650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-25T20:27:37.871992] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-25T20:27:37.872777] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-25T20:27:37.872828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:37.872859] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:37.872885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:37.872943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:37.929289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:37.930176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:37.930257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:37.930289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:38.048947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:38.049100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:38.049139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:38.049186] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:38.052466] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-25T20:27:38.052750] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-25T20:27:38.052874] [INFO ] [sig       ] NAAS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:38.192059] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NAAS.txt
[2025-12-25T20:27:38.192257] [INFO ] [sig       ] [2164/3552] Completed NAAS in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-25T20:27:38.192305] [INFO ] [sig       ] [2165/3552] Forecasting NABL...
[2025-12-25T20:27:38.192338] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-25T20:27:38.192410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-25T20:27:38.203793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-25T20:27:38.204143] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-25T20:27:38.204918] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-25T20:27:38.204970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:38.205045] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:38.205074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:38.205132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:38.262336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:38.262994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:38.263069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:38.263100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:38.383274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:38.383434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:38.383473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:38.383502] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:38.386923] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=91.13%)
[2025-12-25T20:27:38.387192] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-25T20:27:38.387312] [INFO ] [sig       ] NABL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:38.530488] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NABL.txt
[2025-12-25T20:27:38.530678] [INFO ] [sig       ] [2165/3552] Completed NABL in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:38.530760] [INFO ] [sig       ] [2166/3552] Forecasting NAC...
[2025-12-25T20:27:38.530796] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-25T20:27:38.530827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-25T20:27:38.542119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-25T20:27:38.542431] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-25T20:27:38.543235] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-25T20:27:38.543286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:38.543317] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:38.543343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:38.543406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:38.602221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:38.602875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:38.602978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:38.603022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:38.725504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:38.725663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:38.725704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:38.725733] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:38.729070] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=42.05%)
[2025-12-25T20:27:38.729357] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-25T20:27:38.729477] [INFO ] [sig       ] NAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:38.870429] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NAC.txt
[2025-12-25T20:27:38.870610] [INFO ] [sig       ] [2166/3552] Completed NAC in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:38.870657] [INFO ] [sig       ] [2167/3552] Forecasting NAD...
[2025-12-25T20:27:38.870687] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-25T20:27:38.870724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-25T20:27:38.881734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-25T20:27:38.882061] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-25T20:27:38.882829] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-25T20:27:38.882880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:38.882930] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:38.882958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:38.883016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:38.941620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:38.942239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:38.942317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:38.942373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:39.064189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:39.064344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:39.064383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:39.064411] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:39.067741] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=54.25%)
[2025-12-25T20:27:39.068008] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-25T20:27:39.068130] [INFO ] [sig       ] NAD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:39.212025] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NAD.txt
[2025-12-25T20:27:39.212167] [INFO ] [sig       ] [2167/3552] Completed NAD in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:39.212205] [INFO ] [sig       ] [2168/3552] Forecasting NAMS...
[2025-12-25T20:27:39.212234] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-25T20:27:39.212266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-25T20:27:39.224288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-25T20:27:39.224635] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-25T20:27:39.225493] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-25T20:27:39.225546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:39.225600] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:39.225631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:39.225689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:39.283066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:39.283804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:39.283886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:39.283923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:39.404616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:39.404767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:39.404808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:39.404888] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:39.408379] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: DOWN (p=19.62%)
[2025-12-25T20:27:39.408675] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-25T20:27:39.408801] [INFO ] [sig       ] NAMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:39.553208] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NAMS.txt
[2025-12-25T20:27:39.553358] [INFO ] [sig       ] [2168/3552] Completed NAMS in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:39.553400] [INFO ] [sig       ] [2169/3552] Forecasting NATH...
[2025-12-25T20:27:39.553432] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-25T20:27:39.553489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-25T20:27:39.564281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-25T20:27:39.564664] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-25T20:27:39.565462] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-25T20:27:39.565520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:39.565554] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:39.565606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:39.565667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:39.626703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:39.627533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:39.627633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:39.627668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:39.749436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:39.749617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:39.749661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:39.749690] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:39.753255] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2025-12-25T20:27:39.753559] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-25T20:27:39.753718] [INFO ] [sig       ] NATH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:39.899910] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NATH.txt
[2025-12-25T20:27:39.900055] [INFO ] [sig       ] [2169/3552] Completed NATH in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:39.900097] [INFO ] [sig       ] [2170/3552] Forecasting NATL...
[2025-12-25T20:27:39.900126] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-25T20:27:39.900157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-25T20:27:39.911194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-25T20:27:39.911606] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-25T20:27:39.912411] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-25T20:27:39.912464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:39.912495] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:39.912522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:39.912597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:39.982432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:39.983363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:39.983447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:39.983481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:40.112449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:40.112625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:40.112669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:40.112702] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:40.116674] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=41.88%)
[2025-12-25T20:27:40.116985] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-25T20:27:40.117310] [INFO ] [sig       ] NATL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:40.264025] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NATL.txt
[2025-12-25T20:27:40.264210] [INFO ] [sig       ] [2170/3552] Completed NATL in 0.4s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:40.264313] [INFO ] [sig       ] [2171/3552] Forecasting NAVI...
[2025-12-25T20:27:40.264350] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-25T20:27:40.264383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-25T20:27:40.275978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-25T20:27:40.276374] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-25T20:27:40.277193] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-25T20:27:40.277247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:40.277279] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:40.277307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:40.277366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:40.334555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:40.335420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:40.335503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:40.335536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:40.463925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:40.464092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:40.464132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:40.464160] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:40.467670] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: UP (p=68.16%)
[2025-12-25T20:27:40.467966] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-25T20:27:40.468099] [INFO ] [sig       ] NAVI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:40.609004] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NAVI.txt
[2025-12-25T20:27:40.609319] [INFO ] [sig       ] [2171/3552] Completed NAVI in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:40.609424] [INFO ] [sig       ] [2172/3552] Forecasting NAZ...
[2025-12-25T20:27:40.609458] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-25T20:27:40.609489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-25T20:27:40.620083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-25T20:27:40.620464] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-25T20:27:40.621269] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-25T20:27:40.621322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:40.621354] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:40.621381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:40.621439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:40.677826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:40.678705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:40.678791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:40.678825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:40.781699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:40.781867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:40.781909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:40.781937] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:40.785250] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=53.26%)
[2025-12-25T20:27:40.785517] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-25T20:27:40.785673] [INFO ] [sig       ] NAZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:40.926340] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NAZ.txt
[2025-12-25T20:27:40.926467] [INFO ] [sig       ] [2172/3552] Completed NAZ in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:40.926506] [INFO ] [sig       ] [2173/3552] Forecasting NB...
[2025-12-25T20:27:40.926535] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-25T20:27:40.926565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-25T20:27:40.937619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-25T20:27:40.937914] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-25T20:27:40.938706] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-25T20:27:40.938758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:40.938789] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:40.938815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:40.938873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:40.994864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:40.995454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:40.995531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:40.995563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:41.111380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:41.111529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:41.111584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:41.111615] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:41.114925] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: DOWN (p=11.00%)
[2025-12-25T20:27:41.115192] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-25T20:27:41.115311] [INFO ] [sig       ] NB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:41.254217] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NB.txt
[2025-12-25T20:27:41.254352] [INFO ] [sig       ] [2173/3552] Completed NB in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:41.254392] [INFO ] [sig       ] [2174/3552] Forecasting NBB...
[2025-12-25T20:27:41.254421] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-25T20:27:41.254451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-25T20:27:41.265820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-25T20:27:41.266134] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-25T20:27:41.266903] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-25T20:27:41.266955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:41.266989] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:41.267018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:41.267075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:41.323837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:41.324444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:41.324520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:41.324552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:41.443477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:41.443633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:41.443671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:41.443716] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:41.446970] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=25.83%)
[2025-12-25T20:27:41.447237] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-25T20:27:41.447359] [INFO ] [sig       ] NBB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:41.586564] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NBB.txt
[2025-12-25T20:27:41.586711] [INFO ] [sig       ] [2174/3552] Completed NBB in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:41.586751] [INFO ] [sig       ] [2175/3552] Forecasting NBBK...
[2025-12-25T20:27:41.586779] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-25T20:27:41.586809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-25T20:27:41.602636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-25T20:27:41.603167] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-25T20:27:41.604391] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-25T20:27:41.604461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:41.604513] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:41.604559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:41.604679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:41.670916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:41.671867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:41.671953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:41.672028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:41.801476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:41.801647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:41.801688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:41.801728] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:41.805828] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-25T20:27:41.806141] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-25T20:27:41.806273] [INFO ] [sig       ] NBBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:41.944161] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NBBK.txt
[2025-12-25T20:27:41.944276] [INFO ] [sig       ] [2175/3552] Completed NBBK in 0.4s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:41.944314] [INFO ] [sig       ] [2176/3552] Forecasting NBHC...
[2025-12-25T20:27:41.944343] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-25T20:27:41.944373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-25T20:27:41.955474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-25T20:27:41.955809] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-25T20:27:41.956558] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-25T20:27:41.956637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:41.956669] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:41.956696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:41.956754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:42.012872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:42.013452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:42.013528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:42.013598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:42.128670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:42.128820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:42.128859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:42.128887] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:42.132205] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=50.78%)
[2025-12-25T20:27:42.132471] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-25T20:27:42.132609] [INFO ] [sig       ] NBHC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:42.271047] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NBHC.txt
[2025-12-25T20:27:42.271178] [INFO ] [sig       ] [2176/3552] Completed NBHC in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:42.271217] [INFO ] [sig       ] [2177/3552] Forecasting NBIX...
[2025-12-25T20:27:42.271246] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-25T20:27:42.271279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-25T20:27:42.282378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-25T20:27:42.282705] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-25T20:27:42.283447] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-25T20:27:42.283498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:42.283529] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:42.283556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:42.283631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:42.340334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:42.340953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:42.341043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:42.341083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:42.459515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:42.459680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:42.459720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:42.459748] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:42.463051] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=43.78%)
[2025-12-25T20:27:42.463318] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-25T20:27:42.463437] [INFO ] [sig       ] NBIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:42.601770] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NBIX.txt
[2025-12-25T20:27:42.601899] [INFO ] [sig       ] [2177/3552] Completed NBIX in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:42.601937] [INFO ] [sig       ] [2178/3552] Forecasting NBN...
[2025-12-25T20:27:42.601967] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-25T20:27:42.601999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-25T20:27:42.612900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-25T20:27:42.613204] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-25T20:27:42.613972] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-25T20:27:42.614034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:42.614066] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:42.614109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:42.614169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:42.673863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:42.674644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:42.674725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:42.674757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:42.792454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:42.792623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:42.792664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:42.792693] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:42.795997] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-12-25T20:27:42.796272] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-25T20:27:42.796391] [INFO ] [sig       ] NBN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:42.935939] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NBN.txt
[2025-12-25T20:27:42.936087] [INFO ] [sig       ] [2178/3552] Completed NBN in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:42.936125] [INFO ] [sig       ] [2179/3552] Forecasting NBTB...
[2025-12-25T20:27:42.936154] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-25T20:27:42.936184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-25T20:27:42.950196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-25T20:27:42.950690] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-25T20:27:42.951700] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-25T20:27:42.951762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:42.951804] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:42.951840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:42.951918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:43.015699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:43.016589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:43.016674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:43.016707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:43.135203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:43.135375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:43.135416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:43.135443] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:43.138825] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-25T20:27:43.139113] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-25T20:27:43.139259] [INFO ] [sig       ] NBTB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:43.277761] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NBTB.txt
[2025-12-25T20:27:43.277929] [INFO ] [sig       ] [2179/3552] Completed NBTB in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:43.277969] [INFO ] [sig       ] [2180/3552] Forecasting NBXG...
[2025-12-25T20:27:43.278033] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-25T20:27:43.278066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-25T20:27:43.289336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-25T20:27:43.289723] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-25T20:27:43.290513] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-25T20:27:43.290566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:43.290615] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:43.290642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:43.290703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:43.346686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:43.347282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:43.347359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:43.347391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:43.466763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:43.466874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:43.466911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:43.466939] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:43.470132] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=53.06%)
[2025-12-25T20:27:43.470395] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-25T20:27:43.470513] [INFO ] [sig       ] NBXG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:43.609529] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NBXG.txt
[2025-12-25T20:27:43.609681] [INFO ] [sig       ] [2180/3552] Completed NBXG in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-25T20:27:43.609721] [INFO ] [sig       ] [2181/3552] Forecasting NC...
[2025-12-25T20:27:43.609757] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-25T20:27:43.609787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-25T20:27:43.619947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-25T20:27:43.620273] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-25T20:27:43.621100] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-25T20:27:43.621154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:43.621188] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:43.621214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:43.621271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:43.681091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:43.681899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:43.681982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:43.682015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:43.790692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:43.790869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:43.790937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:43.790970] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:43.794723] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=27.31%)
[2025-12-25T20:27:43.795053] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-25T20:27:43.795201] [INFO ] [sig       ] NC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:43.936982] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NC.txt
[2025-12-25T20:27:43.937132] [INFO ] [sig       ] [2181/3552] Completed NC in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.0m
[2025-12-25T20:27:43.937181] [INFO ] [sig       ] [2182/3552] Forecasting NCA...
[2025-12-25T20:27:43.937219] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-25T20:27:43.937300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-25T20:27:43.948118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-25T20:27:43.948422] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-25T20:27:43.949263] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-25T20:27:43.949315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:43.949382] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:43.949409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:43.949467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:44.006781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:44.007436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:44.007514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:44.007546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:44.130415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:44.130556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:44.130614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:44.130645] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:44.133964] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=34.40%)
[2025-12-25T20:27:44.134239] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-25T20:27:44.134362] [INFO ] [sig       ] NCA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:44.274702] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NCA.txt
[2025-12-25T20:27:44.274817] [INFO ] [sig       ] [2182/3552] Completed NCA in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:44.274854] [INFO ] [sig       ] [2183/3552] Forecasting NCLH...
[2025-12-25T20:27:44.274891] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-25T20:27:44.274923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-25T20:27:44.285792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-25T20:27:44.286121] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-25T20:27:44.286908] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-25T20:27:44.286961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:44.286993] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:44.287020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:44.287078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:44.345053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:44.345697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:44.345776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:44.345809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:44.469939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:44.470199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:44.470241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:44.470269] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:44.473695] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=60.14%)
[2025-12-25T20:27:44.473960] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-25T20:27:44.474086] [INFO ] [sig       ] NCLH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:44.613395] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NCLH.txt
[2025-12-25T20:27:44.613610] [INFO ] [sig       ] [2183/3552] Completed NCLH in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:44.613710] [INFO ] [sig       ] [2184/3552] Forecasting NCMI...
[2025-12-25T20:27:44.613764] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-25T20:27:44.613814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-25T20:27:44.625503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-25T20:27:44.625933] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-25T20:27:44.626753] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-25T20:27:44.626807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:44.626840] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:44.626867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:44.626925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:44.687962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:44.688856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:44.688940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:44.688973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:44.812062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:44.812216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:44.812256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:44.812285] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:44.815811] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: DOWN (p=35.89%)
[2025-12-25T20:27:44.816096] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-25T20:27:44.816225] [INFO ] [sig       ] NCMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:44.955382] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NCMI.txt
[2025-12-25T20:27:44.955536] [INFO ] [sig       ] [2184/3552] Completed NCMI in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:44.955592] [INFO ] [sig       ] [2185/3552] Forecasting NCNA...
[2025-12-25T20:27:44.955624] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-25T20:27:44.955679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-25T20:27:44.966185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-25T20:27:44.966515] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-25T20:27:44.967314] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-25T20:27:44.967365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:44.967397] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:44.967422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:44.967479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:45.022951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:45.023565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:45.023660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:45.023692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:45.133792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:45.133874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:45.133909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:45.133964] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:45.137050] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: UP (p=57.88%)
[2025-12-25T20:27:45.137315] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-25T20:27:45.137437] [INFO ] [sig       ] NCNA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:45.285183] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NCNA.txt
[2025-12-25T20:27:45.285381] [INFO ] [sig       ] [2185/3552] Completed NCNA in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:45.285441] [INFO ] [sig       ] [2186/3552] Forecasting NCNO...
[2025-12-25T20:27:45.285519] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-25T20:27:45.285585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-25T20:27:45.296780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-25T20:27:45.297094] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-25T20:27:45.297882] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-25T20:27:45.297934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:45.297965] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:45.297992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:45.298054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:45.354056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:45.354658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:45.354734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:45.354764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:45.476041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:45.476180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:45.476219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:45.476246] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:45.479520] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=83.06%)
[2025-12-25T20:27:45.479810] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-25T20:27:45.479930] [INFO ] [sig       ] NCNO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:45.618660] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NCNO.txt
[2025-12-25T20:27:45.618775] [INFO ] [sig       ] [2186/3552] Completed NCNO in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:45.618813] [INFO ] [sig       ] [2187/3552] Forecasting NCTY...
[2025-12-25T20:27:45.618842] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-25T20:27:45.618872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-25T20:27:45.629335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-25T20:27:45.629654] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-25T20:27:45.630430] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-25T20:27:45.630481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:45.630512] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:45.630539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:45.630614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:45.686702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:45.687327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:45.687405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:45.687435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:45.805676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:45.805797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:45.805836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:45.805864] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:45.809145] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=88.61%)
[2025-12-25T20:27:45.809588] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-25T20:27:45.809714] [INFO ] [sig       ] NCTY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:45.946872] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NCTY.txt
[2025-12-25T20:27:45.946981] [INFO ] [sig       ] [2187/3552] Completed NCTY in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:45.947019] [INFO ] [sig       ] [2188/3552] Forecasting NCZ...
[2025-12-25T20:27:45.947050] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-25T20:27:45.947079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-25T20:27:45.957846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-25T20:27:45.958165] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-25T20:27:45.958947] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-25T20:27:45.958998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:45.959030] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:45.959057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:45.959118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:46.015098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:46.015713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:46.015791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:46.015822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:46.133012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:46.133138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:46.133175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:46.133203] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:46.136402] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-12-25T20:27:46.136687] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-25T20:27:46.136808] [INFO ] [sig       ] NCZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:46.279057] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NCZ.txt
[2025-12-25T20:27:46.279194] [INFO ] [sig       ] [2188/3552] Completed NCZ in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:46.279234] [INFO ] [sig       ] [2189/3552] Forecasting NDAQ...
[2025-12-25T20:27:46.279262] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-25T20:27:46.279292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-25T20:27:46.290717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-25T20:27:46.291139] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-25T20:27:46.291966] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-25T20:27:46.292019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:46.292050] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:46.292076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:46.292134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:46.350193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:46.351217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:46.351327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:46.351373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:46.478033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:46.478218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:46.478262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:46.478291] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:46.481933] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2025-12-25T20:27:46.482267] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-25T20:27:46.482402] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:46.639551] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NDAQ.txt
[2025-12-25T20:27:46.639757] [INFO ] [sig       ] [2189/3552] Completed NDAQ in 0.4s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:46.639844] [INFO ] [sig       ] [2190/3552] Forecasting NDMO...
[2025-12-25T20:27:46.639882] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-25T20:27:46.639913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-25T20:27:46.651264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-25T20:27:46.651605] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-25T20:27:46.652360] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-25T20:27:46.652411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:46.652443] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:46.652470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:46.652528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:46.708868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:46.709504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:46.709597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:46.709631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:46.827814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:46.827961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:46.828001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:46.828029] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:46.831418] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=25.66%)
[2025-12-25T20:27:46.831704] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-25T20:27:46.831825] [INFO ] [sig       ] NDMO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:46.970553] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NDMO.txt
[2025-12-25T20:27:46.970710] [INFO ] [sig       ] [2190/3552] Completed NDMO in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:46.970750] [INFO ] [sig       ] [2191/3552] Forecasting NDRA...
[2025-12-25T20:27:46.970780] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-25T20:27:46.970809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-25T20:27:46.981101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-25T20:27:46.981409] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-25T20:27:46.982184] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-25T20:27:46.982248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:46.982280] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:46.982306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:46.982362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:47.038987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:47.039770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:47.039850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:47.039883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:47.157964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:47.158114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:47.158155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:47.158183] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:47.161597] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: UP (p=50.16%)
[2025-12-25T20:27:47.161861] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-25T20:27:47.161984] [INFO ] [sig       ] NDRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:47.304305] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NDRA.txt
[2025-12-25T20:27:47.304453] [INFO ] [sig       ] [2191/3552] Completed NDRA in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:47.304494] [INFO ] [sig       ] [2192/3552] Forecasting NDSN...
[2025-12-25T20:27:47.304524] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-25T20:27:47.304553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-25T20:27:47.315289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-25T20:27:47.315631] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-25T20:27:47.316372] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-25T20:27:47.316423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:47.316454] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:47.316481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:47.316541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:47.372928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:47.373545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:47.373662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:47.373695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:47.501643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:47.501792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:47.501833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:47.501864] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:47.505250] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=18.13%)
[2025-12-25T20:27:47.505527] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-25T20:27:47.505671] [INFO ] [sig       ] NDSN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:47.647605] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NDSN.txt
[2025-12-25T20:27:47.647741] [INFO ] [sig       ] [2192/3552] Completed NDSN in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:47.647781] [INFO ] [sig       ] [2193/3552] Forecasting NE...
[2025-12-25T20:27:47.647812] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-25T20:27:47.647843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-25T20:27:47.658310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-25T20:27:47.658677] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-25T20:27:47.659462] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-25T20:27:47.659516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:47.659547] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:47.659593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:47.659654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:47.716515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:47.717171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:47.717249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:47.717282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:47.839999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:47.840159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:47.840210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:47.840246] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:47.843647] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: UP (p=74.00%)
[2025-12-25T20:27:47.843934] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-25T20:27:47.844063] [INFO ] [sig       ] NE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:47.988213] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NE.txt
[2025-12-25T20:27:47.988365] [INFO ] [sig       ] [2193/3552] Completed NE in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:47.988406] [INFO ] [sig       ] [2194/3552] Forecasting NEA...
[2025-12-25T20:27:47.988435] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-25T20:27:47.988466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-25T20:27:47.999507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-25T20:27:47.999857] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-25T20:27:48.000696] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-25T20:27:48.000750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:48.000783] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:48.000812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:48.000873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:48.058262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:48.058952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:48.059029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:48.059061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:48.182603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:48.182753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:48.182793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:48.182822] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:48.186216] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-25T20:27:48.186489] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-25T20:27:48.186634] [INFO ] [sig       ] NEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:48.327434] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NEA.txt
[2025-12-25T20:27:48.327602] [INFO ] [sig       ] [2194/3552] Completed NEA in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:48.327651] [INFO ] [sig       ] [2195/3552] Forecasting NECB...
[2025-12-25T20:27:48.327681] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-25T20:27:48.327742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-25T20:27:48.338286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-25T20:27:48.338633] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-25T20:27:48.339411] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-25T20:27:48.339462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:48.339493] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:48.339518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:48.339592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:48.398120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:48.398777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:48.398856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:48.398890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:48.522331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:48.522478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:48.522520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:48.522550] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:48.526312] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: UP (p=77.96%)
[2025-12-25T20:27:48.526673] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-25T20:27:48.526842] [INFO ] [sig       ] NECB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:48.672771] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NECB.txt
[2025-12-25T20:27:48.672957] [INFO ] [sig       ] [2195/3552] Completed NECB in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:48.672998] [INFO ] [sig       ] [2196/3552] Forecasting NEE...
[2025-12-25T20:27:48.673053] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-25T20:27:48.673089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-25T20:27:48.683489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-25T20:27:48.683874] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-25T20:27:48.684665] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-25T20:27:48.684716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:48.684746] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:48.684772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:48.684843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:48.743155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:48.743839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:48.743919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:48.743953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:48.862584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:48.862719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:48.862761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:48.862790] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:48.866169] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=0.21%)
[2025-12-25T20:27:48.866479] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-25T20:27:48.866627] [INFO ] [sig       ] NEE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:49.021710] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NEE.txt
[2025-12-25T20:27:49.021873] [INFO ] [sig       ] [2196/3552] Completed NEE in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:49.021916] [INFO ] [sig       ] [2197/3552] Forecasting NEGG...
[2025-12-25T20:27:49.021949] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-25T20:27:49.021990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-25T20:27:49.032919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-25T20:27:49.033262] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-25T20:27:49.034090] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-25T20:27:49.034156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:49.034195] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:49.034230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:49.034298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:49.093436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:49.094300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:49.094383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:49.094417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:49.214114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:49.214266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:49.214308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:49.214338] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:49.217819] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: DOWN (p=49.18%)
[2025-12-25T20:27:49.218112] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-25T20:27:49.218242] [INFO ] [sig       ] NEGG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:49.361435] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NEGG.txt
[2025-12-25T20:27:49.361592] [INFO ] [sig       ] [2197/3552] Completed NEGG in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:49.361638] [INFO ] [sig       ] [2198/3552] Forecasting NEM...
[2025-12-25T20:27:49.361690] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-25T20:27:49.361723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-25T20:27:49.372611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-25T20:27:49.372954] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-25T20:27:49.373753] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-25T20:27:49.373806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:49.373839] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:49.373866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:49.373926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:49.431217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:49.431904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:49.431993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:49.432027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:49.556065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:49.556220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:49.556277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:49.556308] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:49.559746] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-25T20:27:49.560025] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-25T20:27:49.560156] [INFO ] [sig       ] NEM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:49.708488] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NEM.txt
[2025-12-25T20:27:49.708665] [INFO ] [sig       ] [2198/3552] Completed NEM in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-25T20:27:49.708707] [INFO ] [sig       ] [2199/3552] Forecasting NEO...
[2025-12-25T20:27:49.708736] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-25T20:27:49.708794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-25T20:27:49.719895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-25T20:27:49.720268] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-25T20:27:49.721039] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-25T20:27:49.721091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:49.721151] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:49.721179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:49.721237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:49.777257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:49.778010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:49.778089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:49.778121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:49.896173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:49.896329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:49.896369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:49.896398] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:49.899718] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: UP (p=72.81%)
[2025-12-25T20:27:49.899987] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-25T20:27:49.900111] [INFO ] [sig       ] NEO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:50.041259] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NEO.txt
[2025-12-25T20:27:50.041446] [INFO ] [sig       ] [2199/3552] Completed NEO in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:50.041489] [INFO ] [sig       ] [2200/3552] Forecasting NEOG...
[2025-12-25T20:27:50.041548] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-25T20:27:50.041601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-25T20:27:50.052434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-25T20:27:50.052743] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-25T20:27:50.053491] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-25T20:27:50.053543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:50.053593] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:50.053622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:50.053680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:50.110190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:50.111056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:50.111140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:50.111172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:50.226776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:50.226929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:50.226969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:50.226998] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:50.230321] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: DOWN (p=15.48%)
[2025-12-25T20:27:50.230604] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-25T20:27:50.230726] [INFO ] [sig       ] NEOG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:50.368890] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NEOG.txt
[2025-12-25T20:27:50.369020] [INFO ] [sig       ] [2200/3552] Completed NEOG in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:50.369059] [INFO ] [sig       ] [2201/3552] Forecasting NEON...
[2025-12-25T20:27:50.369088] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-25T20:27:50.369119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-25T20:27:50.379904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-25T20:27:50.380194] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-25T20:27:50.380961] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-25T20:27:50.381012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:50.381044] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:50.381070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:50.381128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:50.437721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:50.438313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:50.438388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:50.438419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:50.556739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:50.556894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:50.556933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:50.556961] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:50.560290] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: UP (p=69.69%)
[2025-12-25T20:27:50.560554] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-25T20:27:50.560705] [INFO ] [sig       ] NEON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:50.703453] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NEON.txt
[2025-12-25T20:27:50.703639] [INFO ] [sig       ] [2201/3552] Completed NEON in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:50.703689] [INFO ] [sig       ] [2202/3552] Forecasting NEXA...
[2025-12-25T20:27:50.703720] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-25T20:27:50.703751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-25T20:27:50.714662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-25T20:27:50.714968] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-25T20:27:50.715802] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-25T20:27:50.715859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:50.715905] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:50.715933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:50.715991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:50.772062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:50.772744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:50.772834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:50.772868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:50.893151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:50.893311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:50.893353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:50.893412] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:50.896880] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-25T20:27:50.897154] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-25T20:27:50.897283] [INFO ] [sig       ] NEXA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:51.038591] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NEXA.txt
[2025-12-25T20:27:51.038729] [INFO ] [sig       ] [2202/3552] Completed NEXA in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:51.038770] [INFO ] [sig       ] [2203/3552] Forecasting NEXN...
[2025-12-25T20:27:51.038800] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-25T20:27:51.038831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-25T20:27:51.049773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-25T20:27:51.050106] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-25T20:27:51.050908] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-25T20:27:51.050962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:51.050995] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:51.051022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:51.051080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:51.109967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:51.110648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:51.110728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:51.110760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:51.236027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:51.236198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:51.236241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:51.236269] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:51.239769] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: DOWN (p=32.12%)
[2025-12-25T20:27:51.240056] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-25T20:27:51.240189] [INFO ] [sig       ] NEXN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:51.380513] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NEXN.txt
[2025-12-25T20:27:51.380667] [INFO ] [sig       ] [2203/3552] Completed NEXN in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:51.380709] [INFO ] [sig       ] [2204/3552] Forecasting NFBK...
[2025-12-25T20:27:51.380738] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-25T20:27:51.380768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-25T20:27:51.394791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-25T20:27:51.395186] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-25T20:27:51.395985] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-25T20:27:51.396043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:51.396076] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:51.396102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:51.396162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:51.453769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:51.454435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:51.454514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:51.454547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:51.571118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:51.571235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:51.571278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:51.571313] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:51.574459] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: UP (p=74.94%)
[2025-12-25T20:27:51.574738] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-25T20:27:51.574861] [INFO ] [sig       ] NFBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:51.712590] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NFBK.txt
[2025-12-25T20:27:51.712711] [INFO ] [sig       ] [2204/3552] Completed NFBK in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:51.712749] [INFO ] [sig       ] [2205/3552] Forecasting NFE...
[2025-12-25T20:27:51.712778] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-25T20:27:51.712809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-25T20:27:51.723888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-25T20:27:51.724185] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-25T20:27:51.724964] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-25T20:27:51.725016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:51.725047] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:51.725077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:51.725135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:51.780665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:51.781243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:51.781320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:51.781352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:51.902603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:51.902744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:51.902785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:51.902813] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:51.906057] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=7.31%)
[2025-12-25T20:27:51.906323] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-25T20:27:51.906445] [INFO ] [sig       ] NFE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:52.043316] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NFE.txt
[2025-12-25T20:27:52.043477] [INFO ] [sig       ] [2205/3552] Completed NFE in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:52.043517] [INFO ] [sig       ] [2206/3552] Forecasting NFG...
[2025-12-25T20:27:52.043553] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-25T20:27:52.043605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-25T20:27:52.054246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-25T20:27:52.054558] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-25T20:27:52.055339] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-25T20:27:52.055391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:52.055422] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:52.055449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:52.055507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:52.111748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:52.112333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:52.112410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:52.112441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:52.229053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:52.229189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:52.229227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:52.229255] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:52.232455] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: UP (p=67.25%)
[2025-12-25T20:27:52.232737] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-25T20:27:52.232859] [INFO ] [sig       ] NFG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:52.371003] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NFG.txt
[2025-12-25T20:27:52.371115] [INFO ] [sig       ] [2206/3552] Completed NFG in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:52.371154] [INFO ] [sig       ] [2207/3552] Forecasting NFJ...
[2025-12-25T20:27:52.371184] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-25T20:27:52.371214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-25T20:27:52.382440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-25T20:27:52.382768] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-25T20:27:52.383517] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-25T20:27:52.383590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:52.383624] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:52.383651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:52.383709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:52.439855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:52.440448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:52.440525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:52.440556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:52.558755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:52.558899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:52.558940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:52.558967] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:52.562298] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-25T20:27:52.562564] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-25T20:27:52.562706] [INFO ] [sig       ] NFJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:52.700544] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NFJ.txt
[2025-12-25T20:27:52.700919] [INFO ] [sig       ] [2207/3552] Completed NFJ in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:52.700960] [INFO ] [sig       ] [2208/3552] Forecasting NFLX...
[2025-12-25T20:27:52.700991] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-25T20:27:52.701050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-25T20:27:52.713002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-25T20:27:52.713401] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-25T20:27:52.714202] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-25T20:27:52.714256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:52.714287] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:52.714313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:52.714370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:52.771079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:52.771950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:52.772032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:52.772064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:52.914642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:52.914833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:52.914900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:52.914953] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:52.920169] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-25T20:27:52.920620] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-25T20:27:52.920815] [INFO ] [sig       ] NFLX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:53.084655] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NFLX.txt
[2025-12-25T20:27:53.084907] [INFO ] [sig       ] [2208/3552] Completed NFLX in 0.4s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:53.084976] [INFO ] [sig       ] [2209/3552] Forecasting NFTY...
[2025-12-25T20:27:53.085028] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-25T20:27:53.085114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-25T20:27:53.101619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-25T20:27:53.102142] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-25T20:27:53.104640] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-25T20:27:53.104806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:53.104863] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:53.104911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:53.105013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:53.186337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:53.187567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:53.187754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:53.187810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:53.339954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:53.340164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:53.340229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:53.340300] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:53.345665] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=23.05%)
[2025-12-25T20:27:53.346154] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-25T20:27:53.346364] [INFO ] [sig       ] NFTY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:53.540085] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NFTY.txt
[2025-12-25T20:27:53.540299] [INFO ] [sig       ] [2209/3552] Completed NFTY in 0.5s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:53.540353] [INFO ] [sig       ] [2210/3552] Forecasting NGG...
[2025-12-25T20:27:53.540427] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-25T20:27:53.540469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-25T20:27:53.555692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-25T20:27:53.556187] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-25T20:27:53.557345] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-25T20:27:53.557416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:53.557464] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:53.557508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:53.557619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:53.648886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:53.650135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:53.650246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:53.650300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:53.796957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:53.797117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:53.797160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:53.797190] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:53.800744] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: DOWN (p=46.64%)
[2025-12-25T20:27:53.801045] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-25T20:27:53.801179] [INFO ] [sig       ] NGG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:53.947531] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NGG.txt
[2025-12-25T20:27:53.947716] [INFO ] [sig       ] [2210/3552] Completed NGG in 0.4s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:53.947757] [INFO ] [sig       ] [2211/3552] Forecasting NGL...
[2025-12-25T20:27:53.947818] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-25T20:27:53.947850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-25T20:27:53.958470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-25T20:27:53.958878] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-25T20:27:53.959762] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-25T20:27:53.959815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:53.959846] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:53.959872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:53.959928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:54.016884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:54.017803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:54.017914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:54.017963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:54.142060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:54.142222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:54.142263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:54.142292] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:54.146164] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-25T20:27:54.146481] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-25T20:27:54.146622] [INFO ] [sig       ] NGL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:54.285961] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NGL.txt
[2025-12-25T20:27:54.286075] [INFO ] [sig       ] [2211/3552] Completed NGL in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:54.286114] [INFO ] [sig       ] [2212/3552] Forecasting NGNE...
[2025-12-25T20:27:54.286144] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-25T20:27:54.286173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-25T20:27:54.296546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-25T20:27:54.296855] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-25T20:27:54.297669] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-25T20:27:54.297721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:54.297754] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:54.297786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:54.297846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:54.359195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:54.360027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:54.360118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:54.360159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:54.495796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:54.495928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:54.495967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:54.495995] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:54.499633] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: UP (p=51.77%)
[2025-12-25T20:27:54.499900] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-25T20:27:54.500021] [INFO ] [sig       ] NGNE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:54.639436] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NGNE.txt
[2025-12-25T20:27:54.639567] [INFO ] [sig       ] [2212/3552] Completed NGNE in 0.4s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:54.639626] [INFO ] [sig       ] [2213/3552] Forecasting NGS...
[2025-12-25T20:27:54.639657] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-25T20:27:54.639711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-25T20:27:54.650463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-25T20:27:54.650969] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-25T20:27:54.651926] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-25T20:27:54.651978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:54.652010] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:54.652051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:54.652110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:54.709322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:54.709922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:54.710000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:54.710032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:54.829694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:54.829824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:54.829863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:54.829892] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:54.833197] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=92.78%)
[2025-12-25T20:27:54.833464] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-25T20:27:54.833604] [INFO ] [sig       ] NGS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:54.973024] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NGS.txt
[2025-12-25T20:27:54.973139] [INFO ] [sig       ] [2213/3552] Completed NGS in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:54.973177] [INFO ] [sig       ] [2214/3552] Forecasting NGVC...
[2025-12-25T20:27:54.973208] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-25T20:27:54.973238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-25T20:27:54.983871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-25T20:27:54.984188] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-25T20:27:54.984960] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-25T20:27:54.985011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:54.985043] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:54.985070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:54.985127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:55.041039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:55.041724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:55.041802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:55.041833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:55.163392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:55.163549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:55.163605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:55.163636] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:55.166937] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2025-12-25T20:27:55.167206] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-25T20:27:55.167325] [INFO ] [sig       ] NGVC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:55.304288] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NGVC.txt
[2025-12-25T20:27:55.304406] [INFO ] [sig       ] [2214/3552] Completed NGVC in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:55.304444] [INFO ] [sig       ] [2215/3552] Forecasting NHI...
[2025-12-25T20:27:55.304473] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-25T20:27:55.304503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-25T20:27:55.314973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-25T20:27:55.315253] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-25T20:27:55.316047] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-25T20:27:55.316099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:55.316131] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:55.316157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:55.316214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:55.372702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:55.373304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:55.373384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:55.373415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:55.492411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:55.492548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:55.492602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:55.492634] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:55.495890] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=45.13%)
[2025-12-25T20:27:55.496157] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-25T20:27:55.496278] [INFO ] [sig       ] NHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:55.633719] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NHI.txt
[2025-12-25T20:27:55.633828] [INFO ] [sig       ] [2215/3552] Completed NHI in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-25T20:27:55.633865] [INFO ] [sig       ] [2216/3552] Forecasting NHTC...
[2025-12-25T20:27:55.633895] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-25T20:27:55.633924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-25T20:27:55.644139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-25T20:27:55.644440] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-25T20:27:55.645205] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-25T20:27:55.645256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:55.645316] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:55.645346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:55.645404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:55.700979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:55.701568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:55.701671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:55.701705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:55.811694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:55.811819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:55.811857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:55.811885] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:55.815087] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-12-25T20:27:55.815353] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-25T20:27:55.815472] [INFO ] [sig       ] NHTC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:55.953274] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NHTC.txt
[2025-12-25T20:27:55.953394] [INFO ] [sig       ] [2216/3552] Completed NHTC in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:27:55.953432] [INFO ] [sig       ] [2217/3552] Forecasting NI...
[2025-12-25T20:27:55.953485] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-25T20:27:55.953516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-25T20:27:55.963757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-25T20:27:55.964044] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-25T20:27:55.964846] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-25T20:27:55.964897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:55.964927] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:55.964954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:55.965011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:56.021098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:56.021706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:56.021783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:56.021814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:56.140949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:56.141095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:56.141135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:56.141163] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:56.144486] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=9.17%)
[2025-12-25T20:27:56.144773] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-25T20:27:56.144897] [INFO ] [sig       ] NI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:56.284273] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NI.txt
[2025-12-25T20:27:56.284385] [INFO ] [sig       ] [2217/3552] Completed NI in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:27:56.284423] [INFO ] [sig       ] [2218/3552] Forecasting NIC...
[2025-12-25T20:27:56.284453] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-25T20:27:56.284482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-25T20:27:56.295185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-25T20:27:56.295478] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-25T20:27:56.296242] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-25T20:27:56.296293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:56.296324] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:56.296355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:56.296412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:56.352296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:56.353101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:56.353186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:56.353218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:56.471704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:56.471864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:56.471907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:56.471936] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:56.475260] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=93.64%)
[2025-12-25T20:27:56.475529] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-25T20:27:56.475672] [INFO ] [sig       ] NIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:56.614698] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NIC.txt
[2025-12-25T20:27:56.614840] [INFO ] [sig       ] [2218/3552] Completed NIC in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:27:56.614880] [INFO ] [sig       ] [2219/3552] Forecasting NICE...
[2025-12-25T20:27:56.614909] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-25T20:27:56.614963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-25T20:27:56.625286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-25T20:27:56.625598] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-25T20:27:56.626353] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-25T20:27:56.626404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:56.626435] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:56.626462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:56.626519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:56.682365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:56.683027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:56.683103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:56.683136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:56.806761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:56.806901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:56.806940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:56.806969] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:56.810353] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: UP (p=64.27%)
[2025-12-25T20:27:56.810647] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-25T20:27:56.810769] [INFO ] [sig       ] NICE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:56.949376] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NICE.txt
[2025-12-25T20:27:56.949498] [INFO ] [sig       ] [2219/3552] Completed NICE in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:27:56.949538] [INFO ] [sig       ] [2220/3552] Forecasting NIE...
[2025-12-25T20:27:56.949568] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-25T20:27:56.949618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-25T20:27:56.960867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-25T20:27:56.961266] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-25T20:27:56.962267] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-25T20:27:56.962319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:56.962352] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:56.962379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:56.962436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:57.019592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:57.020493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:57.020597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:57.020632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:57.139353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:57.139532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:57.139595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:57.139627] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:57.142933] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=11.10%)
[2025-12-25T20:27:57.143218] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-25T20:27:57.143355] [INFO ] [sig       ] NIE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:57.302330] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NIE.txt
[2025-12-25T20:27:57.302491] [INFO ] [sig       ] [2220/3552] Completed NIE in 0.4s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:27:57.302531] [INFO ] [sig       ] [2221/3552] Forecasting NIKL...
[2025-12-25T20:27:57.302560] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-25T20:27:57.302616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-25T20:27:57.313174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-25T20:27:57.313516] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-25T20:27:57.314323] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-25T20:27:57.314378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:57.314410] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:57.314437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:57.314494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:57.370909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:57.371779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:57.371861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:57.371893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:57.484427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:57.484601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:57.484642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:57.484670] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:57.488043] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-25T20:27:57.488317] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-25T20:27:57.488441] [INFO ] [sig       ] NIKL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:57.629060] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NIKL.txt
[2025-12-25T20:27:57.629251] [INFO ] [sig       ] [2221/3552] Completed NIKL in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:27:57.629295] [INFO ] [sig       ] [2222/3552] Forecasting NIM...
[2025-12-25T20:27:57.629325] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-25T20:27:57.629387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-25T20:27:57.640393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-25T20:27:57.640803] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-25T20:27:57.641797] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-25T20:27:57.641850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:57.641881] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:57.641907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:57.641965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:57.698984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:57.699860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:57.699941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:57.699974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:57.806550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:57.806745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:57.806788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:57.806819] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:57.810425] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=77.32%)
[2025-12-25T20:27:57.810793] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-25T20:27:57.810935] [INFO ] [sig       ] NIM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:57.952957] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NIM.txt
[2025-12-25T20:27:57.953090] [INFO ] [sig       ] [2222/3552] Completed NIM in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:27:57.953129] [INFO ] [sig       ] [2223/3552] Forecasting NIO...
[2025-12-25T20:27:57.953159] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-25T20:27:57.953188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-25T20:27:57.963495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-25T20:27:57.963834] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-25T20:27:57.964637] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-25T20:27:57.964688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:57.964720] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:57.964747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:57.964804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:58.021535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:58.022202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:58.022278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:58.022310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:58.143117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:58.143268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:58.143308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:58.143336] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:58.146656] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-25T20:27:58.146928] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-25T20:27:58.147049] [INFO ] [sig       ] NIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:58.289302] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NIO.txt
[2025-12-25T20:27:58.289487] [INFO ] [sig       ] [2223/3552] Completed NIO in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:27:58.289551] [INFO ] [sig       ] [2224/3552] Forecasting NIPG...
[2025-12-25T20:27:58.289637] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-25T20:27:58.289672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-25T20:27:58.301649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-25T20:27:58.302044] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-25T20:27:58.302921] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-25T20:27:58.302976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:58.303009] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:58.303036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:58.303095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:58.359410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:58.360286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:58.360376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:58.360415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:58.474404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:58.474560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:58.474618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:58.474648] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:58.477943] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=84.83%)
[2025-12-25T20:27:58.478211] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-25T20:27:58.478330] [INFO ] [sig       ] NIPG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:27:58.616005] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NIPG.txt
[2025-12-25T20:27:58.616141] [INFO ] [sig       ] [2224/3552] Completed NIPG in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:27:58.616182] [INFO ] [sig       ] [2225/3552] Forecasting NISN...
[2025-12-25T20:27:58.616211] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-25T20:27:58.616243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-25T20:27:58.626695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-25T20:27:58.627020] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-25T20:27:58.627804] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-25T20:27:58.627857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:58.627889] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:58.627917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:58.627977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:58.684418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:58.685071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:58.685148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:58.685180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:58.791585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:58.791734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:58.791774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:58.791803] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:58.795127] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-25T20:27:58.795397] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-25T20:27:58.795518] [INFO ] [sig       ] NISN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:58.935146] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NISN.txt
[2025-12-25T20:27:58.935311] [INFO ] [sig       ] [2225/3552] Completed NISN in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:27:58.935350] [INFO ] [sig       ] [2226/3552] Forecasting NITO...
[2025-12-25T20:27:58.935380] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-25T20:27:58.935411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-25T20:27:58.946158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-25T20:27:58.946503] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-25T20:27:58.947330] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-25T20:27:58.947383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:58.947429] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:58.947459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:58.947517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:59.003366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:59.004038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:59.004143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:59.004177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:59.118006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:59.118166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:59.118206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:59.118236] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:59.121569] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=30.43%)
[2025-12-25T20:27:59.121865] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-25T20:27:59.121993] [INFO ] [sig       ] NITO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:59.318852] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NITO.txt
[2025-12-25T20:27:59.319013] [INFO ] [sig       ] [2226/3552] Completed NITO in 0.4s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:27:59.319054] [INFO ] [sig       ] [2227/3552] Forecasting NKSH...
[2025-12-25T20:27:59.319083] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-25T20:27:59.319113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-25T20:27:59.329729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-25T20:27:59.330075] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-25T20:27:59.330881] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-25T20:27:59.330935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:59.330968] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:59.330995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:59.331055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:59.387111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:59.387939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:59.388039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:59.388075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:59.491815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:59.491968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:59.492008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:59.492036] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:59.495330] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=20.46%)
[2025-12-25T20:27:59.495619] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-25T20:27:59.495746] [INFO ] [sig       ] NKSH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:59.636210] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NKSH.txt
[2025-12-25T20:27:59.636401] [INFO ] [sig       ] [2227/3552] Completed NKSH in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:27:59.636446] [INFO ] [sig       ] [2228/3552] Forecasting NKTX...
[2025-12-25T20:27:59.636477] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-25T20:27:59.636512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-25T20:27:59.647710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-25T20:27:59.648085] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-25T20:27:59.648855] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-25T20:27:59.648907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:59.648939] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:59.648965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:59.649023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:27:59.705414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:27:59.706187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:27:59.706266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:27:59.706298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:27:59.818303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:27:59.818423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:27:59.818460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:27:59.818488] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:27:59.821859] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2025-12-25T20:27:59.822133] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-25T20:27:59.822256] [INFO ] [sig       ] NKTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:27:59.962342] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NKTX.txt
[2025-12-25T20:27:59.962537] [INFO ] [sig       ] [2228/3552] Completed NKTX in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:27:59.962603] [INFO ] [sig       ] [2229/3552] Forecasting NKX...
[2025-12-25T20:27:59.962639] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-25T20:27:59.962709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-25T20:27:59.973427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-25T20:27:59.973741] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-25T20:27:59.974482] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-25T20:27:59.974533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:27:59.974565] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:27:59.974612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:27:59.974670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:00.031256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:00.031890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:00.031985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:00.032017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:00.148561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:00.148723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:00.148762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:00.148791] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:00.152112] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-25T20:28:00.152389] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-25T20:28:00.152515] [INFO ] [sig       ] NKX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:00.290070] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NKX.txt
[2025-12-25T20:28:00.290223] [INFO ] [sig       ] [2229/3552] Completed NKX in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:28:00.290274] [INFO ] [sig       ] [2230/3552] Forecasting NLOP...
[2025-12-25T20:28:00.290310] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-25T20:28:00.290339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-25T20:28:00.300992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-25T20:28:00.301318] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-25T20:28:00.302113] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-25T20:28:00.302166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:00.302198] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:00.302227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:00.302287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:00.361779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:00.362667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:00.362749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:00.362783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:00.480662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:00.480813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:00.480854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:00.480884] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:00.484399] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: UP (p=59.83%)
[2025-12-25T20:28:00.484699] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-25T20:28:00.484827] [INFO ] [sig       ] NLOP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:00.628674] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NLOP.txt
[2025-12-25T20:28:00.628804] [INFO ] [sig       ] [2230/3552] Completed NLOP in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:28:00.628843] [INFO ] [sig       ] [2231/3552] Forecasting NLY...
[2025-12-25T20:28:00.628873] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-25T20:28:00.628903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-25T20:28:00.639666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-25T20:28:00.639978] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-25T20:28:00.640749] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-25T20:28:00.640800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:00.640831] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:00.640859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:00.640916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:00.701531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:00.702199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:00.702278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:00.702311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:00.823588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:00.823747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:00.823788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:00.823818] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:00.827284] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=4.45%)
[2025-12-25T20:28:00.827570] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-25T20:28:00.827759] [INFO ] [sig       ] NLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:00.973643] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NLY.txt
[2025-12-25T20:28:00.973816] [INFO ] [sig       ] [2231/3552] Completed NLY in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:28:00.973857] [INFO ] [sig       ] [2232/3552] Forecasting NMAI...
[2025-12-25T20:28:00.973887] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-25T20:28:00.973943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-25T20:28:00.985048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-25T20:28:00.985419] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-25T20:28:00.986228] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-25T20:28:00.986281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:00.986315] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:00.986342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:00.986402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:01.045565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:01.046435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:01.046521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:01.046555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:01.168649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:01.168820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:01.168862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:01.168893] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:01.172512] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=41.53%)
[2025-12-25T20:28:01.172876] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-25T20:28:01.173022] [INFO ] [sig       ] NMAI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:01.328643] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NMAI.txt
[2025-12-25T20:28:01.328827] [INFO ] [sig       ] [2232/3552] Completed NMAI in 0.4s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-25T20:28:01.328868] [INFO ] [sig       ] [2233/3552] Forecasting NMCO...
[2025-12-25T20:28:01.328898] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-25T20:28:01.328930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-25T20:28:01.340685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-25T20:28:01.341085] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-25T20:28:01.341886] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-25T20:28:01.341938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:01.342000] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:01.342030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:01.342090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:01.401844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:01.402683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:01.402772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:01.402805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:01.527706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:01.527827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:01.527877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:01.527906] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:01.531557] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=82.41%)
[2025-12-25T20:28:01.532037] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-25T20:28:01.532169] [INFO ] [sig       ] NMCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:01.692624] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NMCO.txt
[2025-12-25T20:28:01.692812] [INFO ] [sig       ] [2233/3552] Completed NMCO in 0.4s | 2.87 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-25T20:28:01.692858] [INFO ] [sig       ] [2234/3552] Forecasting NMFC...
[2025-12-25T20:28:01.692888] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-25T20:28:01.692919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-25T20:28:01.704291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-25T20:28:01.704812] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-25T20:28:01.705933] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-25T20:28:01.706001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:01.706044] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:01.706077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:01.706154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:01.766789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:01.767683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:01.767765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:01.767798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:01.891510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:01.891883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:01.891922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:01.891951] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:01.895344] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-25T20:28:01.895691] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-25T20:28:01.895816] [INFO ] [sig       ] NMFC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:02.039154] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NMFC.txt
[2025-12-25T20:28:02.039348] [INFO ] [sig       ] [2234/3552] Completed NMFC in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:02.039390] [INFO ] [sig       ] [2235/3552] Forecasting NMG...
[2025-12-25T20:28:02.039420] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-25T20:28:02.039450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-25T20:28:02.051306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-25T20:28:02.051738] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-25T20:28:02.052493] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-25T20:28:02.052546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:02.052611] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:02.052642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:02.052699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:02.111058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:02.111948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:02.112067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:02.112101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:02.235328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:02.235490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:02.235530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:02.235558] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:02.238934] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=32.76%)
[2025-12-25T20:28:02.239265] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-25T20:28:02.239400] [INFO ] [sig       ] NMG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:02.378534] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NMG.txt
[2025-12-25T20:28:02.378673] [INFO ] [sig       ] [2235/3552] Completed NMG in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:02.378714] [INFO ] [sig       ] [2236/3552] Forecasting NMI...
[2025-12-25T20:28:02.378743] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-25T20:28:02.378773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-25T20:28:02.392119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-25T20:28:02.392784] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-25T20:28:02.393744] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-25T20:28:02.393803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:02.393838] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:02.393865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:02.393925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:02.452991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:02.454206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:02.454310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:02.454343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:02.564109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:02.564348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:02.564462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:02.564587] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:02.568618] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=58.56%)
[2025-12-25T20:28:02.568940] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-25T20:28:02.569080] [INFO ] [sig       ] NMI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:02.721090] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NMI.txt
[2025-12-25T20:28:02.721508] [INFO ] [sig       ] [2236/3552] Completed NMI in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:02.721553] [INFO ] [sig       ] [2237/3552] Forecasting NMIH...
[2025-12-25T20:28:02.721602] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-25T20:28:02.721638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-25T20:28:02.733247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-25T20:28:02.733659] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-25T20:28:02.734518] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-25T20:28:02.734588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:02.734635] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:02.734663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:02.734722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:02.791709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:02.792430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:02.792516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:02.792549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:02.906219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:02.906378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:02.906417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:02.906444] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:02.909855] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-12-25T20:28:02.910132] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-25T20:28:02.910262] [INFO ] [sig       ] NMIH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:03.051895] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NMIH.txt
[2025-12-25T20:28:03.052072] [INFO ] [sig       ] [2237/3552] Completed NMIH in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:03.052113] [INFO ] [sig       ] [2238/3552] Forecasting NMM...
[2025-12-25T20:28:03.052147] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-25T20:28:03.052187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-25T20:28:03.063735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-25T20:28:03.064124] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-25T20:28:03.064990] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-25T20:28:03.065047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:03.065092] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:03.065128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:03.065191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:03.122173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:03.123114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:03.123207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:03.123242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:03.244005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:03.244165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:03.244205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:03.244234] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:03.247632] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=48.96%)
[2025-12-25T20:28:03.247914] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-25T20:28:03.248038] [INFO ] [sig       ] NMM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:03.388843] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NMM.txt
[2025-12-25T20:28:03.388998] [INFO ] [sig       ] [2238/3552] Completed NMM in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:03.389038] [INFO ] [sig       ] [2239/3552] Forecasting NMRA...
[2025-12-25T20:28:03.389067] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-25T20:28:03.389122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-25T20:28:03.400377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-25T20:28:03.400775] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-25T20:28:03.401559] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-25T20:28:03.401645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:03.401678] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:03.401705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:03.401762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:03.458234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:03.459135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:03.459245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:03.459279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:03.577018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:03.577183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:03.577222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:03.577250] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:03.580754] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2025-12-25T20:28:03.581026] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-25T20:28:03.581149] [INFO ] [sig       ] NMRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:03.718355] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NMRA.txt
[2025-12-25T20:28:03.718468] [INFO ] [sig       ] [2239/3552] Completed NMRA in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:03.718511] [INFO ] [sig       ] [2240/3552] Forecasting NMRK...
[2025-12-25T20:28:03.718542] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-25T20:28:03.718586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-25T20:28:03.730739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-25T20:28:03.731182] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-25T20:28:03.732112] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-25T20:28:03.732167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:03.732206] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:03.732245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:03.732306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:03.792165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:03.793189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:03.793281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:03.793316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:03.926687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:03.926848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:03.926890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:03.926919] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:03.930348] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=27.95%)
[2025-12-25T20:28:03.930655] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-25T20:28:03.930784] [INFO ] [sig       ] NMRK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:04.082448] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NMRK.txt
[2025-12-25T20:28:04.082634] [INFO ] [sig       ] [2240/3552] Completed NMRK in 0.4s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:04.082685] [INFO ] [sig       ] [2241/3552] Forecasting NN...
[2025-12-25T20:28:04.082726] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-25T20:28:04.082758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-25T20:28:04.095155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-25T20:28:04.095533] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-25T20:28:04.096365] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-25T20:28:04.096421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:04.096465] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:04.096494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:04.096556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:04.158196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:04.159152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:04.159273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:04.159327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:04.280845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:04.281004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:04.281045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:04.281073] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:04.284447] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2025-12-25T20:28:04.284740] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-25T20:28:04.284863] [INFO ] [sig       ] NN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:04.425815] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NN.txt
[2025-12-25T20:28:04.425966] [INFO ] [sig       ] [2241/3552] Completed NN in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:04.426006] [INFO ] [sig       ] [2242/3552] Forecasting NNDM...
[2025-12-25T20:28:04.426036] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-25T20:28:04.426088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-25T20:28:04.437217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-25T20:28:04.437592] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-25T20:28:04.438372] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-25T20:28:04.438424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:04.438455] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:04.438481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:04.438538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:04.494943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:04.495813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:04.495899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:04.495931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:04.616670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:04.616845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:04.616888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:04.616918] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:04.620755] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2025-12-25T20:28:04.621063] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-25T20:28:04.621201] [INFO ] [sig       ] NNDM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:04.766416] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NNDM.txt
[2025-12-25T20:28:04.766609] [INFO ] [sig       ] [2242/3552] Completed NNDM in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:04.766652] [INFO ] [sig       ] [2243/3552] Forecasting NNE...
[2025-12-25T20:28:04.766681] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-25T20:28:04.766712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-25T20:28:04.779149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-25T20:28:04.779626] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-25T20:28:04.780440] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-25T20:28:04.780493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:04.780524] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:04.780551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:04.780636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:04.839831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:04.841007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:04.841196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:04.841247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:04.974664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:04.974828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:04.974876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:04.974912] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:04.979051] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: UP (p=77.12%)
[2025-12-25T20:28:04.979359] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-25T20:28:04.979491] [INFO ] [sig       ] NNE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:05.120005] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NNE.txt
[2025-12-25T20:28:05.120143] [INFO ] [sig       ] [2243/3552] Completed NNE in 0.4s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:05.120183] [INFO ] [sig       ] [2244/3552] Forecasting NNI...
[2025-12-25T20:28:05.120214] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-25T20:28:05.120246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-25T20:28:05.132006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-25T20:28:05.132408] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-25T20:28:05.133451] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-25T20:28:05.133524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:05.133612] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:05.133673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:05.133759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:05.201233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:05.202139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:05.202227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:05.202261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:05.320143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:05.320293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:05.320334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:05.320380] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:05.323887] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=73.60%)
[2025-12-25T20:28:05.324162] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-25T20:28:05.324289] [INFO ] [sig       ] NNI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:05.461783] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NNI.txt
[2025-12-25T20:28:05.461922] [INFO ] [sig       ] [2244/3552] Completed NNI in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:05.461962] [INFO ] [sig       ] [2245/3552] Forecasting NNN...
[2025-12-25T20:28:05.461991] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-25T20:28:05.462021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-25T20:28:05.472309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-25T20:28:05.472646] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-25T20:28:05.473401] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-25T20:28:05.473453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:05.473485] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:05.473511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:05.473604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:05.529532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:05.530197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:05.530277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:05.530309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:05.647314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:05.647478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:05.647516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:05.647543] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:05.650997] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-12-25T20:28:05.651267] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-25T20:28:05.651393] [INFO ] [sig       ] NNN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:05.789009] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NNN.txt
[2025-12-25T20:28:05.789159] [INFO ] [sig       ] [2245/3552] Completed NNN in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:05.789215] [INFO ] [sig       ] [2246/3552] Forecasting NNOX...
[2025-12-25T20:28:05.789246] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-25T20:28:05.789276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-25T20:28:05.800256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-25T20:28:05.800589] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-25T20:28:05.801338] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-25T20:28:05.801389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:05.801422] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:05.801449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:05.801506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:05.860770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:05.861532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:05.861630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:05.861664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:05.983653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:05.983813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:05.983851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:05.983880] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:05.987197] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=53.77%)
[2025-12-25T20:28:05.987471] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-25T20:28:05.987615] [INFO ] [sig       ] NNOX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:06.125514] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NNOX.txt
[2025-12-25T20:28:06.125687] [INFO ] [sig       ] [2246/3552] Completed NNOX in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:06.125727] [INFO ] [sig       ] [2247/3552] Forecasting NNY...
[2025-12-25T20:28:06.125758] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-25T20:28:06.125813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-25T20:28:06.136036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-25T20:28:06.136359] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-25T20:28:06.137132] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-25T20:28:06.137184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:06.137216] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:06.137242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:06.137300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:06.193857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:06.194740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:06.194825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:06.194858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:06.304685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:06.304851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:06.304891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:06.304919] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:06.308251] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=23.46%)
[2025-12-25T20:28:06.308519] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-25T20:28:06.308659] [INFO ] [sig       ] NNY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:06.445628] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NNY.txt
[2025-12-25T20:28:06.445789] [INFO ] [sig       ] [2247/3552] Completed NNY in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:06.445830] [INFO ] [sig       ] [2248/3552] Forecasting NOA...
[2025-12-25T20:28:06.445864] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-25T20:28:06.445920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-25T20:28:06.457174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-25T20:28:06.457521] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-25T20:28:06.458303] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-25T20:28:06.458356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:06.458386] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:06.458413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:06.458485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:06.513973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:06.514594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:06.514673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:06.514704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:06.635936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:06.636102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:06.636141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:06.636170] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:06.639595] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=87.55%)
[2025-12-25T20:28:06.639873] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-25T20:28:06.640001] [INFO ] [sig       ] NOA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:06.778467] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NOA.txt
[2025-12-25T20:28:06.778627] [INFO ] [sig       ] [2248/3552] Completed NOA in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:06.778667] [INFO ] [sig       ] [2249/3552] Forecasting NOAH...
[2025-12-25T20:28:06.778697] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-25T20:28:06.778728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-25T20:28:06.790276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-25T20:28:06.790692] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-25T20:28:06.791490] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-25T20:28:06.791543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:06.791594] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:06.791646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:06.791706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:06.848447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:06.849437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:06.849561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:06.849625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:06.968823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:06.968988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:06.969029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:06.969058] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:06.972467] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=24.36%)
[2025-12-25T20:28:06.972753] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-25T20:28:06.972874] [INFO ] [sig       ] NOAH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:07.112383] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NOAH.txt
[2025-12-25T20:28:07.112505] [INFO ] [sig       ] [2249/3552] Completed NOAH in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-25T20:28:07.112545] [INFO ] [sig       ] [2250/3552] Forecasting NODK...
[2025-12-25T20:28:07.112602] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-25T20:28:07.112634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-25T20:28:07.122296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-25T20:28:07.122560] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-25T20:28:07.123465] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-25T20:28:07.123528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:07.123616] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:07.123646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:07.123704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:07.179536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:07.180143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:07.180220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:07.180252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:07.278448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:07.278634] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:28:07.278677] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:07.278705] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:07.282255] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: UP (p=74.86%)
[2025-12-25T20:28:07.282524] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-25T20:28:07.282667] [INFO ] [sig       ] NODK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:07.424665] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NODK.txt
[2025-12-25T20:28:07.424856] [INFO ] [sig       ] [2250/3552] Completed NODK in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-25T20:28:07.424900] [INFO ] [sig       ] [2251/3552] Forecasting NOG...
[2025-12-25T20:28:07.424932] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-25T20:28:07.424962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-25T20:28:07.437086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-25T20:28:07.437491] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-25T20:28:07.438360] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-25T20:28:07.438416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:07.438450] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:07.438478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:07.438537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:07.500530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:07.501391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:07.501477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:07.501509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:07.617084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:07.617269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:07.617311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:07.617339] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:07.620884] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=78.02%)
[2025-12-25T20:28:07.621210] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-25T20:28:07.621350] [INFO ] [sig       ] NOG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:07.762701] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NOG.txt
[2025-12-25T20:28:07.762882] [INFO ] [sig       ] [2251/3552] Completed NOG in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:07.762922] [INFO ] [sig       ] [2252/3552] Forecasting NOMD...
[2025-12-25T20:28:07.762953] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-25T20:28:07.762983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-25T20:28:07.774709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-25T20:28:07.775061] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-25T20:28:07.775835] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-25T20:28:07.775886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:07.775918] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:07.775945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:07.776003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:07.831376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:07.832031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:07.832125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:07.832158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:07.953498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:07.953701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:07.953741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:07.953769] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:07.957131] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: UP (p=57.25%)
[2025-12-25T20:28:07.957400] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-25T20:28:07.957523] [INFO ] [sig       ] NOMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:08.094360] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NOMD.txt
[2025-12-25T20:28:08.094531] [INFO ] [sig       ] [2252/3552] Completed NOMD in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:08.094591] [INFO ] [sig       ] [2253/3552] Forecasting NOTE...
[2025-12-25T20:28:08.094630] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-25T20:28:08.094692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-25T20:28:08.105465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-25T20:28:08.105805] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-25T20:28:08.106560] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-25T20:28:08.106628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:08.106658] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:08.106684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:08.106741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:08.162097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:08.162759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:08.162838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:08.162871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:08.279782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:08.279951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:08.279991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:08.280067] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:08.283710] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=64.40%)
[2025-12-25T20:28:08.284019] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-25T20:28:08.284149] [INFO ] [sig       ] NOTE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:08.422642] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NOTE.txt
[2025-12-25T20:28:08.422795] [INFO ] [sig       ] [2253/3552] Completed NOTE in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:08.422841] [INFO ] [sig       ] [2254/3552] Forecasting NPCE...
[2025-12-25T20:28:08.422872] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-25T20:28:08.422902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-25T20:28:08.433365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-25T20:28:08.433749] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-25T20:28:08.434553] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-25T20:28:08.434629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:08.434667] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:08.434694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:08.434753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:08.491206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:08.491856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:08.491934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:08.491967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:08.609439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:08.609610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:08.609652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:08.609681] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:08.613080] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-12-25T20:28:08.613359] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-25T20:28:08.613485] [INFO ] [sig       ] NPCE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:08.751023] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NPCE.txt
[2025-12-25T20:28:08.751196] [INFO ] [sig       ] [2254/3552] Completed NPCE in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:08.751239] [INFO ] [sig       ] [2255/3552] Forecasting NPFD...
[2025-12-25T20:28:08.751270] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-25T20:28:08.751330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-25T20:28:08.762378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-25T20:28:08.762754] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-25T20:28:08.763618] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-25T20:28:08.763678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:08.763711] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:08.763739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:08.763801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:08.820242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:08.820952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:08.821034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:08.821066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:08.942030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:08.942184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:08.942224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:08.942254] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:08.945617] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=63.78%)
[2025-12-25T20:28:08.945905] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-25T20:28:08.946029] [INFO ] [sig       ] NPFD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:09.083216] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NPFD.txt
[2025-12-25T20:28:09.083405] [INFO ] [sig       ] [2255/3552] Completed NPFD in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:09.083449] [INFO ] [sig       ] [2256/3552] Forecasting NPK...
[2025-12-25T20:28:09.083479] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-25T20:28:09.083510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-25T20:28:09.096356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-25T20:28:09.096806] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-25T20:28:09.097723] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-25T20:28:09.097781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:09.097813] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:09.097845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:09.097915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:09.156108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:09.156954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:09.157035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:09.157068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:09.281057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:09.281231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:09.281278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:09.281308] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:09.284855] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2025-12-25T20:28:09.285142] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-25T20:28:09.285281] [INFO ] [sig       ] NPK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:09.435652] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NPK.txt
[2025-12-25T20:28:09.435800] [INFO ] [sig       ] [2256/3552] Completed NPK in 0.4s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:09.435840] [INFO ] [sig       ] [2257/3552] Forecasting NPO...
[2025-12-25T20:28:09.435869] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-25T20:28:09.435900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-25T20:28:09.447096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-25T20:28:09.447404] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-25T20:28:09.448225] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-25T20:28:09.448277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:09.448309] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:09.448336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:09.448391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:09.503938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:09.504561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:09.504655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:09.504688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:09.621250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:09.621402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:09.621458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:09.621487] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:09.624828] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=80.59%)
[2025-12-25T20:28:09.625109] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-25T20:28:09.625231] [INFO ] [sig       ] NPO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:09.763775] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NPO.txt
[2025-12-25T20:28:09.763940] [INFO ] [sig       ] [2257/3552] Completed NPO in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:09.763982] [INFO ] [sig       ] [2258/3552] Forecasting NQP...
[2025-12-25T20:28:09.764013] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-25T20:28:09.764045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-25T20:28:09.774948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-25T20:28:09.775298] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-25T20:28:09.776089] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-25T20:28:09.776142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:09.776174] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:09.776201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:09.776259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:09.831984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:09.832829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:09.832911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:09.832945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:09.950114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:09.950268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:09.950307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:09.950336] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:09.953677] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-12-25T20:28:09.953947] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-25T20:28:09.954067] [INFO ] [sig       ] NQP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:10.092289] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NQP.txt
[2025-12-25T20:28:10.092414] [INFO ] [sig       ] [2258/3552] Completed NQP in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:10.092452] [INFO ] [sig       ] [2259/3552] Forecasting NRC...
[2025-12-25T20:28:10.092484] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-25T20:28:10.092520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-25T20:28:10.105148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-25T20:28:10.105466] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-25T20:28:10.106384] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-25T20:28:10.106435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:10.106467] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:10.106493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:10.106551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:10.163367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:10.163987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:10.164063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:10.164094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:10.282458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:10.282602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:10.282642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:10.282669] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:10.286270] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-25T20:28:10.286538] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-25T20:28:10.286677] [INFO ] [sig       ] NRC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:10.427557] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NRC.txt
[2025-12-25T20:28:10.427737] [INFO ] [sig       ] [2259/3552] Completed NRC in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:10.427780] [INFO ] [sig       ] [2260/3552] Forecasting NRDS...
[2025-12-25T20:28:10.427810] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-25T20:28:10.427868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-25T20:28:10.438787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-25T20:28:10.439094] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-25T20:28:10.439943] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-25T20:28:10.439995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:10.440026] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:10.440053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:10.440110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:10.496514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:10.497119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:10.497231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:10.497264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:10.616748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:10.616903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:10.616943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:10.616971] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:10.620452] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: UP (p=69.57%)
[2025-12-25T20:28:10.620769] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-25T20:28:10.620913] [INFO ] [sig       ] NRDS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:10.760883] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NRDS.txt
[2025-12-25T20:28:10.761033] [INFO ] [sig       ] [2260/3552] Completed NRDS in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:10.761073] [INFO ] [sig       ] [2261/3552] Forecasting NREF...
[2025-12-25T20:28:10.761102] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-25T20:28:10.761141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-25T20:28:10.772832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-25T20:28:10.773175] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-25T20:28:10.774000] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-25T20:28:10.774052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:10.774095] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:10.774123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:10.774181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:10.830206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:10.830980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:10.831063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:10.831095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:10.951756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:10.951935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:10.951976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:10.952004] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:10.955341] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=80.50%)
[2025-12-25T20:28:10.955637] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-25T20:28:10.955763] [INFO ] [sig       ] NREF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:11.094201] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NREF.txt
[2025-12-25T20:28:11.094365] [INFO ] [sig       ] [2261/3552] Completed NREF in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:11.094407] [INFO ] [sig       ] [2262/3552] Forecasting NRG...
[2025-12-25T20:28:11.094467] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-25T20:28:11.094502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-25T20:28:11.105684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-25T20:28:11.106045] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-25T20:28:11.106857] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-25T20:28:11.106908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:11.106939] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:11.106966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:11.107024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:11.165053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:11.165904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:11.165986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:11.166019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:11.287766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:11.287924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:11.287965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:11.287995] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:11.291599] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-25T20:28:11.291878] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-25T20:28:11.292006] [INFO ] [sig       ] NRG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:11.433909] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NRG.txt
[2025-12-25T20:28:11.434074] [INFO ] [sig       ] [2262/3552] Completed NRG in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:11.434115] [INFO ] [sig       ] [2263/3552] Forecasting NRIM...
[2025-12-25T20:28:11.434144] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-25T20:28:11.434180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-25T20:28:11.445246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-25T20:28:11.445647] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-25T20:28:11.446426] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-25T20:28:11.446477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:11.446509] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:11.446535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:11.446616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:11.503882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:11.504610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:11.504690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:11.504723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:11.629469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:11.629641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:11.629683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:11.629713] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:11.633133] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-12-25T20:28:11.633409] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-25T20:28:11.633535] [INFO ] [sig       ] NRIM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:11.775935] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NRIM.txt
[2025-12-25T20:28:11.776105] [INFO ] [sig       ] [2263/3552] Completed NRIM in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:11.776145] [INFO ] [sig       ] [2264/3552] Forecasting NRIX...
[2025-12-25T20:28:11.776175] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-25T20:28:11.776205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-25T20:28:11.787048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-25T20:28:11.787385] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-25T20:28:11.788172] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-25T20:28:11.788225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:11.788257] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:11.788285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:11.788344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:11.844925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:11.845729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:11.845808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:11.845840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:11.967810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:11.967965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:11.968005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:11.968033] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:11.975218] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=51.97%)
[2025-12-25T20:28:11.975618] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-25T20:28:11.975793] [INFO ] [sig       ] NRIX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:12.114950] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NRIX.txt
[2025-12-25T20:28:12.115087] [INFO ] [sig       ] [2264/3552] Completed NRIX in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:12.115127] [INFO ] [sig       ] [2265/3552] Forecasting NRK...
[2025-12-25T20:28:12.115169] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-25T20:28:12.115208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-25T20:28:12.126519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-25T20:28:12.126863] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-25T20:28:12.127684] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-25T20:28:12.127743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:12.127775] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:12.127802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:12.127861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:12.184946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:12.185552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:12.185652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:12.185688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:12.301142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:12.301265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:12.301302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:12.301330] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:12.304693] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=0.09%)
[2025-12-25T20:28:12.304969] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-25T20:28:12.305094] [INFO ] [sig       ] NRK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:12.444405] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NRK.txt
[2025-12-25T20:28:12.444536] [INFO ] [sig       ] [2265/3552] Completed NRK in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:12.444592] [INFO ] [sig       ] [2266/3552] Forecasting NRP...
[2025-12-25T20:28:12.444641] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-25T20:28:12.444678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-25T20:28:12.455275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-25T20:28:12.455617] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-25T20:28:12.456374] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-25T20:28:12.456425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:12.456457] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:12.456483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:12.456541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:12.513258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:12.513897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:12.513971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:12.514003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:12.627591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:12.627745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:12.627786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:12.627815] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:12.631250] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-25T20:28:12.631526] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-25T20:28:12.631669] [INFO ] [sig       ] NRP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:12.773384] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NRP.txt
[2025-12-25T20:28:12.773601] [INFO ] [sig       ] [2266/3552] Completed NRP in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-25T20:28:12.773696] [INFO ] [sig       ] [2267/3552] Forecasting NRXP...
[2025-12-25T20:28:12.773747] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-25T20:28:12.773790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-25T20:28:12.784740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-25T20:28:12.785099] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-25T20:28:12.785900] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-25T20:28:12.785952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:12.786031] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:12.786061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:12.786127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:12.845330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:12.846229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:12.846314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:12.846347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:12.963413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:12.963564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:12.963623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:12.963652] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:12.967048] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-25T20:28:12.967324] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-25T20:28:12.967448] [INFO ] [sig       ] NRXP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:13.108900] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NRXP.txt
[2025-12-25T20:28:13.109064] [INFO ] [sig       ] [2267/3552] Completed NRXP in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-25T20:28:13.109105] [INFO ] [sig       ] [2268/3552] Forecasting NSC...
[2025-12-25T20:28:13.109138] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-25T20:28:13.109228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-25T20:28:13.121264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-25T20:28:13.121662] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-25T20:28:13.122455] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-25T20:28:13.122507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:13.122539] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:13.122566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:13.122652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:13.180558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:13.181441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:13.181525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:13.181558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:13.304761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:13.304912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:13.304951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:13.304996] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:13.308334] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-12-25T20:28:13.308623] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-25T20:28:13.308747] [INFO ] [sig       ] NSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:13.453655] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NSC.txt
[2025-12-25T20:28:13.453795] [INFO ] [sig       ] [2268/3552] Completed NSC in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-25T20:28:13.453839] [INFO ] [sig       ] [2269/3552] Forecasting NSP...
[2025-12-25T20:28:13.453869] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-25T20:28:13.453899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-25T20:28:13.464117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-25T20:28:13.464490] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-25T20:28:13.465300] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-25T20:28:13.465352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:13.465384] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:13.465411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:13.465469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:13.522072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:13.522725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:13.522824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:13.522857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:13.645218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:13.645368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:13.645407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:13.645435] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:13.648776] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-12-25T20:28:13.649045] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-25T20:28:13.649166] [INFO ] [sig       ] NSP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:13.791539] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NSP.txt
[2025-12-25T20:28:13.791689] [INFO ] [sig       ] [2269/3552] Completed NSP in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-25T20:28:13.791733] [INFO ] [sig       ] [2270/3552] Forecasting NSSC...
[2025-12-25T20:28:13.791771] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-25T20:28:13.791808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-25T20:28:13.802739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-25T20:28:13.803076] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-25T20:28:13.803842] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-25T20:28:13.803893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:13.803924] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:13.803950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:13.804007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:13.861605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:13.862236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:13.862313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:13.862374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:13.988972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:13.989130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:13.989207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:13.989293] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:13.992716] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=30.15%)
[2025-12-25T20:28:13.992998] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-25T20:28:13.993124] [INFO ] [sig       ] NSSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:14.133079] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NSSC.txt
[2025-12-25T20:28:14.133238] [INFO ] [sig       ] [2270/3552] Completed NSSC in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-25T20:28:14.133279] [INFO ] [sig       ] [2271/3552] Forecasting NTAP...
[2025-12-25T20:28:14.133310] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-25T20:28:14.133373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-25T20:28:14.144033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-25T20:28:14.144359] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-25T20:28:14.145150] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-25T20:28:14.145203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:14.145236] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:14.145264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:14.145322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:14.203247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:14.204093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:14.204172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:14.204205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:14.326985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:14.327119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:14.327159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:14.327188] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:14.330531] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-25T20:28:14.330836] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-25T20:28:14.330962] [INFO ] [sig       ] NTAP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:14.474223] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NTAP.txt
[2025-12-25T20:28:14.474350] [INFO ] [sig       ] [2271/3552] Completed NTAP in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-25T20:28:14.474388] [INFO ] [sig       ] [2272/3552] Forecasting NTB...
[2025-12-25T20:28:14.474417] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-25T20:28:14.474448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-25T20:28:14.485223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-25T20:28:14.485546] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-25T20:28:14.486331] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-25T20:28:14.486382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:14.486414] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:14.486440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:14.486512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:14.543615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:14.544242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:14.544317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:14.544349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:14.660980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:14.661111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:14.661149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:14.661178] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:14.664418] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=85.30%)
[2025-12-25T20:28:14.664715] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-25T20:28:14.664836] [INFO ] [sig       ] NTB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:14.811560] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NTB.txt
[2025-12-25T20:28:14.811771] [INFO ] [sig       ] [2272/3552] Completed NTB in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-25T20:28:14.811850] [INFO ] [sig       ] [2273/3552] Forecasting NTES...
[2025-12-25T20:28:14.811889] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-25T20:28:14.811921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-25T20:28:14.823450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-25T20:28:14.823800] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-25T20:28:14.824648] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-25T20:28:14.824702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:14.824736] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:14.824763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:14.824822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:14.882144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:14.882786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:14.882866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:14.882899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:15.006342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:15.006498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:15.006539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:15.006584] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:15.010757] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-12-25T20:28:15.011094] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-25T20:28:15.011248] [INFO ] [sig       ] NTES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:15.154808] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NTES.txt
[2025-12-25T20:28:15.154972] [INFO ] [sig       ] [2273/3552] Completed NTES in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-25T20:28:15.155012] [INFO ] [sig       ] [2274/3552] Forecasting NTIC...
[2025-12-25T20:28:15.155042] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-25T20:28:15.155076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-25T20:28:15.165487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-25T20:28:15.165888] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-25T20:28:15.166693] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-25T20:28:15.166745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:15.166781] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:15.166808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:15.166866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:15.224540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:15.225417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:15.225503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:15.225536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:15.334826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:15.334989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:15.335031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:15.335061] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:15.338765] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=80.41%)
[2025-12-25T20:28:15.339131] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-25T20:28:15.339335] [INFO ] [sig       ] NTIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:15.488309] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NTIC.txt
[2025-12-25T20:28:15.488516] [INFO ] [sig       ] [2274/3552] Completed NTIC in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-25T20:28:15.488566] [INFO ] [sig       ] [2275/3552] Forecasting NTLA...
[2025-12-25T20:28:15.488656] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-25T20:28:15.488691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-25T20:28:15.500071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-25T20:28:15.500456] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-25T20:28:15.501294] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-25T20:28:15.501358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:15.501414] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:15.501451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:15.501519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:15.558550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:15.559559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:15.559712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:15.559746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:15.684830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:15.684985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:15.685025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:15.685053] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:15.688395] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: UP (p=62.86%)
[2025-12-25T20:28:15.688682] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-25T20:28:15.688804] [INFO ] [sig       ] NTLA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:15.828150] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NTLA.txt
[2025-12-25T20:28:15.828311] [INFO ] [sig       ] [2275/3552] Completed NTLA in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-25T20:28:15.828351] [INFO ] [sig       ] [2276/3552] Forecasting NTNX...
[2025-12-25T20:28:15.828380] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-25T20:28:15.828417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-25T20:28:15.839450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-25T20:28:15.839825] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-25T20:28:15.840604] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-25T20:28:15.840657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:15.840708] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:15.840742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:15.840805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:15.897867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:15.898545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:15.898642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:15.898677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:16.032871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:16.033023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:16.033064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:16.033094] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:16.036566] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-25T20:28:16.036868] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-25T20:28:16.036997] [INFO ] [sig       ] NTNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:16.174686] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NTNX.txt
[2025-12-25T20:28:16.174817] [INFO ] [sig       ] [2276/3552] Completed NTNX in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-25T20:28:16.174856] [INFO ] [sig       ] [2277/3552] Forecasting NTRA...
[2025-12-25T20:28:16.174886] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-25T20:28:16.174916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-25T20:28:16.186446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-25T20:28:16.186795] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-25T20:28:16.187597] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-25T20:28:16.187661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:16.187697] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:16.187725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:16.187784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:16.245175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:16.245869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:16.246002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:16.246038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:16.372023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:16.372175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:16.372215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:16.372243] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:16.375546] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-25T20:28:16.375856] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-25T20:28:16.375978] [INFO ] [sig       ] NTRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:16.515946] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NTRA.txt
[2025-12-25T20:28:16.516096] [INFO ] [sig       ] [2277/3552] Completed NTRA in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-25T20:28:16.516136] [INFO ] [sig       ] [2278/3552] Forecasting NTRB...
[2025-12-25T20:28:16.516166] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-25T20:28:16.516197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-25T20:28:16.527250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-25T20:28:16.527592] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-25T20:28:16.528363] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-25T20:28:16.528416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:16.528448] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:16.528475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:16.528534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:16.586378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:16.587074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:16.587154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:16.587189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:16.703289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:16.703448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:16.703505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:16.703567] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:16.707234] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-25T20:28:16.707591] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-25T20:28:16.707733] [INFO ] [sig       ] NTRB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:16.845368] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NTRB.txt
[2025-12-25T20:28:16.845525] [INFO ] [sig       ] [2278/3552] Completed NTRB in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-25T20:28:16.845585] [INFO ] [sig       ] [2279/3552] Forecasting NTRS...
[2025-12-25T20:28:16.845621] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-25T20:28:16.845691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-25T20:28:16.856599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-25T20:28:16.856912] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-25T20:28:16.857679] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-25T20:28:16.857732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:16.857764] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:16.857791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:16.857852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:16.913817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:16.914438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:16.914514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:16.914546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:17.030461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:17.030617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:17.030658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:17.030687] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:17.034112] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=57.37%)
[2025-12-25T20:28:17.034388] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-25T20:28:17.034517] [INFO ] [sig       ] NTRS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:17.173928] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NTRS.txt
[2025-12-25T20:28:17.174060] [INFO ] [sig       ] [2279/3552] Completed NTRS in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-25T20:28:17.174100] [INFO ] [sig       ] [2280/3552] Forecasting NTRSO...
[2025-12-25T20:28:17.174137] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-25T20:28:17.174169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-25T20:28:17.187487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-25T20:28:17.187995] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-25T20:28:17.189086] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-25T20:28:17.189153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:17.189231] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:17.189276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:17.189365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:17.256853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:17.257747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:17.257833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:17.257868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:17.378308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:17.378464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:17.378507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:17.378537] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:17.382028] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2025-12-25T20:28:17.382315] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-25T20:28:17.382447] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:17.528678] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NTRSO.txt
[2025-12-25T20:28:17.528812] [INFO ] [sig       ] [2280/3552] Completed NTRSO in 0.4s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-25T20:28:17.528851] [INFO ] [sig       ] [2281/3552] Forecasting NUKK...
[2025-12-25T20:28:17.528882] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-25T20:28:17.528939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-25T20:28:17.539872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-25T20:28:17.540197] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-25T20:28:17.540992] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-25T20:28:17.541045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:17.541078] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:17.541105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:17.541164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:17.598473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:17.599102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:17.599193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:17.599229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:17.722256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:17.722416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:17.722464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:17.722493] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:17.725954] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: UP (p=61.64%)
[2025-12-25T20:28:17.726232] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-25T20:28:17.726353] [INFO ] [sig       ] NUKK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:17.865999] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NUKK.txt
[2025-12-25T20:28:17.866125] [INFO ] [sig       ] [2281/3552] Completed NUKK in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-25T20:28:17.866172] [INFO ] [sig       ] [2282/3552] Forecasting NUS...
[2025-12-25T20:28:17.866203] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-25T20:28:17.866232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-25T20:28:17.877561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-25T20:28:17.877921] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-25T20:28:17.878763] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-25T20:28:17.878816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:17.878855] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:17.878882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:17.878942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:17.936367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:17.937076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:17.937157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:17.937191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:18.058213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:18.058358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:18.058397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:18.058425] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:18.061754] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=12.32%)
[2025-12-25T20:28:18.062023] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-25T20:28:18.062143] [INFO ] [sig       ] NUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:18.201058] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NUS.txt
[2025-12-25T20:28:18.201188] [INFO ] [sig       ] [2282/3552] Completed NUS in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-25T20:28:18.201228] [INFO ] [sig       ] [2283/3552] Forecasting NUTX...
[2025-12-25T20:28:18.201257] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-25T20:28:18.201286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-25T20:28:18.212150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-25T20:28:18.212480] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-25T20:28:18.213262] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-25T20:28:18.213315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:18.213346] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:18.213374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:18.213447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:18.270371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:18.271232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:18.271317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:18.271349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:18.395468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:18.395640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:18.395682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:18.395710] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:18.399166] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-25T20:28:18.399470] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-25T20:28:18.399611] [INFO ] [sig       ] NUTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:18.542543] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NUTX.txt
[2025-12-25T20:28:18.542693] [INFO ] [sig       ] [2283/3552] Completed NUTX in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-25T20:28:18.542734] [INFO ] [sig       ] [2284/3552] Forecasting NUVB...
[2025-12-25T20:28:18.542767] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-25T20:28:18.542799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-25T20:28:18.553676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-25T20:28:18.554006] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-25T20:28:18.554779] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-25T20:28:18.554877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:18.554918] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:18.554951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:18.555017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:18.612358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:18.613199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:18.613283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:18.613316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:18.735828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:18.735972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:18.736016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:18.736045] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:18.739835] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-25T20:28:18.740422] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-25T20:28:18.740644] [INFO ] [sig       ] NUVB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:18.881378] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NUVB.txt
[2025-12-25T20:28:18.881525] [INFO ] [sig       ] [2284/3552] Completed NUVB in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-25T20:28:18.881565] [INFO ] [sig       ] [2285/3552] Forecasting NUVL...
[2025-12-25T20:28:18.881613] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-25T20:28:18.881644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-25T20:28:18.892808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-25T20:28:18.893122] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-25T20:28:18.893921] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-25T20:28:18.893989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:18.894022] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:18.894049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:18.894105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:18.950212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:18.951121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:18.951206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:18.951240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:19.077046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:19.077231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:19.077274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:19.077303] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:19.081083] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-25T20:28:19.081437] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-25T20:28:19.081598] [INFO ] [sig       ] NUVL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:19.224640] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NUVL.txt
[2025-12-25T20:28:19.224804] [INFO ] [sig       ] [2285/3552] Completed NUVL in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-25T20:28:19.224845] [INFO ] [sig       ] [2286/3552] Forecasting NUWE...
[2025-12-25T20:28:19.224890] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-25T20:28:19.224928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-25T20:28:19.235493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-25T20:28:19.235850] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-25T20:28:19.236624] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-25T20:28:19.236677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:19.236708] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:19.236735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:19.236792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:19.295129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:19.296028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:19.296115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:19.296157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:19.413761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:19.413929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:19.413972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:19.414008] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:19.417358] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=37.06%)
[2025-12-25T20:28:19.417647] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-25T20:28:19.417772] [INFO ] [sig       ] NUWE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:19.555811] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NUWE.txt
[2025-12-25T20:28:19.555948] [INFO ] [sig       ] [2286/3552] Completed NUWE in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-25T20:28:19.555993] [INFO ] [sig       ] [2287/3552] Forecasting NVAX...
[2025-12-25T20:28:19.556032] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-25T20:28:19.556096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-25T20:28:19.567182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-25T20:28:19.567513] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-25T20:28:19.568275] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-25T20:28:19.568327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:19.568358] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:19.568385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:19.568441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:19.625036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:19.625753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:19.625831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:19.625864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:19.749224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:19.749400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:19.749477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:19.749506] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:19.753166] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=65.73%)
[2025-12-25T20:28:19.753467] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-25T20:28:19.753622] [INFO ] [sig       ] NVAX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:19.902582] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NVAX.txt
[2025-12-25T20:28:19.902730] [INFO ] [sig       ] [2287/3552] Completed NVAX in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-25T20:28:19.902771] [INFO ] [sig       ] [2288/3552] Forecasting NVD...
[2025-12-25T20:28:19.902802] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-25T20:28:19.902833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-25T20:28:19.914232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-25T20:28:19.914626] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-25T20:28:19.915407] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-25T20:28:19.915460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:19.915492] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:19.915520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:19.915603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:19.974279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:19.975082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:19.975163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:19.975196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:20.092210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:20.092365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:20.092404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:20.092432] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:20.095844] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-25T20:28:20.096133] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-25T20:28:20.096262] [INFO ] [sig       ] NVD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:20.242546] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVD.txt
[2025-12-25T20:28:20.242716] [INFO ] [sig       ] [2288/3552] Completed NVD in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-25T20:28:20.242758] [INFO ] [sig       ] [2289/3552] Forecasting NVDA...
[2025-12-25T20:28:20.242813] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-25T20:28:20.242847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-25T20:28:20.254374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-25T20:28:20.254757] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-25T20:28:20.255662] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-25T20:28:20.255715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:20.255747] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:20.255774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:20.255831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:20.311919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:20.312629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:20.312708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:20.312740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:20.443674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:20.443843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:20.443888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:20.443929] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:20.447537] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: UP (p=64.70%)
[2025-12-25T20:28:20.447866] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-25T20:28:20.448013] [INFO ] [sig       ] NVDA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:20.592506] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NVDA.txt
[2025-12-25T20:28:20.592673] [INFO ] [sig       ] [2289/3552] Completed NVDA in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-25T20:28:20.592717] [INFO ] [sig       ] [2290/3552] Forecasting NVDD...
[2025-12-25T20:28:20.592757] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-25T20:28:20.592787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-25T20:28:20.604631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-25T20:28:20.604991] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-25T20:28:20.605801] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-25T20:28:20.605854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:20.605886] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:20.605917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:20.605983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:20.664115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:20.664938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:20.665016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:20.665048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:20.786792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:20.786943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:20.786984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:20.787011] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:20.790415] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: DOWN (p=38.05%)
[2025-12-25T20:28:20.790752] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-25T20:28:20.790884] [INFO ] [sig       ] NVDD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:20.928274] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVDD.txt
[2025-12-25T20:28:20.928425] [INFO ] [sig       ] [2290/3552] Completed NVDD in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-25T20:28:20.928470] [INFO ] [sig       ] [2291/3552] Forecasting NVDL...
[2025-12-25T20:28:20.928524] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-25T20:28:20.928555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-25T20:28:20.939224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-25T20:28:20.939566] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-25T20:28:20.940337] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-25T20:28:20.940389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:20.940421] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:20.940447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:20.940504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:20.996337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:20.996936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:20.997011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:20.997044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:21.122523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:21.122701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:21.122750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:21.122792] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:21.126361] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: DOWN (p=28.75%)
[2025-12-25T20:28:21.126677] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-25T20:28:21.126807] [INFO ] [sig       ] NVDL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:21.266070] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVDL.txt
[2025-12-25T20:28:21.266219] [INFO ] [sig       ] [2291/3552] Completed NVDL in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-25T20:28:21.266267] [INFO ] [sig       ] [2292/3552] Forecasting NVDS...
[2025-12-25T20:28:21.266298] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-25T20:28:21.266328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-25T20:28:21.277159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-25T20:28:21.277465] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-25T20:28:21.278304] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-25T20:28:21.278356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:21.278390] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:21.278417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:21.278477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:21.335782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:21.336430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:21.336509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:21.336541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:21.455728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:21.455904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:21.455946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:21.455975] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:21.459307] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=18.70%)
[2025-12-25T20:28:21.459591] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-25T20:28:21.459712] [INFO ] [sig       ] NVDS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:21.599506] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVDS.txt
[2025-12-25T20:28:21.599700] [INFO ] [sig       ] [2292/3552] Completed NVDS in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-25T20:28:21.599744] [INFO ] [sig       ] [2293/3552] Forecasting NVEC...
[2025-12-25T20:28:21.599774] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-25T20:28:21.599804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-25T20:28:21.610249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-25T20:28:21.610548] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-25T20:28:21.611353] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-25T20:28:21.611405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:21.611437] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:21.611463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:21.611522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:21.669078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:21.669789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:21.669866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:21.669898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:21.798856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:21.799037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:21.799101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:21.799132] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:21.802905] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: UP (p=89.07%)
[2025-12-25T20:28:21.803346] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-25T20:28:21.803488] [INFO ] [sig       ] NVEC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:21.955842] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NVEC.txt
[2025-12-25T20:28:21.956003] [INFO ] [sig       ] [2293/3552] Completed NVEC in 0.4s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-25T20:28:21.956045] [INFO ] [sig       ] [2294/3552] Forecasting NVG...
[2025-12-25T20:28:21.956074] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-25T20:28:21.956115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-25T20:28:21.968433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-25T20:28:21.968772] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-25T20:28:21.969583] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-25T20:28:21.969636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:21.969667] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:21.969693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:21.969803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:22.025777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:22.026467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:22.026545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:22.026595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:22.149043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:22.149200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:22.149254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:22.149283] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:22.152565] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=62.07%)
[2025-12-25T20:28:22.152850] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-25T20:28:22.152973] [INFO ] [sig       ] NVG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:22.291622] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NVG.txt
[2025-12-25T20:28:22.291746] [INFO ] [sig       ] [2294/3552] Completed NVG in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-25T20:28:22.291784] [INFO ] [sig       ] [2295/3552] Forecasting NVGS...
[2025-12-25T20:28:22.291814] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-25T20:28:22.291846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-25T20:28:22.302808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-25T20:28:22.303101] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-25T20:28:22.303862] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-25T20:28:22.303914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:22.303944] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:22.303970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:22.304027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:22.360209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:22.360820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:22.360897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:22.360929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:22.484720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:22.484986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:22.485029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:22.485056] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:22.488409] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-25T20:28:22.488702] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-25T20:28:22.488822] [INFO ] [sig       ] NVGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:22.626454] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVGS.txt
[2025-12-25T20:28:22.626591] [INFO ] [sig       ] [2295/3552] Completed NVGS in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-25T20:28:22.626631] [INFO ] [sig       ] [2296/3552] Forecasting NVMI...
[2025-12-25T20:28:22.626665] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-25T20:28:22.626695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-25T20:28:22.637249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-25T20:28:22.637567] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-25T20:28:22.638330] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-25T20:28:22.638381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:22.638425] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:22.638452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:22.638511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:22.694843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:22.695539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:22.695638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:22.695672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:22.812257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:22.812401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:22.812440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:22.812468] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:22.815768] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=21.82%)
[2025-12-25T20:28:22.816038] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-25T20:28:22.816159] [INFO ] [sig       ] NVMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:22.954070] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVMI.txt
[2025-12-25T20:28:22.954197] [INFO ] [sig       ] [2296/3552] Completed NVMI in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-25T20:28:22.954234] [INFO ] [sig       ] [2297/3552] Forecasting NVO...
[2025-12-25T20:28:22.954263] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-25T20:28:22.954293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-25T20:28:22.964461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-25T20:28:22.964793] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-25T20:28:22.965535] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-25T20:28:22.965603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:22.965636] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:22.965663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:22.965720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:23.021832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:23.022432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:23.022507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:23.022539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:23.143232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:23.143403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:23.143448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:23.143478] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:23.146836] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=12.14%)
[2025-12-25T20:28:23.147140] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-25T20:28:23.147261] [INFO ] [sig       ] NVO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:23.285297] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVO.txt
[2025-12-25T20:28:23.285485] [INFO ] [sig       ] [2297/3552] Completed NVO in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-25T20:28:23.285526] [INFO ] [sig       ] [2298/3552] Forecasting NVRI...
[2025-12-25T20:28:23.285556] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-25T20:28:23.285606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-25T20:28:23.296552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-25T20:28:23.296925] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-25T20:28:23.297729] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-25T20:28:23.297781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:23.297812] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:23.297838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:23.297896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:23.354268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:23.355190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:23.355275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:23.355309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:23.480449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:23.480630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:23.480673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:23.480701] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:23.484117] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=0.09%)
[2025-12-25T20:28:23.484407] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-25T20:28:23.484532] [INFO ] [sig       ] NVRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:23.623273] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVRI.txt
[2025-12-25T20:28:23.623452] [INFO ] [sig       ] [2298/3552] Completed NVRI in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-25T20:28:23.623495] [INFO ] [sig       ] [2299/3552] Forecasting NVS...
[2025-12-25T20:28:23.623525] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-25T20:28:23.623555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-25T20:28:23.635007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-25T20:28:23.635369] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-25T20:28:23.636164] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-25T20:28:23.636218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:23.636250] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:23.636277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:23.636334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:23.694131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:23.694933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:23.695014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:23.695068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:23.824051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:23.824229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:23.824269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:23.824297] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:23.827744] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=77.80%)
[2025-12-25T20:28:23.828020] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-25T20:28:23.828143] [INFO ] [sig       ] NVS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:23.965728] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NVS.txt
[2025-12-25T20:28:23.965872] [INFO ] [sig       ] [2299/3552] Completed NVS in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-25T20:28:23.965918] [INFO ] [sig       ] [2300/3552] Forecasting NVTS...
[2025-12-25T20:28:23.965949] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-25T20:28:23.965980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-25T20:28:23.976948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-25T20:28:23.977276] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-25T20:28:23.978053] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-25T20:28:23.978107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:23.978139] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:23.978165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:23.978222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:24.034410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:24.035308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:24.035406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:24.035444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:24.150814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:24.150969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:24.151010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:24.151039] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:24.154529] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=40.61%)
[2025-12-25T20:28:24.154834] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-25T20:28:24.154960] [INFO ] [sig       ] NVTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:24.297929] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVTS.txt
[2025-12-25T20:28:24.298089] [INFO ] [sig       ] [2300/3552] Completed NVTS in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-25T20:28:24.298129] [INFO ] [sig       ] [2301/3552] Forecasting NWBI...
[2025-12-25T20:28:24.298160] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-25T20:28:24.298190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-25T20:28:24.309730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-25T20:28:24.310087] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-25T20:28:24.310860] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-25T20:28:24.310913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:24.310945] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:24.310972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:24.311030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:24.367812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:24.368691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:24.368773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:24.368806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:24.492851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:24.493017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:24.493077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:24.493112] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:24.496625] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: UP (p=62.37%)
[2025-12-25T20:28:24.496906] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-25T20:28:24.497069] [INFO ] [sig       ] NWBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:24.639765] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NWBI.txt
[2025-12-25T20:28:24.639924] [INFO ] [sig       ] [2301/3552] Completed NWBI in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-25T20:28:24.639963] [INFO ] [sig       ] [2302/3552] Forecasting NWE...
[2025-12-25T20:28:24.639994] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-25T20:28:24.640055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-25T20:28:24.651412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-25T20:28:24.651792] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-25T20:28:24.652760] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-25T20:28:24.652817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:24.652856] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:24.652885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:24.652944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:24.711349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:24.712147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:24.712230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:24.712264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:24.832992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:24.833144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:24.833184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:24.833212] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:24.836674] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: DOWN (p=35.04%)
[2025-12-25T20:28:24.837001] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-25T20:28:24.837142] [INFO ] [sig       ] NWE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:24.977404] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NWE.txt
[2025-12-25T20:28:24.977561] [INFO ] [sig       ] [2302/3552] Completed NWE in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-25T20:28:24.977620] [INFO ] [sig       ] [2303/3552] Forecasting NWFL...
[2025-12-25T20:28:24.977651] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-25T20:28:24.977682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-25T20:28:24.988141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-25T20:28:24.988479] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-25T20:28:24.989427] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-25T20:28:24.989480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:24.989510] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:24.989536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:24.989616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:25.046550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:25.047228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:25.047306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:25.047338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:25.156318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:25.156497] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:28:25.156556] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:25.156602] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:25.160026] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-12-25T20:28:25.160312] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-25T20:28:25.160444] [INFO ] [sig       ] NWFL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:25.299430] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NWFL.txt
[2025-12-25T20:28:25.299598] [INFO ] [sig       ] [2303/3552] Completed NWFL in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-25T20:28:25.299640] [INFO ] [sig       ] [2304/3552] Forecasting NWG...
[2025-12-25T20:28:25.299670] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-25T20:28:25.299702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-25T20:28:25.310864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-25T20:28:25.311214] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-25T20:28:25.311978] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-25T20:28:25.312030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:25.312061] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:25.312087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:25.312145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:25.368363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:25.369116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:25.369217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:25.369252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:25.489465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:25.489635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:25.489677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:25.489706] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:25.493051] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=69.68%)
[2025-12-25T20:28:25.493329] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-25T20:28:25.493453] [INFO ] [sig       ] NWG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:25.634851] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NWG.txt
[2025-12-25T20:28:25.634994] [INFO ] [sig       ] [2304/3552] Completed NWG in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-25T20:28:25.635038] [INFO ] [sig       ] [2305/3552] Forecasting NWL...
[2025-12-25T20:28:25.635067] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-25T20:28:25.635098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-25T20:28:25.646316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-25T20:28:25.646676] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-25T20:28:25.647442] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-25T20:28:25.647494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:25.647526] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:25.647552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:25.647639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:25.705306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:25.706067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:25.706164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:25.706198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:25.834539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:25.834734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:25.834777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:25.834807] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:25.838305] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=19.68%)
[2025-12-25T20:28:25.838607] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-25T20:28:25.838749] [INFO ] [sig       ] NWL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:25.979890] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NWL.txt
[2025-12-25T20:28:25.980016] [INFO ] [sig       ] [2305/3552] Completed NWL in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-25T20:28:25.980054] [INFO ] [sig       ] [2306/3552] Forecasting NWPX...
[2025-12-25T20:28:25.980088] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-25T20:28:25.980118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-25T20:28:25.991860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-25T20:28:25.992329] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-25T20:28:25.993143] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-25T20:28:25.993195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:25.993226] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:25.993251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:25.993308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:26.049587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:26.050399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:26.050485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:26.050518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:26.181685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:26.181839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:26.181879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:26.181907] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:26.185301] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-12-25T20:28:26.185610] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-25T20:28:26.185739] [INFO ] [sig       ] NWPX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:26.323586] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NWPX.txt
[2025-12-25T20:28:26.323726] [INFO ] [sig       ] [2306/3552] Completed NWPX in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-25T20:28:26.323764] [INFO ] [sig       ] [2307/3552] Forecasting NWS...
[2025-12-25T20:28:26.323793] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-25T20:28:26.323823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-25T20:28:26.334907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-25T20:28:26.335237] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-25T20:28:26.336010] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-25T20:28:26.336066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:26.336112] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:26.336139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:26.336196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:26.395834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:26.396743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:26.396828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:26.396862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:26.529267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:26.529420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:26.529460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:26.529489] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:26.532876] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: DOWN (p=22.19%)
[2025-12-25T20:28:26.533158] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-25T20:28:26.533281] [INFO ] [sig       ] NWS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:26.673310] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NWS.txt
[2025-12-25T20:28:26.673447] [INFO ] [sig       ] [2307/3552] Completed NWS in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-25T20:28:26.673511] [INFO ] [sig       ] [2308/3552] Forecasting NWSA...
[2025-12-25T20:28:26.673542] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-25T20:28:26.673587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-25T20:28:26.684395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-25T20:28:26.684757] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-25T20:28:26.685512] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-25T20:28:26.685563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:26.685620] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:26.685648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:26.685706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:26.744878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:26.745803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:26.745890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:26.745924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:26.862220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:26.862373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:26.862413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:26.862442] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:26.865852] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=78.91%)
[2025-12-25T20:28:26.866123] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-25T20:28:26.866264] [INFO ] [sig       ] NWSA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:27.004186] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NWSA.txt
[2025-12-25T20:28:27.004324] [INFO ] [sig       ] [2308/3552] Completed NWSA in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-25T20:28:27.004363] [INFO ] [sig       ] [2309/3552] Forecasting NX...
[2025-12-25T20:28:27.004392] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-25T20:28:27.004424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-25T20:28:27.016625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-25T20:28:27.016999] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-25T20:28:27.017803] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-25T20:28:27.017855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:27.017886] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:27.017912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:27.017970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:27.075483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:27.076168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:27.076248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:27.076282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:27.197075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:27.197223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:27.197263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:27.197293] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:27.200658] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=65.30%)
[2025-12-25T20:28:27.200933] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-25T20:28:27.201058] [INFO ] [sig       ] NX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:27.340247] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NX.txt
[2025-12-25T20:28:27.340381] [INFO ] [sig       ] [2309/3552] Completed NX in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-25T20:28:27.340425] [INFO ] [sig       ] [2310/3552] Forecasting NXC...
[2025-12-25T20:28:27.340481] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-25T20:28:27.340515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-25T20:28:27.353751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-25T20:28:27.354409] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-25T20:28:27.355398] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-25T20:28:27.355457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:27.355492] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:27.355523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:27.355617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:27.414321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:27.415543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:27.415682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:27.415718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:27.521356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:27.521635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:27.521688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:27.521720] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:27.525719] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-25T20:28:27.526060] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-25T20:28:27.526208] [INFO ] [sig       ] NXC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:27.668333] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NXC.txt
[2025-12-25T20:28:27.668529] [INFO ] [sig       ] [2310/3552] Completed NXC in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-25T20:28:27.668587] [INFO ] [sig       ] [2311/3552] Forecasting NXE...
[2025-12-25T20:28:27.668658] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-25T20:28:27.668704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-25T20:28:27.681498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-25T20:28:27.682021] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-25T20:28:27.682916] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-25T20:28:27.682972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:27.683006] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:27.683034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:27.683136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:27.749989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:27.751398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:27.751522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:27.751566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:27.877150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:27.877309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:27.877350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:27.877378] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:27.880777] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-12-25T20:28:27.881052] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-25T20:28:27.881187] [INFO ] [sig       ] NXE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:28.041728] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NXE.txt
[2025-12-25T20:28:28.041862] [INFO ] [sig       ] [2311/3552] Completed NXE in 0.4s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-25T20:28:28.041904] [INFO ] [sig       ] [2312/3552] Forecasting NXG...
[2025-12-25T20:28:28.041940] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-25T20:28:28.041973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-25T20:28:28.052801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-25T20:28:28.053129] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-25T20:28:28.053908] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-25T20:28:28.053959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:28.053991] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:28.054017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:28.054074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:28.110164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:28.110965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:28.111048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:28.111081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:28.227279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:28.227438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:28.227478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:28.227506] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:28.230862] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2025-12-25T20:28:28.231141] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-25T20:28:28.231262] [INFO ] [sig       ] NXG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:28.368812] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NXG.txt
[2025-12-25T20:28:28.368981] [INFO ] [sig       ] [2312/3552] Completed NXG in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-25T20:28:28.369021] [INFO ] [sig       ] [2313/3552] Forecasting NXGL...
[2025-12-25T20:28:28.369052] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-25T20:28:28.369081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-25T20:28:28.380009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-25T20:28:28.380418] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-25T20:28:28.381209] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-25T20:28:28.381261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:28.381292] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:28.381318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:28.381375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:28.440024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:28.441092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:28.441183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:28.441216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:28.553744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:28.553895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:28.553935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:28.553964] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:28.557283] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-12-25T20:28:28.557553] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-25T20:28:28.557693] [INFO ] [sig       ] NXGL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:28.695404] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NXGL.txt
[2025-12-25T20:28:28.695552] [INFO ] [sig       ] [2313/3552] Completed NXGL in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-25T20:28:28.695608] [INFO ] [sig       ] [2314/3552] Forecasting NXP...
[2025-12-25T20:28:28.695639] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-25T20:28:28.695668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-25T20:28:28.707160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-25T20:28:28.707550] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-25T20:28:28.708342] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-25T20:28:28.708394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:28.708424] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:28.708450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:28.708507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:28.766735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:28.767564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:28.767668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:28.767700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:28.892002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:28.892159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:28.892203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:28.892233] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:28.895725] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=65.72%)
[2025-12-25T20:28:28.896057] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-25T20:28:28.896189] [INFO ] [sig       ] NXP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:29.037742] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NXP.txt
[2025-12-25T20:28:29.037922] [INFO ] [sig       ] [2314/3552] Completed NXP in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-25T20:28:29.037965] [INFO ] [sig       ] [2315/3552] Forecasting NXPI...
[2025-12-25T20:28:29.037994] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-25T20:28:29.038024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-25T20:28:29.049475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-25T20:28:29.049931] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-25T20:28:29.050763] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-25T20:28:29.050817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:29.050849] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:29.050875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:29.050932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:29.112121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:29.113017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:29.113101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:29.113135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:29.238251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:29.238429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:29.238487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:29.238530] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:29.243040] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-12-25T20:28:29.243444] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-25T20:28:29.243643] [INFO ] [sig       ] NXPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:29.390251] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NXPI.txt
[2025-12-25T20:28:29.390390] [INFO ] [sig       ] [2315/3552] Completed NXPI in 0.4s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-25T20:28:29.390431] [INFO ] [sig       ] [2316/3552] Forecasting NYXH...
[2025-12-25T20:28:29.390462] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-25T20:28:29.390493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-25T20:28:29.401165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-25T20:28:29.401502] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-25T20:28:29.402289] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-25T20:28:29.402342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:29.402375] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:29.402402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:29.402459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:29.460287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:29.460970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:29.461052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:29.461100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:29.584226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:29.584396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:29.584437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:29.584466] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:29.587895] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: DOWN (p=48.32%)
[2025-12-25T20:28:29.588188] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-25T20:28:29.588316] [INFO ] [sig       ] NYXH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:29.729407] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NYXH.txt
[2025-12-25T20:28:29.729600] [INFO ] [sig       ] [2316/3552] Completed NYXH in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-25T20:28:29.729644] [INFO ] [sig       ] [2317/3552] Forecasting NZF...
[2025-12-25T20:28:29.729675] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-25T20:28:29.729740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-25T20:28:29.741776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-25T20:28:29.742169] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-25T20:28:29.743059] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-25T20:28:29.743113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:29.743149] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:29.743175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:29.743234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:29.799386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:29.800070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:29.800165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:29.800204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:29.920754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:29.920906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:29.920948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:29.920977] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:29.924557] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-25T20:28:29.924862] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-25T20:28:29.924993] [INFO ] [sig       ] NZF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:30.065928] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NZF.txt
[2025-12-25T20:28:30.066084] [INFO ] [sig       ] [2317/3552] Completed NZF in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-25T20:28:30.066128] [INFO ] [sig       ] [2318/3552] Forecasting OABI...
[2025-12-25T20:28:30.066167] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-25T20:28:30.066227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-25T20:28:30.078036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-25T20:28:30.078495] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-25T20:28:30.079341] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-25T20:28:30.079394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:30.079425] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:30.079451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:30.079507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:30.136901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:30.137774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:30.137855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:30.137887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:30.260446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:30.260624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:30.260667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:30.260696] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:30.264040] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=71.46%)
[2025-12-25T20:28:30.264316] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-25T20:28:30.264438] [INFO ] [sig       ] OABI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:30.405852] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OABI.txt
[2025-12-25T20:28:30.406013] [INFO ] [sig       ] [2318/3552] Completed OABI in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-25T20:28:30.406053] [INFO ] [sig       ] [2319/3552] Forecasting OBDC...
[2025-12-25T20:28:30.406084] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-25T20:28:30.406115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-25T20:28:30.416758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-25T20:28:30.417143] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-25T20:28:30.417932] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-25T20:28:30.417983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:30.418016] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:30.418042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:30.418099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:30.477171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:30.478020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:30.478104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:30.478139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:30.597485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:30.597688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:30.597734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:30.597764] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:30.601587] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-12-25T20:28:30.601967] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-25T20:28:30.602111] [INFO ] [sig       ] OBDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:30.743186] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OBDC.txt
[2025-12-25T20:28:30.743323] [INFO ] [sig       ] [2319/3552] Completed OBDC in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-25T20:28:30.743362] [INFO ] [sig       ] [2320/3552] Forecasting OBIL...
[2025-12-25T20:28:30.743391] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-25T20:28:30.743422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-25T20:28:30.753780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-25T20:28:30.754087] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-25T20:28:30.754864] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-25T20:28:30.754929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:30.754961] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:30.754988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:30.755045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:30.812408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:30.813235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:30.813318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:30.813351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:30.921108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:30.921265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:30.921304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:30.921333] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:30.924650] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-25T20:28:30.924925] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-25T20:28:30.925044] [INFO ] [sig       ] OBIL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:31.062974] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OBIL.txt
[2025-12-25T20:28:31.063114] [INFO ] [sig       ] [2320/3552] Completed OBIL in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-25T20:28:31.063158] [INFO ] [sig       ] [2321/3552] Forecasting OBIO...
[2025-12-25T20:28:31.063187] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-25T20:28:31.063243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-25T20:28:31.074849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-25T20:28:31.075266] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-25T20:28:31.076067] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-25T20:28:31.076119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:31.076150] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:31.076176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:31.076233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:31.133600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:31.134484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:31.134568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:31.134647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:31.251130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:31.251318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:31.251359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:31.251389] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:31.254836] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=58.33%)
[2025-12-25T20:28:31.255129] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-25T20:28:31.255271] [INFO ] [sig       ] OBIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:31.397281] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OBIO.txt
[2025-12-25T20:28:31.397450] [INFO ] [sig       ] [2321/3552] Completed OBIO in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-25T20:28:31.397490] [INFO ] [sig       ] [2322/3552] Forecasting OBK...
[2025-12-25T20:28:31.397519] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-25T20:28:31.397550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-25T20:28:31.409136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-25T20:28:31.409631] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-25T20:28:31.410429] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-25T20:28:31.410483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:31.410514] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:31.410541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:31.410616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:31.467890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:31.468788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:31.468874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:31.468907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:31.589192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:31.589345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:31.589385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:31.589414] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:31.592710] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=68.59%)
[2025-12-25T20:28:31.592982] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-25T20:28:31.593103] [INFO ] [sig       ] OBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:31.736206] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OBK.txt
[2025-12-25T20:28:31.736360] [INFO ] [sig       ] [2322/3552] Completed OBK in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-25T20:28:31.736401] [INFO ] [sig       ] [2323/3552] Forecasting OC...
[2025-12-25T20:28:31.736431] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-25T20:28:31.736463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-25T20:28:31.748221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-25T20:28:31.748605] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-25T20:28:31.749400] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-25T20:28:31.749453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:31.749484] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:31.749511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:31.749590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:31.805485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:31.806198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:31.806278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:31.806310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:31.928791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:31.928972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:31.929023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:31.929059] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:31.932606] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=14.88%)
[2025-12-25T20:28:31.932884] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-25T20:28:31.933030] [INFO ] [sig       ] OC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:32.073696] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OC.txt
[2025-12-25T20:28:32.073836] [INFO ] [sig       ] [2323/3552] Completed OC in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-25T20:28:32.073881] [INFO ] [sig       ] [2324/3552] Forecasting OCCI...
[2025-12-25T20:28:32.073911] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-25T20:28:32.073942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-25T20:28:32.084424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-25T20:28:32.084764] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-25T20:28:32.085511] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-25T20:28:32.085562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:32.085619] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:32.085647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:32.085713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:32.141286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:32.141975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:32.142053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:32.142084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:32.257943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:32.258101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:32.258141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:32.258170] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:32.261496] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: DOWN (p=23.42%)
[2025-12-25T20:28:32.261787] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-25T20:28:32.261908] [INFO ] [sig       ] OCCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:32.398732] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OCCI.txt
[2025-12-25T20:28:32.398928] [INFO ] [sig       ] [2324/3552] Completed OCCI in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-25T20:28:32.398984] [INFO ] [sig       ] [2325/3552] Forecasting OCFC...
[2025-12-25T20:28:32.399026] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-25T20:28:32.399104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-25T20:28:32.410252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-25T20:28:32.410620] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-25T20:28:32.411406] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-25T20:28:32.411459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:32.411492] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:32.411521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:32.411604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:32.468288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:32.468969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:32.469047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:32.469080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:32.589755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:32.589906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:32.589947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:32.589975] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:32.593288] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=22.65%)
[2025-12-25T20:28:32.593594] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-25T20:28:32.593719] [INFO ] [sig       ] OCFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:32.732396] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OCFC.txt
[2025-12-25T20:28:32.732542] [INFO ] [sig       ] [2325/3552] Completed OCFC in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-25T20:28:32.732602] [INFO ] [sig       ] [2326/3552] Forecasting OCGN...
[2025-12-25T20:28:32.732635] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-25T20:28:32.732667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-25T20:28:32.743322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-25T20:28:32.743683] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-25T20:28:32.744439] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-25T20:28:32.744492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:32.744532] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:32.744593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:32.744667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:32.807687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:32.808670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:32.808762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:32.808798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:32.936470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:32.936639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:32.936679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:32.936709] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:32.940136] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=15.18%)
[2025-12-25T20:28:32.940419] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-25T20:28:32.940545] [INFO ] [sig       ] OCGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:33.080661] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OCGN.txt
[2025-12-25T20:28:33.080826] [INFO ] [sig       ] [2326/3552] Completed OCGN in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-25T20:28:33.080873] [INFO ] [sig       ] [2327/3552] Forecasting OCSL...
[2025-12-25T20:28:33.080902] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-25T20:28:33.080938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-25T20:28:33.091940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-25T20:28:33.092289] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-25T20:28:33.093078] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-25T20:28:33.093131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:33.093165] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:33.093192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:33.093250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:33.150164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:33.150813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:33.150890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:33.150922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:33.271087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:33.271235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:33.271311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:33.271343] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:33.274682] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: UP (p=60.26%)
[2025-12-25T20:28:33.274950] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-25T20:28:33.275073] [INFO ] [sig       ] OCSL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:33.413538] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OCSL.txt
[2025-12-25T20:28:33.413687] [INFO ] [sig       ] [2327/3552] Completed OCSL in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-25T20:28:33.413727] [INFO ] [sig       ] [2328/3552] Forecasting OCUL...
[2025-12-25T20:28:33.413756] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-25T20:28:33.413786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-25T20:28:33.424496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-25T20:28:33.424832] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-25T20:28:33.425620] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-25T20:28:33.425670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:33.425727] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:33.425755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:33.425813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:33.483225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:33.484009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:33.484098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:33.484134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:33.604518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:33.604684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:33.604725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:33.604753] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:33.608062] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: DOWN (p=39.26%)
[2025-12-25T20:28:33.608328] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-25T20:28:33.608449] [INFO ] [sig       ] OCUL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:33.746628] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OCUL.txt
[2025-12-25T20:28:33.746767] [INFO ] [sig       ] [2328/3552] Completed OCUL in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-25T20:28:33.746807] [INFO ] [sig       ] [2329/3552] Forecasting ODC...
[2025-12-25T20:28:33.746840] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-25T20:28:33.746870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-25T20:28:33.757718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-25T20:28:33.758025] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-25T20:28:33.758829] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-25T20:28:33.758880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:33.758911] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:33.758937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:33.758994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:33.815511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:33.816254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:33.816345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:33.816383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:33.933110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:33.933267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:33.933308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:33.933337] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:33.936685] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=11.65%)
[2025-12-25T20:28:33.936955] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-25T20:28:33.937075] [INFO ] [sig       ] ODC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:34.074862] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ODC.txt
[2025-12-25T20:28:34.075026] [INFO ] [sig       ] [2329/3552] Completed ODC in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-25T20:28:34.075074] [INFO ] [sig       ] [2330/3552] Forecasting ODD...
[2025-12-25T20:28:34.075104] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-25T20:28:34.075176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-25T20:28:34.086126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-25T20:28:34.086457] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-25T20:28:34.087226] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-25T20:28:34.087278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:34.087309] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:34.087336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:34.087394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:34.142554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:34.143174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:34.143256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:34.143288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:34.263238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:34.263387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:34.263427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:34.263454] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:34.266803] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=57.18%)
[2025-12-25T20:28:34.267075] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-25T20:28:34.267199] [INFO ] [sig       ] ODD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:34.403774] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ODD.txt
[2025-12-25T20:28:34.403926] [INFO ] [sig       ] [2330/3552] Completed ODD in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-25T20:28:34.403977] [INFO ] [sig       ] [2331/3552] Forecasting ODFL...
[2025-12-25T20:28:34.404011] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-25T20:28:34.404046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-25T20:28:34.414645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-25T20:28:34.414982] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-25T20:28:34.415753] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-25T20:28:34.415805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:34.415871] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:34.415901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:34.415959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:34.472133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:34.472776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:34.472854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:34.472886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:34.595514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:34.595677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:34.595718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:34.595779] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:34.599247] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: DOWN (p=26.90%)
[2025-12-25T20:28:34.599548] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-25T20:28:34.599693] [INFO ] [sig       ] ODFL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:34.741933] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ODFL.txt
[2025-12-25T20:28:34.742129] [INFO ] [sig       ] [2331/3552] Completed ODFL in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-25T20:28:34.742186] [INFO ] [sig       ] [2332/3552] Forecasting OEC...
[2025-12-25T20:28:34.742250] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-25T20:28:34.742286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-25T20:28:34.753381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-25T20:28:34.753726] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-25T20:28:34.754492] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-25T20:28:34.754545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:34.754609] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:34.754641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:34.754704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:34.813084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:34.813831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:34.813919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:34.813954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:34.933613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:34.933762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:34.933802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:34.933830] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:34.937362] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-25T20:28:34.937694] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-25T20:28:34.937832] [INFO ] [sig       ] OEC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:35.091297] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OEC.txt
[2025-12-25T20:28:35.091466] [INFO ] [sig       ] [2332/3552] Completed OEC in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-25T20:28:35.091518] [INFO ] [sig       ] [2333/3552] Forecasting OESX...
[2025-12-25T20:28:35.091548] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-25T20:28:35.091622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-25T20:28:35.102272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-25T20:28:35.102679] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-25T20:28:35.103446] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-25T20:28:35.103497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:35.103528] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:35.103555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:35.103641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:35.159436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:35.160221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:35.160305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:35.160337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:35.278162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:35.278318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:35.278360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:35.278390] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:35.281838] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=69.61%)
[2025-12-25T20:28:35.282114] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-25T20:28:35.282239] [INFO ] [sig       ] OESX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:35.420656] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OESX.txt
[2025-12-25T20:28:35.420796] [INFO ] [sig       ] [2333/3552] Completed OESX in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-25T20:28:35.420836] [INFO ] [sig       ] [2334/3552] Forecasting OFG...
[2025-12-25T20:28:35.420895] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-25T20:28:35.420929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-25T20:28:35.433976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-25T20:28:35.434523] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-25T20:28:35.435468] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-25T20:28:35.435522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:35.435554] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:35.435602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:35.435666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:35.492944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:35.493874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:35.493972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:35.494005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:35.615815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:35.616045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:35.616090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:35.616118] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:35.619941] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-12-25T20:28:35.620243] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-25T20:28:35.620376] [INFO ] [sig       ] OFG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:35.762885] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OFG.txt
[2025-12-25T20:28:35.763050] [INFO ] [sig       ] [2334/3552] Completed OFG in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-25T20:28:35.763091] [INFO ] [sig       ] [2335/3552] Forecasting OFIX...
[2025-12-25T20:28:35.763127] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-25T20:28:35.763157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-25T20:28:35.775631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-25T20:28:35.775985] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-25T20:28:35.776861] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-25T20:28:35.776913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:35.776945] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:35.776972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:35.777036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:35.833059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:35.833805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:35.833888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:35.833919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:35.955554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:35.955744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:35.955787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:35.955816] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:35.959512] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: UP (p=67.91%)
[2025-12-25T20:28:35.959816] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-25T20:28:35.959953] [INFO ] [sig       ] OFIX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:36.097550] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OFIX.txt
[2025-12-25T20:28:36.097714] [INFO ] [sig       ] [2335/3552] Completed OFIX in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-25T20:28:36.097755] [INFO ] [sig       ] [2336/3552] Forecasting OFLX...
[2025-12-25T20:28:36.097783] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-25T20:28:36.097814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-25T20:28:36.108790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-25T20:28:36.109144] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-25T20:28:36.110007] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-25T20:28:36.110058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:36.110089] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:36.110115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:36.110172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:36.165733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:36.166369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:36.166451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:36.166482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:36.292418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:36.292597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:36.292640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:36.292669] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:36.295996] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-12-25T20:28:36.296274] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-25T20:28:36.296407] [INFO ] [sig       ] OFLX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:36.436859] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OFLX.txt
[2025-12-25T20:28:36.436995] [INFO ] [sig       ] [2336/3552] Completed OFLX in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-25T20:28:36.437034] [INFO ] [sig       ] [2337/3552] Forecasting OFS...
[2025-12-25T20:28:36.437063] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-25T20:28:36.437093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-25T20:28:36.448664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-25T20:28:36.449038] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-25T20:28:36.449879] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-25T20:28:36.449932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:36.449963] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:36.449989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:36.450046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:36.506625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:36.507298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:36.507383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:36.507415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:36.626867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:36.627046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:36.627088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:36.627118] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:36.631463] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2025-12-25T20:28:36.631901] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-25T20:28:36.632081] [INFO ] [sig       ] OFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:36.775259] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OFS.txt
[2025-12-25T20:28:36.775425] [INFO ] [sig       ] [2337/3552] Completed OFS in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-25T20:28:36.775465] [INFO ] [sig       ] [2338/3552] Forecasting OGE...
[2025-12-25T20:28:36.775497] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-25T20:28:36.775526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-25T20:28:36.786746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-25T20:28:36.787120] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-25T20:28:36.787905] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-25T20:28:36.787957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:36.787987] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:36.788014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:36.788072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:36.845078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:36.845957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:36.846078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:36.846114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:36.965952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:36.966108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:36.966148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:36.966193] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:36.969537] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=15.70%)
[2025-12-25T20:28:36.969830] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-25T20:28:36.969953] [INFO ] [sig       ] OGE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:37.109234] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OGE.txt
[2025-12-25T20:28:37.109370] [INFO ] [sig       ] [2338/3552] Completed OGE in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-25T20:28:37.109409] [INFO ] [sig       ] [2339/3552] Forecasting OGI...
[2025-12-25T20:28:37.109441] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-25T20:28:37.109471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-25T20:28:37.122982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-25T20:28:37.123498] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-25T20:28:37.124440] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-25T20:28:37.124496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:37.124529] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:37.124556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:37.124636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:37.182493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:37.183443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:37.183545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:37.183601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:37.309350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:37.309612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:37.309688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:37.309723] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:37.313770] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=24.54%)
[2025-12-25T20:28:37.314083] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-25T20:28:37.314227] [INFO ] [sig       ] OGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:37.456152] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OGI.txt
[2025-12-25T20:28:37.456335] [INFO ] [sig       ] [2339/3552] Completed OGI in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-25T20:28:37.456376] [INFO ] [sig       ] [2340/3552] Forecasting OGN...
[2025-12-25T20:28:37.456406] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-25T20:28:37.456438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-25T20:28:37.469358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-25T20:28:37.469805] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-25T20:28:37.470664] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-25T20:28:37.470716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:37.470748] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:37.470774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:37.470832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:37.526810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:37.527450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:37.527534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:37.527599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:37.649384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:37.649554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:37.649615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:37.649644] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:37.653046] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-12-25T20:28:37.653320] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-25T20:28:37.653445] [INFO ] [sig       ] OGN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:37.790228] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OGN.txt
[2025-12-25T20:28:37.790374] [INFO ] [sig       ] [2340/3552] Completed OGN in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-25T20:28:37.790414] [INFO ] [sig       ] [2341/3552] Forecasting OHI...
[2025-12-25T20:28:37.790443] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-25T20:28:37.790474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-25T20:28:37.802162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-25T20:28:37.802507] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-25T20:28:37.803293] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-25T20:28:37.803345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:37.803378] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:37.803404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:37.803460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:37.859588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:37.860192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:37.860270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:37.860301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:37.976684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:37.976844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:37.976885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:37.976913] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:37.980279] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-25T20:28:37.980550] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-25T20:28:37.980697] [INFO ] [sig       ] OHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:38.122435] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OHI.txt
[2025-12-25T20:28:38.122610] [INFO ] [sig       ] [2341/3552] Completed OHI in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-25T20:28:38.122652] [INFO ] [sig       ] [2342/3552] Forecasting OI...
[2025-12-25T20:28:38.122690] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-25T20:28:38.122720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-25T20:28:38.136990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-25T20:28:38.137549] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-25T20:28:38.138641] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-25T20:28:38.138695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:38.138728] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:38.138755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:38.138829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:38.194632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:38.195322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:38.195465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:38.195502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:38.316337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:38.316513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:38.316554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:38.316601] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:38.319981] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-12-25T20:28:38.320257] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-25T20:28:38.320389] [INFO ] [sig       ] OI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:38.457266] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OI.txt
[2025-12-25T20:28:38.457440] [INFO ] [sig       ] [2342/3552] Completed OI in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-25T20:28:38.457479] [INFO ] [sig       ] [2343/3552] Forecasting OIA...
[2025-12-25T20:28:38.457510] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-25T20:28:38.457542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-25T20:28:38.469026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-25T20:28:38.469457] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-25T20:28:38.470321] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-25T20:28:38.470375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:38.470407] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:38.470434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:38.470492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:38.526807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:38.527452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:38.527533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:38.527564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:38.646477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:38.646650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:38.646692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:38.646720] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:38.650115] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=40.97%)
[2025-12-25T20:28:38.650390] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-25T20:28:38.650515] [INFO ] [sig       ] OIA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:38.791039] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OIA.txt
[2025-12-25T20:28:38.791196] [INFO ] [sig       ] [2343/3552] Completed OIA in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-25T20:28:38.791266] [INFO ] [sig       ] [2344/3552] Forecasting OII...
[2025-12-25T20:28:38.791300] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-25T20:28:38.791330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-25T20:28:38.804865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-25T20:28:38.805495] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-25T20:28:38.806498] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-25T20:28:38.806596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:38.806635] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:38.806663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:38.806723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:38.863822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:38.864892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:38.864993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:38.865033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:38.986202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:38.986445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:38.986491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:38.986521] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:38.990521] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=20.30%)
[2025-12-25T20:28:38.990872] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-25T20:28:38.991012] [INFO ] [sig       ] OII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:39.143118] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OII.txt
[2025-12-25T20:28:39.143642] [INFO ] [sig       ] [2344/3552] Completed OII in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-25T20:28:39.143695] [INFO ] [sig       ] [2345/3552] Forecasting OIS...
[2025-12-25T20:28:39.143728] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-25T20:28:39.143764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-25T20:28:39.156354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-25T20:28:39.156900] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-25T20:28:39.157810] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-25T20:28:39.157863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:39.157933] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:39.157961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:39.158020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:39.217248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:39.218326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:39.218426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:39.218461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:39.341250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:39.341422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:39.341464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:39.341492] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:39.345130] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-25T20:28:39.345429] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-25T20:28:39.345561] [INFO ] [sig       ] OIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:39.486345] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OIS.txt
[2025-12-25T20:28:39.486601] [INFO ] [sig       ] [2345/3552] Completed OIS in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-25T20:28:39.486653] [INFO ] [sig       ] [2346/3552] Forecasting OKE...
[2025-12-25T20:28:39.486722] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-25T20:28:39.486758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-25T20:28:39.499947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-25T20:28:39.500420] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-25T20:28:39.501366] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-25T20:28:39.501420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:39.501464] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:39.501498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:39.501559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:39.558527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:39.559541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:39.559652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:39.559686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:39.691338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:39.691587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:39.691637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:39.691667] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:39.695788] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-12-25T20:28:39.696285] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-25T20:28:39.696466] [INFO ] [sig       ] OKE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:39.854467] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OKE.txt
[2025-12-25T20:28:39.854697] [INFO ] [sig       ] [2346/3552] Completed OKE in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-25T20:28:39.854751] [INFO ] [sig       ] [2347/3552] Forecasting OKTA...
[2025-12-25T20:28:39.854781] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-25T20:28:39.854852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-25T20:28:39.868173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-25T20:28:39.868710] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-25T20:28:39.870308] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-25T20:28:39.870469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:39.870505] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:39.870532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:39.870625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:39.933831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:39.934795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:39.934906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:39.934959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:40.067290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:40.067460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:40.067501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:40.067530] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:40.071211] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: DOWN (p=28.81%)
[2025-12-25T20:28:40.071540] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-25T20:28:40.071708] [INFO ] [sig       ] OKTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:40.222247] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OKTA.txt
[2025-12-25T20:28:40.222438] [INFO ] [sig       ] [2347/3552] Completed OKTA in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-25T20:28:40.222482] [INFO ] [sig       ] [2348/3552] Forecasting OKYO...
[2025-12-25T20:28:40.222543] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-25T20:28:40.222593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-25T20:28:40.235521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-25T20:28:40.235949] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-25T20:28:40.236776] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-25T20:28:40.236829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:40.236862] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:40.236889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:40.236948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:40.303142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:40.304391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:40.304698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:40.304749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:40.441425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:40.441615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:40.441658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:40.441734] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:40.445318] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-12-25T20:28:40.445855] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-25T20:28:40.446000] [INFO ] [sig       ] OKYO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:40.603736] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OKYO.txt
[2025-12-25T20:28:40.603959] [INFO ] [sig       ] [2348/3552] Completed OKYO in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-25T20:28:40.604013] [INFO ] [sig       ] [2349/3552] Forecasting OLED...
[2025-12-25T20:28:40.604087] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-25T20:28:40.604141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-25T20:28:40.620471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-25T20:28:40.620986] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-25T20:28:40.622069] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-25T20:28:40.622136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:40.622178] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:40.622213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:40.622296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:40.705075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:40.706015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:40.706119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:40.706154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:40.870495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:40.870695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:40.870743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:40.870775] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:40.875112] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=52.22%)
[2025-12-25T20:28:40.875485] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-25T20:28:40.875653] [INFO ] [sig       ] OLED: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:41.053727] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OLED.txt
[2025-12-25T20:28:41.053924] [INFO ] [sig       ] [2349/3552] Completed OLED in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-25T20:28:41.053969] [INFO ] [sig       ] [2350/3552] Forecasting OLLI...
[2025-12-25T20:28:41.054038] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-25T20:28:41.054077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-25T20:28:41.068358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-25T20:28:41.068809] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-25T20:28:41.069702] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-25T20:28:41.069757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:41.069790] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:41.069817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:41.069877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:41.146467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:41.147733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:41.147857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:41.147914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:41.296990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:41.297158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:41.297200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:41.297235] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:41.301304] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2025-12-25T20:28:41.301698] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-25T20:28:41.301863] [INFO ] [sig       ] OLLI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:41.470620] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OLLI.txt
[2025-12-25T20:28:41.470793] [INFO ] [sig       ] [2350/3552] Completed OLLI in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-25T20:28:41.470834] [INFO ] [sig       ] [2351/3552] Forecasting OLMA...
[2025-12-25T20:28:41.470862] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-25T20:28:41.470893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-25T20:28:41.484821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-25T20:28:41.485338] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-25T20:28:41.486518] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-25T20:28:41.486617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:41.486675] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:41.486724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:41.486820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:41.560069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:41.561009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:41.561106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:41.561142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:41.692159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:41.692339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:41.692383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:41.692412] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:41.695956] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-25T20:28:41.696263] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-25T20:28:41.696402] [INFO ] [sig       ] OLMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:41.853467] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OLMA.txt
[2025-12-25T20:28:41.853656] [INFO ] [sig       ] [2351/3552] Completed OLMA in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-25T20:28:41.853723] [INFO ] [sig       ] [2352/3552] Forecasting OLN...
[2025-12-25T20:28:41.853756] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-25T20:28:41.853787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-25T20:28:41.864636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-25T20:28:41.865001] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-25T20:28:41.865813] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-25T20:28:41.865866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:41.865898] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:41.865925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:41.865984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:41.929044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:41.929994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:41.930080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:41.930113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:42.048126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:42.048295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:42.048336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:42.048366] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:42.051728] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=86.33%)
[2025-12-25T20:28:42.052002] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-25T20:28:42.052125] [INFO ] [sig       ] OLN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:42.207395] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OLN.txt
[2025-12-25T20:28:42.207558] [INFO ] [sig       ] [2352/3552] Completed OLN in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-25T20:28:42.207619] [INFO ] [sig       ] [2353/3552] Forecasting OLP...
[2025-12-25T20:28:42.207658] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-25T20:28:42.207732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-25T20:28:42.218536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-25T20:28:42.218939] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-25T20:28:42.219778] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-25T20:28:42.219831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:42.219862] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:42.219889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:42.219946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:42.277087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:42.278016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:42.278100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:42.278133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:42.397101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:42.397255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:42.397295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:42.397324] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:42.400761] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=34.77%)
[2025-12-25T20:28:42.401037] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-25T20:28:42.401160] [INFO ] [sig       ] OLP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:42.540142] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OLP.txt
[2025-12-25T20:28:42.540327] [INFO ] [sig       ] [2353/3552] Completed OLP in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-25T20:28:42.540387] [INFO ] [sig       ] [2354/3552] Forecasting OLPX...
[2025-12-25T20:28:42.540454] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-25T20:28:42.540488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-25T20:28:42.552113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-25T20:28:42.552515] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-25T20:28:42.553318] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-25T20:28:42.553371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:42.553405] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:42.553432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:42.553490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:42.610682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:42.611511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:42.611613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:42.611650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:42.734974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:42.735126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:42.735166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:42.735195] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:42.738469] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=13.43%)
[2025-12-25T20:28:42.738753] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-25T20:28:42.738875] [INFO ] [sig       ] OLPX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:42.877755] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OLPX.txt
[2025-12-25T20:28:42.877915] [INFO ] [sig       ] [2354/3552] Completed OLPX in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-25T20:28:42.877955] [INFO ] [sig       ] [2355/3552] Forecasting OM...
[2025-12-25T20:28:42.877985] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-25T20:28:42.878015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-25T20:28:42.889084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-25T20:28:42.889486] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-25T20:28:42.890260] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-25T20:28:42.890312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:42.890357] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:42.890386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:42.890443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:42.946866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:42.947818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:42.947938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:42.947973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:43.068838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:43.068997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:43.069038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:43.069066] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:43.072436] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-12-25T20:28:43.072726] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-25T20:28:43.072852] [INFO ] [sig       ] OM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:43.211424] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OM.txt
[2025-12-25T20:28:43.211566] [INFO ] [sig       ] [2355/3552] Completed OM in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-25T20:28:43.211622] [INFO ] [sig       ] [2356/3552] Forecasting OMAB...
[2025-12-25T20:28:43.211652] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-25T20:28:43.211681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-25T20:28:43.222319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-25T20:28:43.222648] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-25T20:28:43.223399] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-25T20:28:43.223461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:43.223500] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:43.223532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:43.223608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:43.280370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:43.280995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:43.281072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:43.281103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:43.398895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:43.399053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:43.399092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:43.399119] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:43.402555] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=38.71%)
[2025-12-25T20:28:43.402853] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-25T20:28:43.402982] [INFO ] [sig       ] OMAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:43.541274] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OMAB.txt
[2025-12-25T20:28:43.541407] [INFO ] [sig       ] [2356/3552] Completed OMAB in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-25T20:28:43.541449] [INFO ] [sig       ] [2357/3552] Forecasting OMC...
[2025-12-25T20:28:43.541480] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-25T20:28:43.541510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-25T20:28:43.552878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-25T20:28:43.553213] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-25T20:28:43.553979] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-25T20:28:43.554030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:43.554061] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:43.554088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:43.554144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:43.610424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:43.611050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:43.611126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:43.611158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:43.728805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:43.728957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:43.728996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:43.729024] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:43.732360] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2025-12-25T20:28:43.732649] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-25T20:28:43.732771] [INFO ] [sig       ] OMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:43.927394] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OMC.txt
[2025-12-25T20:28:43.927544] [INFO ] [sig       ] [2357/3552] Completed OMC in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-25T20:28:43.927602] [INFO ] [sig       ] [2358/3552] Forecasting OMCL...
[2025-12-25T20:28:43.927637] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-25T20:28:43.927666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-25T20:28:43.938442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-25T20:28:43.938777] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-25T20:28:43.939552] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-25T20:28:43.939628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:43.939663] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:43.939690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:43.939748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:43.995790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:43.996389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:43.996467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:43.996498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:44.118961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:44.119107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:44.119146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:44.119198] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:44.122487] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=10.05%)
[2025-12-25T20:28:44.122773] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-25T20:28:44.122897] [INFO ] [sig       ] OMCL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:44.263510] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OMCL.txt
[2025-12-25T20:28:44.263795] [INFO ] [sig       ] [2358/3552] Completed OMCL in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-25T20:28:44.263910] [INFO ] [sig       ] [2359/3552] Forecasting OMEX...
[2025-12-25T20:28:44.263967] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-25T20:28:44.264017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-25T20:28:44.276160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-25T20:28:44.276565] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-25T20:28:44.277446] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-25T20:28:44.277507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:44.277547] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:44.277593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:44.277657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:44.340255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:44.341109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:44.341211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:44.341252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:44.472437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:44.472627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:44.472685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:44.472718] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:44.476436] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-25T20:28:44.476737] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-25T20:28:44.476870] [INFO ] [sig       ] OMEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:44.626684] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OMEX.txt
[2025-12-25T20:28:44.626879] [INFO ] [sig       ] [2359/3552] Completed OMEX in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-25T20:28:44.626931] [INFO ] [sig       ] [2360/3552] Forecasting OMF...
[2025-12-25T20:28:44.626963] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-25T20:28:44.626993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-25T20:28:44.639081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-25T20:28:44.639500] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-25T20:28:44.640347] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-25T20:28:44.640404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:44.640444] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:44.640477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:44.640548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:44.701734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:44.702551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:44.702654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:44.702688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:44.831606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:44.831771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:44.831828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:44.831865] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:44.835323] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=45.62%)
[2025-12-25T20:28:44.835622] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-25T20:28:44.835772] [INFO ] [sig       ] OMF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:44.981851] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OMF.txt
[2025-12-25T20:28:44.982018] [INFO ] [sig       ] [2360/3552] Completed OMF in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-25T20:28:44.982092] [INFO ] [sig       ] [2361/3552] Forecasting OMI...
[2025-12-25T20:28:44.982125] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-25T20:28:44.982156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-25T20:28:44.993399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-25T20:28:44.993786] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-25T20:28:44.994555] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-25T20:28:44.994631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:44.994673] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:44.994713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:44.994785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:45.053955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:45.054815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:45.054910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:45.054947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:45.177896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:45.178049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:45.178094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:45.178124] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:45.181620] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=49.59%)
[2025-12-25T20:28:45.181891] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-25T20:28:45.182014] [INFO ] [sig       ] OMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:45.322887] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OMI.txt
[2025-12-25T20:28:45.323043] [INFO ] [sig       ] [2361/3552] Completed OMI in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-25T20:28:45.323086] [INFO ] [sig       ] [2362/3552] Forecasting ON...
[2025-12-25T20:28:45.323118] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-25T20:28:45.323148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-25T20:28:45.335719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-25T20:28:45.336111] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-25T20:28:45.336894] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-25T20:28:45.336947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:45.337029] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:45.337058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:45.337116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:45.397741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:45.398459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:45.398555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:45.398607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:45.522699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:45.522857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:45.522900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:45.522951] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:45.526374] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=9.06%)
[2025-12-25T20:28:45.526677] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-25T20:28:45.526806] [INFO ] [sig       ] ON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:45.665184] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ON.txt
[2025-12-25T20:28:45.665340] [INFO ] [sig       ] [2362/3552] Completed ON in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-25T20:28:45.665381] [INFO ] [sig       ] [2363/3552] Forecasting ONB...
[2025-12-25T20:28:45.665443] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-25T20:28:45.665472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-25T20:28:45.676067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-25T20:28:45.676388] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-25T20:28:45.677148] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-25T20:28:45.677199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:45.677231] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:45.677257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:45.677314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:45.733385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:45.734154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:45.734238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:45.734271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:45.853866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:45.854016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:45.854057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:45.854086] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:45.857407] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-12-25T20:28:45.857695] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-25T20:28:45.857819] [INFO ] [sig       ] ONB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:45.996976] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ONB.txt
[2025-12-25T20:28:45.997127] [INFO ] [sig       ] [2363/3552] Completed ONB in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-25T20:28:45.997167] [INFO ] [sig       ] [2364/3552] Forecasting ONCO...
[2025-12-25T20:28:45.997231] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-25T20:28:45.997261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-25T20:28:46.008198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-25T20:28:46.008532] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-25T20:28:46.009327] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-25T20:28:46.009379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:46.009411] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:46.009438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:46.009495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:46.066509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:46.067220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:46.067300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:46.067348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:46.191316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:46.191472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:46.191520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:46.191555] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:46.195026] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=44.09%)
[2025-12-25T20:28:46.195296] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-25T20:28:46.195419] [INFO ] [sig       ] ONCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:46.334022] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ONCO.txt
[2025-12-25T20:28:46.334156] [INFO ] [sig       ] [2364/3552] Completed ONCO in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-25T20:28:46.334195] [INFO ] [sig       ] [2365/3552] Forecasting ONDS...
[2025-12-25T20:28:46.334225] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-25T20:28:46.334256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-25T20:28:46.345186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-25T20:28:46.345537] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-25T20:28:46.346332] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-25T20:28:46.346385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:46.346416] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:46.346443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:46.346499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:46.410406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:46.411299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:46.411385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:46.411420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:46.528758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:46.528911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:46.528951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:46.529011] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:46.532438] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=47.18%)
[2025-12-25T20:28:46.532733] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-25T20:28:46.532863] [INFO ] [sig       ] ONDS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:46.672887] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ONDS.txt
[2025-12-25T20:28:46.673032] [INFO ] [sig       ] [2365/3552] Completed ONDS in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-25T20:28:46.673071] [INFO ] [sig       ] [2366/3552] Forecasting ONEQ...
[2025-12-25T20:28:46.673100] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-25T20:28:46.673131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-25T20:28:46.683732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-25T20:28:46.684057] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-25T20:28:46.684882] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-25T20:28:46.684936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:46.684968] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:46.685007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:46.685067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:46.742545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:46.743282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:46.743362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:46.743404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:46.865346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:46.865497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:46.865536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:46.865564] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:46.868867] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=93.23%)
[2025-12-25T20:28:46.869136] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-25T20:28:46.869272] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:47.008166] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ONEQ.txt
[2025-12-25T20:28:47.008303] [INFO ] [sig       ] [2366/3552] Completed ONEQ in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-25T20:28:47.008342] [INFO ] [sig       ] [2367/3552] Forecasting ONL...
[2025-12-25T20:28:47.008376] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-25T20:28:47.008407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-25T20:28:47.019602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-25T20:28:47.019973] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-25T20:28:47.020787] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-25T20:28:47.020839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:47.020871] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:47.020898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:47.020956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:47.080404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:47.081208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:47.081288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:47.081320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:47.205560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:47.205724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:47.205763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:47.205793] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:47.209099] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=9.73%)
[2025-12-25T20:28:47.209389] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-25T20:28:47.209515] [INFO ] [sig       ] ONL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:47.348931] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ONL.txt
[2025-12-25T20:28:47.349068] [INFO ] [sig       ] [2367/3552] Completed ONL in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-25T20:28:47.349107] [INFO ] [sig       ] [2368/3552] Forecasting ONON...
[2025-12-25T20:28:47.349136] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-25T20:28:47.349167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-25T20:28:47.360631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-25T20:28:47.360970] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-25T20:28:47.361814] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-25T20:28:47.361866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:47.361897] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:47.361924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:47.361981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:47.418248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:47.418897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:47.418976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:47.419008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:47.540893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:47.541038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:47.541077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:47.541105] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:47.544452] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=54.27%)
[2025-12-25T20:28:47.544752] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-25T20:28:47.544875] [INFO ] [sig       ] ONON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:47.685167] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ONON.txt
[2025-12-25T20:28:47.685328] [INFO ] [sig       ] [2368/3552] Completed ONON in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-25T20:28:47.685367] [INFO ] [sig       ] [2369/3552] Forecasting ONTF...
[2025-12-25T20:28:47.685397] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-25T20:28:47.685426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-25T20:28:47.701026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-25T20:28:47.701419] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-25T20:28:47.702311] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-25T20:28:47.702375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:47.702416] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:47.702452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:47.702517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:47.760011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:47.760879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:47.760959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:47.760992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:47.880220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:47.880373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:47.880414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:47.880442] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:47.883755] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=17.98%)
[2025-12-25T20:28:47.884025] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-25T20:28:47.884147] [INFO ] [sig       ] ONTF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:48.022435] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ONTF.txt
[2025-12-25T20:28:48.022595] [INFO ] [sig       ] [2369/3552] Completed ONTF in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-25T20:28:48.022644] [INFO ] [sig       ] [2370/3552] Forecasting ONTO...
[2025-12-25T20:28:48.022680] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-25T20:28:48.022723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-25T20:28:48.035438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-25T20:28:48.035898] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-25T20:28:48.036842] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-25T20:28:48.036896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:48.036929] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:48.036957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:48.037017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:48.096981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:48.097887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:48.097978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:48.098013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:48.227096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:48.227254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:48.227295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:48.227325] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:48.230943] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=89.21%)
[2025-12-25T20:28:48.231287] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-25T20:28:48.231457] [INFO ] [sig       ] ONTO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:48.384782] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ONTO.txt
[2025-12-25T20:28:48.384959] [INFO ] [sig       ] [2370/3552] Completed ONTO in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-25T20:28:48.385007] [INFO ] [sig       ] [2371/3552] Forecasting OOMA...
[2025-12-25T20:28:48.385040] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-25T20:28:48.385073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-25T20:28:48.397630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-25T20:28:48.398023] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-25T20:28:48.398852] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-25T20:28:48.398906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:48.398940] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:48.398968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:48.399029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:48.459898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:48.460755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:48.460842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:48.460876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:48.584259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:48.584415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:48.584456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:48.584486] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:48.588078] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=9.64%)
[2025-12-25T20:28:48.588389] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-25T20:28:48.588526] [INFO ] [sig       ] OOMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:48.740929] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OOMA.txt
[2025-12-25T20:28:48.741092] [INFO ] [sig       ] [2371/3552] Completed OOMA in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-25T20:28:48.741137] [INFO ] [sig       ] [2372/3552] Forecasting OPAD...
[2025-12-25T20:28:48.741175] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-25T20:28:48.741257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-25T20:28:48.752873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-25T20:28:48.753233] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-25T20:28:48.754035] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-25T20:28:48.754088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:48.754120] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:48.754147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:48.754205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:48.810960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:48.811607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:48.811715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:48.811748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:48.932696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:48.932842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:48.932882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:48.932911] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:48.936232] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-25T20:28:48.936501] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-25T20:28:48.936646] [INFO ] [sig       ] OPAD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:49.075706] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OPAD.txt
[2025-12-25T20:28:49.075836] [INFO ] [sig       ] [2372/3552] Completed OPAD in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-25T20:28:49.075875] [INFO ] [sig       ] [2373/3552] Forecasting OPAL...
[2025-12-25T20:28:49.075906] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-25T20:28:49.075940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-25T20:28:49.089977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-25T20:28:49.090309] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-25T20:28:49.091075] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-25T20:28:49.091127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:49.091159] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:49.091186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:49.091244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:49.147888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:49.148489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:49.148566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:49.148615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:49.274158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:49.274303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:49.274344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:49.274388] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:49.277773] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: UP (p=75.30%)
[2025-12-25T20:28:49.278050] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-25T20:28:49.278175] [INFO ] [sig       ] OPAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:49.418403] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OPAL.txt
[2025-12-25T20:28:49.418566] [INFO ] [sig       ] [2373/3552] Completed OPAL in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-25T20:28:49.418632] [INFO ] [sig       ] [2374/3552] Forecasting OPBK...
[2025-12-25T20:28:49.418662] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-25T20:28:49.418732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-25T20:28:49.433008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-25T20:28:49.433535] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-25T20:28:49.434609] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-25T20:28:49.434670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:49.434708] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:49.434739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:49.434815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:49.494447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:49.495203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:49.495284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:49.495316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:49.616190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:49.616341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:49.616381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:49.616410] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:49.619760] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-25T20:28:49.620030] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-25T20:28:49.620154] [INFO ] [sig       ] OPBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:49.758080] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OPBK.txt
[2025-12-25T20:28:49.758239] [INFO ] [sig       ] [2374/3552] Completed OPBK in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-25T20:28:49.758285] [INFO ] [sig       ] [2375/3552] Forecasting OPCH...
[2025-12-25T20:28:49.758316] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-25T20:28:49.758345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-25T20:28:49.769113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-25T20:28:49.769493] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-25T20:28:49.770281] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-25T20:28:49.770332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:49.770365] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:49.770392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:49.770447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:49.826961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:49.827620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:49.827697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:49.827729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:49.950733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:49.950891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:49.950930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:49.950959] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:49.954429] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-12-25T20:28:49.954744] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-25T20:28:49.954873] [INFO ] [sig       ] OPCH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:50.094446] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OPCH.txt
[2025-12-25T20:28:50.094616] [INFO ] [sig       ] [2375/3552] Completed OPCH in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-25T20:28:50.094659] [INFO ] [sig       ] [2376/3552] Forecasting OPEN...
[2025-12-25T20:28:50.094697] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-25T20:28:50.094726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-25T20:28:50.105725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-25T20:28:50.106058] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-25T20:28:50.106867] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-25T20:28:50.106922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:50.106955] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:50.106985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:50.107044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:50.163332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:50.163994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:50.164077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:50.164108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:50.283932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:50.284070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:50.284109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:50.284137] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:50.287430] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=25.03%)
[2025-12-25T20:28:50.287712] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-25T20:28:50.287834] [INFO ] [sig       ] OPEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:50.425525] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OPEN.txt
[2025-12-25T20:28:50.425660] [INFO ] [sig       ] [2376/3552] Completed OPEN in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-25T20:28:50.425701] [INFO ] [sig       ] [2377/3552] Forecasting OPFI...
[2025-12-25T20:28:50.425730] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-25T20:28:50.425760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-25T20:28:50.436478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-25T20:28:50.436818] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-25T20:28:50.437586] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-25T20:28:50.437638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:50.437670] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:50.437697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:50.437767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:50.494778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:50.495646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:50.495731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:50.495766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:50.619276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:50.619431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:50.619471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:50.619499] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:50.622903] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=90.46%)
[2025-12-25T20:28:50.623177] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-25T20:28:50.623300] [INFO ] [sig       ] OPFI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:50.765268] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OPFI.txt
[2025-12-25T20:28:50.765496] [INFO ] [sig       ] [2377/3552] Completed OPFI in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-25T20:28:50.765559] [INFO ] [sig       ] [2378/3552] Forecasting OPK...
[2025-12-25T20:28:50.765619] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-25T20:28:50.765657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-25T20:28:50.777540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-25T20:28:50.777916] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-25T20:28:50.778745] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-25T20:28:50.778796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:50.778828] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:50.778855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:50.778912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:50.834537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:50.835302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:50.835386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:50.835419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:50.955590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:50.955759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:50.955801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:50.955831] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:50.959340] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=73.27%)
[2025-12-25T20:28:50.959664] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-25T20:28:50.959808] [INFO ] [sig       ] OPK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:51.099063] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OPK.txt
[2025-12-25T20:28:51.099240] [INFO ] [sig       ] [2378/3552] Completed OPK in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-25T20:28:51.099282] [INFO ] [sig       ] [2379/3552] Forecasting OPP...
[2025-12-25T20:28:51.099312] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-25T20:28:51.099342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-25T20:28:51.110011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-25T20:28:51.110349] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-25T20:28:51.111135] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-25T20:28:51.111214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:51.111285] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:51.111314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:51.111372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:51.167601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:51.168289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:51.168369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:51.168410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:51.286926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:51.287076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:51.287117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:51.287145] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:51.290463] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2025-12-25T20:28:51.290757] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-25T20:28:51.290879] [INFO ] [sig       ] OPP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:51.428814] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OPP.txt
[2025-12-25T20:28:51.428988] [INFO ] [sig       ] [2379/3552] Completed OPP in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-25T20:28:51.429034] [INFO ] [sig       ] [2380/3552] Forecasting OPRA...
[2025-12-25T20:28:51.429066] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-25T20:28:51.429096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-25T20:28:51.440958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-25T20:28:51.441326] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-25T20:28:51.442132] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-25T20:28:51.442186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:51.442219] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:51.442247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:51.442306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:51.498998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:51.499744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:51.499825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:51.499860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:51.619661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:51.619817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:51.619857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:51.619884] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:51.623200] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=43.12%)
[2025-12-25T20:28:51.623477] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-25T20:28:51.623619] [INFO ] [sig       ] OPRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:51.761402] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OPRA.txt
[2025-12-25T20:28:51.761542] [INFO ] [sig       ] [2380/3552] Completed OPRA in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-25T20:28:51.761600] [INFO ] [sig       ] [2381/3552] Forecasting OPRX...
[2025-12-25T20:28:51.761657] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-25T20:28:51.761695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-25T20:28:51.772989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-25T20:28:51.773420] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-25T20:28:51.774268] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-25T20:28:51.774322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:51.774355] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:51.774383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:51.774442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:51.833891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:51.834735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:51.834817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:51.834851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:51.954544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:51.954723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:51.954771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:51.954801] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:51.958209] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=24.93%)
[2025-12-25T20:28:51.958502] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-25T20:28:51.958649] [INFO ] [sig       ] OPRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:52.103386] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OPRX.txt
[2025-12-25T20:28:52.103527] [INFO ] [sig       ] [2381/3552] Completed OPRX in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-25T20:28:52.103567] [INFO ] [sig       ] [2382/3552] Forecasting OPTX...
[2025-12-25T20:28:52.103615] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-25T20:28:52.103646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-25T20:28:52.114377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-25T20:28:52.114713] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-25T20:28:52.115483] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-25T20:28:52.115535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:52.115565] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:52.115622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:52.115682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:52.172025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:52.172621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:52.172699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:52.172733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:52.291658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:52.291808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:52.291847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:52.291908] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:52.295247] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: UP (p=81.95%)
[2025-12-25T20:28:52.295519] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-25T20:28:52.295656] [INFO ] [sig       ] OPTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:52.434398] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OPTX.txt
[2025-12-25T20:28:52.434533] [INFO ] [sig       ] [2382/3552] Completed OPTX in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-25T20:28:52.434589] [INFO ] [sig       ] [2383/3552] Forecasting OPXS...
[2025-12-25T20:28:52.434623] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-25T20:28:52.434653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-25T20:28:52.445808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-25T20:28:52.446152] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-25T20:28:52.446961] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-25T20:28:52.447015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:52.447048] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:52.447076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:52.447149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:52.505134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:52.505923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:52.506005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:52.506039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:52.624638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:52.624786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:52.624825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:52.624852] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:52.628203] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=72.98%)
[2025-12-25T20:28:52.628472] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-25T20:28:52.628610] [INFO ] [sig       ] OPXS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:52.771316] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OPXS.txt
[2025-12-25T20:28:52.771467] [INFO ] [sig       ] [2383/3552] Completed OPXS in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-25T20:28:52.771536] [INFO ] [sig       ] [2384/3552] Forecasting ORA...
[2025-12-25T20:28:52.771585] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-25T20:28:52.771621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-25T20:28:52.783093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-25T20:28:52.783412] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-25T20:28:52.784182] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-25T20:28:52.784234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:52.784265] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:52.784292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:52.784350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:52.842538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:52.843251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:52.843331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:52.843365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:52.964098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:52.964244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:52.964286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:52.964317] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:52.967717] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=23.60%)
[2025-12-25T20:28:52.968034] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-25T20:28:52.968161] [INFO ] [sig       ] ORA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:53.107347] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ORA.txt
[2025-12-25T20:28:53.107473] [INFO ] [sig       ] [2384/3552] Completed ORA in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-25T20:28:53.107510] [INFO ] [sig       ] [2385/3552] Forecasting ORC...
[2025-12-25T20:28:53.107540] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-25T20:28:53.107586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-25T20:28:53.118310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-25T20:28:53.118651] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-25T20:28:53.119426] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-25T20:28:53.119477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:53.119508] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:53.119534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:53.119610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:53.175765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:53.176383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:53.176459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:53.176491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:53.295509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:53.295666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:53.295727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:53.295756] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:53.299014] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-12-25T20:28:53.299318] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-25T20:28:53.299441] [INFO ] [sig       ] ORC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:53.438590] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ORC.txt
[2025-12-25T20:28:53.438757] [INFO ] [sig       ] [2385/3552] Completed ORC in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-25T20:28:53.438797] [INFO ] [sig       ] [2386/3552] Forecasting ORGO...
[2025-12-25T20:28:53.438828] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-25T20:28:53.438856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-25T20:28:53.453493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-25T20:28:53.453898] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-25T20:28:53.454771] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-25T20:28:53.454827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:53.454865] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:53.454894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:53.454953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:53.512829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:53.513654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:53.513775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:53.513809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:53.630819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:53.631006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:53.631046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:53.631075] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:53.634406] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: UP (p=59.57%)
[2025-12-25T20:28:53.634697] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-25T20:28:53.634821] [INFO ] [sig       ] ORGO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:53.772415] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ORGO.txt
[2025-12-25T20:28:53.772565] [INFO ] [sig       ] [2386/3552] Completed ORGO in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-25T20:28:53.772622] [INFO ] [sig       ] [2387/3552] Forecasting ORIC...
[2025-12-25T20:28:53.772677] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-25T20:28:53.772708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-25T20:28:53.783066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-25T20:28:53.783380] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-25T20:28:53.784162] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-25T20:28:53.784214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:53.784245] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:53.784271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:53.784328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:53.841374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:53.842039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:53.842120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:53.842152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:53.962619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:53.962770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:53.962816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:53.962845] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:53.966234] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-12-25T20:28:53.966511] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-25T20:28:53.966649] [INFO ] [sig       ] ORIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:54.104482] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ORIC.txt
[2025-12-25T20:28:54.104626] [INFO ] [sig       ] [2387/3552] Completed ORIC in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-25T20:28:54.104667] [INFO ] [sig       ] [2388/3552] Forecasting ORKA...
[2025-12-25T20:28:54.104696] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-25T20:28:54.104733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-25T20:28:54.116226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-25T20:28:54.116648] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-25T20:28:54.117406] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-25T20:28:54.117458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:54.117489] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:54.117515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:54.117592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:54.174263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:54.174948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:54.175027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:54.175060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:54.300806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:54.300973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:54.301012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:54.301040] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:54.304403] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: UP (p=65.49%)
[2025-12-25T20:28:54.304716] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-25T20:28:54.304838] [INFO ] [sig       ] ORKA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:54.442716] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ORKA.txt
[2025-12-25T20:28:54.442856] [INFO ] [sig       ] [2388/3552] Completed ORKA in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-25T20:28:54.442895] [INFO ] [sig       ] [2389/3552] Forecasting ORLY...
[2025-12-25T20:28:54.442926] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-25T20:28:54.442956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-25T20:28:54.453854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-25T20:28:54.454224] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-25T20:28:54.455023] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-25T20:28:54.455075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:54.455108] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:54.455135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:54.455192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:54.512827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:54.513696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:54.513809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:54.513844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:54.637137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:54.637286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:54.637325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:54.637353] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:54.640718] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-12-25T20:28:54.640995] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-25T20:28:54.641118] [INFO ] [sig       ] ORLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:54.779264] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ORLY.txt
[2025-12-25T20:28:54.779413] [INFO ] [sig       ] [2389/3552] Completed ORLY in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-25T20:28:54.779452] [INFO ] [sig       ] [2390/3552] Forecasting ORMP...
[2025-12-25T20:28:54.779482] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-25T20:28:54.779513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-25T20:28:54.790134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-25T20:28:54.790447] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-25T20:28:54.791241] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-25T20:28:54.791293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:54.791363] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:54.791392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:54.791451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:54.847013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:54.847768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:54.847849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:54.847880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:54.966727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:54.966912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:54.966957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:54.966986] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:54.970860] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: UP (p=77.29%)
[2025-12-25T20:28:54.971149] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-25T20:28:54.971277] [INFO ] [sig       ] ORMP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:55.117563] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ORMP.txt
[2025-12-25T20:28:55.117749] [INFO ] [sig       ] [2390/3552] Completed ORMP in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-25T20:28:55.117791] [INFO ] [sig       ] [2391/3552] Forecasting ORN...
[2025-12-25T20:28:55.117827] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-25T20:28:55.117889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-25T20:28:55.128889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-25T20:28:55.129290] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-25T20:28:55.130064] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-25T20:28:55.130115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:55.130146] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:55.130173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:55.130230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:55.187297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:55.188164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:55.188250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:55.188285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:55.308785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:55.308946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:55.308986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:55.309015] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:55.312363] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-12-25T20:28:55.312658] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-25T20:28:55.312805] [INFO ] [sig       ] ORN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:55.450948] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ORN.txt
[2025-12-25T20:28:55.451085] [INFO ] [sig       ] [2391/3552] Completed ORN in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-25T20:28:55.451126] [INFO ] [sig       ] [2392/3552] Forecasting ORRF...
[2025-12-25T20:28:55.451158] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-25T20:28:55.451191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-25T20:28:55.461950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-25T20:28:55.462279] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-25T20:28:55.463047] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-25T20:28:55.463099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:55.463130] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:55.463156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:55.463215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:55.521593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:55.522314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:55.522397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:55.522430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:55.645201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:55.645351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:55.645389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:55.645418] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:55.648720] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: UP (p=70.34%)
[2025-12-25T20:28:55.648995] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-25T20:28:55.649115] [INFO ] [sig       ] ORRF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:55.791387] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ORRF.txt
[2025-12-25T20:28:55.791566] [INFO ] [sig       ] [2392/3552] Completed ORRF in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-25T20:28:55.791624] [INFO ] [sig       ] [2393/3552] Forecasting OS...
[2025-12-25T20:28:55.791654] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-25T20:28:55.791684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-25T20:28:55.802743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-25T20:28:55.803087] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-25T20:28:55.803934] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-25T20:28:55.803988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:55.804021] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:55.804048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:55.804108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:55.862379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:55.863065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:55.863152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:55.863186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:55.984104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:55.984287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:55.984329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:55.984360] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:55.987981] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=29.22%)
[2025-12-25T20:28:55.988380] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-25T20:28:55.988526] [INFO ] [sig       ] OS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:56.127767] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OS.txt
[2025-12-25T20:28:56.127906] [INFO ] [sig       ] [2393/3552] Completed OS in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-25T20:28:56.127959] [INFO ] [sig       ] [2394/3552] Forecasting OSBC...
[2025-12-25T20:28:56.127990] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-25T20:28:56.128021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-25T20:28:56.139054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-25T20:28:56.139398] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-25T20:28:56.140195] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-25T20:28:56.140246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:56.140277] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:56.140305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:56.140364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:56.196764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:56.197419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:56.197495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:56.197541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:56.314884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:56.315035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:56.315080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:56.315108] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:56.318457] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-25T20:28:56.318750] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-25T20:28:56.318872] [INFO ] [sig       ] OSBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:56.461953] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OSBC.txt
[2025-12-25T20:28:56.462124] [INFO ] [sig       ] [2394/3552] Completed OSBC in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-25T20:28:56.462164] [INFO ] [sig       ] [2395/3552] Forecasting OSIS...
[2025-12-25T20:28:56.462194] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-25T20:28:56.462224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-25T20:28:56.473131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-25T20:28:56.473476] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-25T20:28:56.474267] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-25T20:28:56.474319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:56.474351] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:56.474378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:56.474435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:56.533296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:56.534010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:56.534089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:56.534121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:56.653797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:56.653945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:56.653985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:56.654014] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:56.657312] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-12-25T20:28:56.657597] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-25T20:28:56.657738] [INFO ] [sig       ] OSIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:56.798010] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OSIS.txt
[2025-12-25T20:28:56.798141] [INFO ] [sig       ] [2395/3552] Completed OSIS in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-25T20:28:56.798180] [INFO ] [sig       ] [2396/3552] Forecasting OSPN...
[2025-12-25T20:28:56.798210] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-25T20:28:56.798238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-25T20:28:56.810217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-25T20:28:56.810606] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-25T20:28:56.811380] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-25T20:28:56.811432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:56.811519] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:56.811559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:56.811662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:56.867733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:56.868336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:56.868416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:56.868448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:56.987730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:56.987879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:56.987918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:56.987946] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:56.991272] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-12-25T20:28:56.991542] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-25T20:28:56.991681] [INFO ] [sig       ] OSPN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:57.129220] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OSPN.txt
[2025-12-25T20:28:57.129345] [INFO ] [sig       ] [2396/3552] Completed OSPN in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-25T20:28:57.129383] [INFO ] [sig       ] [2397/3552] Forecasting OSS...
[2025-12-25T20:28:57.129412] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-25T20:28:57.129443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-25T20:28:57.140833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-25T20:28:57.141180] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-25T20:28:57.141993] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-25T20:28:57.142047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:57.142081] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:57.142107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:57.142167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:57.198462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:57.199103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:57.199194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:57.199227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:57.313474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:57.313622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:57.313679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:57.313708] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:57.316985] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=48.53%)
[2025-12-25T20:28:57.317249] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-25T20:28:57.317370] [INFO ] [sig       ] OSS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:57.457007] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OSS.txt
[2025-12-25T20:28:57.457131] [INFO ] [sig       ] [2397/3552] Completed OSS in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-25T20:28:57.457169] [INFO ] [sig       ] [2398/3552] Forecasting OTEX...
[2025-12-25T20:28:57.457198] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-25T20:28:57.457231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-25T20:28:57.468157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-25T20:28:57.468501] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-25T20:28:57.472405] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-25T20:28:57.472474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:57.472509] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:57.472538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:57.472621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:57.528887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:57.529555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:57.529649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:57.529681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:57.653959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:57.654108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:57.654147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:57.654175] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:57.657569] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2025-12-25T20:28:57.657887] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-25T20:28:57.658016] [INFO ] [sig       ] OTEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:57.797226] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OTEX.txt
[2025-12-25T20:28:57.797362] [INFO ] [sig       ] [2398/3552] Completed OTEX in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-25T20:28:57.797406] [INFO ] [sig       ] [2399/3552] Forecasting OTIS...
[2025-12-25T20:28:57.797437] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-25T20:28:57.797467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-25T20:28:57.808258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-25T20:28:57.808635] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-25T20:28:57.809434] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-25T20:28:57.809489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:57.809521] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:57.809549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:57.809632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:57.865534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:57.866154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:57.866258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:57.866292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:57.983830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:57.983974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:57.984015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:57.984106] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:57.987489] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2025-12-25T20:28:57.987778] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-25T20:28:57.987902] [INFO ] [sig       ] OTIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:58.128358] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OTIS.txt
[2025-12-25T20:28:58.128521] [INFO ] [sig       ] [2399/3552] Completed OTIS in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-25T20:28:58.128562] [INFO ] [sig       ] [2400/3552] Forecasting OTLY...
[2025-12-25T20:28:58.128611] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-25T20:28:58.128643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-25T20:28:58.141261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-25T20:28:58.141693] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-25T20:28:58.142493] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-25T20:28:58.142552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:58.142608] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:58.142639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:58.142699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:58.200848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:58.201805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:58.201895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:58.201928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:58.330334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:58.330499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:58.330542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:58.330590] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:58.334320] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=13.12%)
[2025-12-25T20:28:58.334626] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-25T20:28:58.334757] [INFO ] [sig       ] OTLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:58.473376] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OTLY.txt
[2025-12-25T20:28:58.473507] [INFO ] [sig       ] [2400/3552] Completed OTLY in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-25T20:28:58.473548] [INFO ] [sig       ] [2401/3552] Forecasting OVID...
[2025-12-25T20:28:58.473595] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-25T20:28:58.473628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-25T20:28:58.484816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-25T20:28:58.485229] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-25T20:28:58.486046] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-25T20:28:58.486100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:58.486150] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:58.486179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:58.486240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:58.544158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:58.544871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:58.544950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:58.544983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:58.664097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:58.664259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:58.664310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:58.664341] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:58.667753] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-25T20:28:58.668075] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-25T20:28:58.668204] [INFO ] [sig       ] OVID: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:28:58.809134] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OVID.txt
[2025-12-25T20:28:58.809358] [INFO ] [sig       ] [2401/3552] Completed OVID in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-25T20:28:58.809410] [INFO ] [sig       ] [2402/3552] Forecasting OVLY...
[2025-12-25T20:28:58.809442] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-25T20:28:58.809474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-25T20:28:58.819614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-25T20:28:58.819968] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-25T20:28:58.820775] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-25T20:28:58.820828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:58.820860] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:58.820888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:58.820946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:58.877997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:58.878714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:58.878796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:58.878828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:58.979882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:58.980082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:58.980145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:58.980192] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:58.985479] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: UP (p=92.02%)
[2025-12-25T20:28:58.985886] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-25T20:28:58.986071] [INFO ] [sig       ] OVLY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:59.135437] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OVLY.txt
[2025-12-25T20:28:59.135609] [INFO ] [sig       ] [2402/3552] Completed OVLY in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-25T20:28:59.135651] [INFO ] [sig       ] [2403/3552] Forecasting OWL...
[2025-12-25T20:28:59.135682] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-25T20:28:59.135738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-25T20:28:59.146705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-25T20:28:59.147094] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-25T20:28:59.147903] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-25T20:28:59.147956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:59.147989] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:59.148016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:59.148074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:59.205880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:59.206694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:59.206776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:59.206810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:59.329455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:59.329629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:59.329672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:59.329702] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:59.333164] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=54.07%)
[2025-12-25T20:28:59.333445] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-25T20:28:59.333603] [INFO ] [sig       ] OWL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:59.471430] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OWL.txt
[2025-12-25T20:28:59.471590] [INFO ] [sig       ] [2403/3552] Completed OWL in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-25T20:28:59.471631] [INFO ] [sig       ] [2404/3552] Forecasting OXLC...
[2025-12-25T20:28:59.471662] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-25T20:28:59.471691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-25T20:28:59.483408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-25T20:28:59.483857] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-25T20:28:59.484690] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-25T20:28:59.484742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:59.484773] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:59.484799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:59.484855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:59.541486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:59.542414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:59.542504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:59.542537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:59.663448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:59.663620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:59.663662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:59.663691] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:28:59.667036] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: UP (p=57.36%)
[2025-12-25T20:28:59.667312] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-25T20:28:59.667438] [INFO ] [sig       ] OXLC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:28:59.810050] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OXLC.txt
[2025-12-25T20:28:59.810312] [INFO ] [sig       ] [2404/3552] Completed OXLC in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-25T20:28:59.810355] [INFO ] [sig       ] [2405/3552] Forecasting OXM...
[2025-12-25T20:28:59.810393] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-25T20:28:59.810456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-25T20:28:59.821720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-25T20:28:59.822090] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-25T20:28:59.822904] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-25T20:28:59.822956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:28:59.822988] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:28:59.823014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:28:59.823071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:28:59.878673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:28:59.879445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:28:59.879527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:28:59.879559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:28:59.999243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:28:59.999400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:28:59.999444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:28:59.999485] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:00.002832] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-25T20:29:00.003111] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-25T20:29:00.003235] [INFO ] [sig       ] OXM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:00.141104] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OXM.txt
[2025-12-25T20:29:00.141266] [INFO ] [sig       ] [2405/3552] Completed OXM in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-25T20:29:00.141307] [INFO ] [sig       ] [2406/3552] Forecasting OXSQ...
[2025-12-25T20:29:00.141337] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-25T20:29:00.141368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-25T20:29:00.151953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-25T20:29:00.152286] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-25T20:29:00.153060] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-25T20:29:00.153112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:00.153144] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:00.153172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:00.153229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:00.208387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:00.209081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:00.209205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:00.209241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:00.328807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:00.328964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:00.329004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:00.329032] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:00.332407] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: DOWN (p=26.86%)
[2025-12-25T20:29:00.332700] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-25T20:29:00.332825] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:00.475284] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OXSQ.txt
[2025-12-25T20:29:00.475495] [INFO ] [sig       ] [2406/3552] Completed OXSQ in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-25T20:29:00.475539] [INFO ] [sig       ] [2407/3552] Forecasting OZEM...
[2025-12-25T20:29:00.475587] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-25T20:29:00.475620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-25T20:29:00.486857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-25T20:29:00.487254] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-25T20:29:00.488143] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-25T20:29:00.488196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:00.488227] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:00.488253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:00.488310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:00.548326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:00.549236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:00.549320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:00.549353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:00.657087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:00.657247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:00.657286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:00.657315] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:00.660715] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-25T20:29:00.660992] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-25T20:29:00.661115] [INFO ] [sig       ] OZEM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:00.798680] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OZEM.txt
[2025-12-25T20:29:00.798838] [INFO ] [sig       ] [2407/3552] Completed OZEM in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-25T20:29:00.798881] [INFO ] [sig       ] [2408/3552] Forecasting OZK...
[2025-12-25T20:29:00.798912] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-25T20:29:00.798942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-25T20:29:00.809895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-25T20:29:00.810259] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-25T20:29:00.811060] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-25T20:29:00.811112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:00.811143] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:00.811176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:00.811239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:00.867072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:00.867819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:00.867901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:00.867934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:00.990252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:00.990413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:00.990454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:00.990498] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:00.993833] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=27.15%)
[2025-12-25T20:29:00.994103] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-25T20:29:00.994227] [INFO ] [sig       ] OZK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:01.130762] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OZK.txt
[2025-12-25T20:29:01.130910] [INFO ] [sig       ] [2408/3552] Completed OZK in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-25T20:29:01.130956] [INFO ] [sig       ] [2409/3552] Forecasting OZKAP...
[2025-12-25T20:29:01.130987] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-25T20:29:01.131017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-25T20:29:01.141914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-25T20:29:01.142285] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-25T20:29:01.143075] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-25T20:29:01.143126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:01.143158] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:01.143185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:01.143242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:01.202167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:01.203050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:01.203132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:01.203165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:01.319126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:01.319294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:01.319334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:01.319363] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:01.322762] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=67.32%)
[2025-12-25T20:29:01.323038] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-25T20:29:01.323159] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:01.460029] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OZKAP.txt
[2025-12-25T20:29:01.460202] [INFO ] [sig       ] [2409/3552] Completed OZKAP in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-25T20:29:01.460243] [INFO ] [sig       ] [2410/3552] Forecasting PAA...
[2025-12-25T20:29:01.460304] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-25T20:29:01.460335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-25T20:29:01.472079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-25T20:29:01.472445] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-25T20:29:01.473242] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-25T20:29:01.473294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:01.473326] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:01.473352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:01.473408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:01.529021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:01.529878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:01.529960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:01.530009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:01.646829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:01.646998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:01.647042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:01.647070] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:01.650414] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-25T20:29:01.650710] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-25T20:29:01.650836] [INFO ] [sig       ] PAA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:01.788818] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PAA.txt
[2025-12-25T20:29:01.788977] [INFO ] [sig       ] [2410/3552] Completed PAA in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-25T20:29:01.789029] [INFO ] [sig       ] [2411/3552] Forecasting PAAS...
[2025-12-25T20:29:01.789065] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-25T20:29:01.789095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-25T20:29:01.800742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-25T20:29:01.801283] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-25T20:29:01.802099] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-25T20:29:01.802152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:01.802182] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:01.802210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:01.802271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:01.865129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:01.865881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:01.865965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:01.865998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:02.002917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:02.003099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:02.003149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:02.003179] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:02.006541] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-25T20:29:02.006827] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-25T20:29:02.006950] [INFO ] [sig       ] PAAS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:02.143184] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAAS.txt
[2025-12-25T20:29:02.143343] [INFO ] [sig       ] [2411/3552] Completed PAAS in 0.4s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-25T20:29:02.143383] [INFO ] [sig       ] [2412/3552] Forecasting PAC...
[2025-12-25T20:29:02.143414] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-25T20:29:02.143444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-25T20:29:02.155404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-25T20:29:02.155821] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-25T20:29:02.156625] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-25T20:29:02.156677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:02.156710] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:02.156736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:02.156811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:02.212873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:02.213753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:02.213840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:02.213872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:02.333033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:02.333187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:02.333227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:02.333256] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:02.336593] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=37.13%)
[2025-12-25T20:29:02.336869] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-25T20:29:02.336992] [INFO ] [sig       ] PAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:02.473556] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAC.txt
[2025-12-25T20:29:02.473713] [INFO ] [sig       ] [2412/3552] Completed PAC in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-25T20:29:02.473752] [INFO ] [sig       ] [2413/3552] Forecasting PACB...
[2025-12-25T20:29:02.473782] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-25T20:29:02.473812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-25T20:29:02.485802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-25T20:29:02.486218] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-25T20:29:02.487057] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-25T20:29:02.487111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:02.487174] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:02.487203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:02.487261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:02.548757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:02.549730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:02.549820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:02.549860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:02.677637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:02.677805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:02.677862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:02.677907] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:02.681649] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=19.54%)
[2025-12-25T20:29:02.681940] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-25T20:29:02.682074] [INFO ] [sig       ] PACB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:02.829482] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PACB.txt
[2025-12-25T20:29:02.829649] [INFO ] [sig       ] [2413/3552] Completed PACB in 0.4s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-25T20:29:02.829693] [INFO ] [sig       ] [2414/3552] Forecasting PACK...
[2025-12-25T20:29:02.829724] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-25T20:29:02.829754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-25T20:29:02.840854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-25T20:29:02.841206] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-25T20:29:02.842026] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-25T20:29:02.842079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:02.842112] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:02.842139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:02.842213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:02.903914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:02.904689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:02.904774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:02.904807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:03.031602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:03.031779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:03.031821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:03.031853] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:03.035388] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=43.26%)
[2025-12-25T20:29:03.035692] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-25T20:29:03.035845] [INFO ] [sig       ] PACK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:03.183961] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PACK.txt
[2025-12-25T20:29:03.184113] [INFO ] [sig       ] [2414/3552] Completed PACK in 0.4s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-25T20:29:03.184184] [INFO ] [sig       ] [2415/3552] Forecasting PAGP...
[2025-12-25T20:29:03.184217] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-25T20:29:03.184248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-25T20:29:03.195744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-25T20:29:03.196147] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-25T20:29:03.196954] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-25T20:29:03.197007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:03.197040] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:03.197067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:03.197134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:03.254647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:03.255351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:03.255429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:03.255462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:03.377094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:03.377284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:03.377329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:03.377358] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:03.380846] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=85.18%)
[2025-12-25T20:29:03.381126] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-25T20:29:03.381250] [INFO ] [sig       ] PAGP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:03.518261] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PAGP.txt
[2025-12-25T20:29:03.518416] [INFO ] [sig       ] [2415/3552] Completed PAGP in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-25T20:29:03.518486] [INFO ] [sig       ] [2416/3552] Forecasting PAGS...
[2025-12-25T20:29:03.518518] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-25T20:29:03.518559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-25T20:29:03.529086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-25T20:29:03.529475] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-25T20:29:03.530240] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-25T20:29:03.530292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:03.530323] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:03.530349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:03.530407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:03.586539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:03.587284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:03.587366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:03.587400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:03.709456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:03.709631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:03.709672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:03.709732] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:03.713078] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-25T20:29:03.713352] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-25T20:29:03.713475] [INFO ] [sig       ] PAGS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:03.849978] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PAGS.txt
[2025-12-25T20:29:03.850127] [INFO ] [sig       ] [2416/3552] Completed PAGS in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-25T20:29:03.850167] [INFO ] [sig       ] [2417/3552] Forecasting PAHC...
[2025-12-25T20:29:03.850197] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-25T20:29:03.850227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-25T20:29:03.861055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-25T20:29:03.861412] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-25T20:29:03.862187] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-25T20:29:03.862239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:03.862270] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:03.862297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:03.862354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:03.917660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:03.918325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:03.918404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:03.918436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:04.036555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:04.036733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:04.036775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:04.036803] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:04.040246] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2025-12-25T20:29:04.040522] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-25T20:29:04.040668] [INFO ] [sig       ] PAHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:04.182474] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAHC.txt
[2025-12-25T20:29:04.182682] [INFO ] [sig       ] [2417/3552] Completed PAHC in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-25T20:29:04.182756] [INFO ] [sig       ] [2418/3552] Forecasting PAL...
[2025-12-25T20:29:04.182787] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-25T20:29:04.182817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-25T20:29:04.193953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-25T20:29:04.194271] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-25T20:29:04.195044] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-25T20:29:04.195095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:04.195126] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:04.195152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:04.195210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:04.251660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:04.252394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:04.252476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:04.252510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:04.369455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:04.369625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:04.369667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:04.369696] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:04.373074] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: UP (p=51.86%)
[2025-12-25T20:29:04.373355] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-25T20:29:04.373479] [INFO ] [sig       ] PAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:04.523271] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PAL.txt
[2025-12-25T20:29:04.523428] [INFO ] [sig       ] [2418/3552] Completed PAL in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-25T20:29:04.523470] [INFO ] [sig       ] [2419/3552] Forecasting PAM...
[2025-12-25T20:29:04.523501] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-25T20:29:04.523559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-25T20:29:04.534902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-25T20:29:04.535280] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-25T20:29:04.536127] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-25T20:29:04.536180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:04.536212] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:04.536239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:04.536296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:04.598056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:04.598850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:04.598938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:04.598972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:04.725849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:04.726011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:04.726051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:04.726080] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:04.729749] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-25T20:29:04.730035] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-25T20:29:04.730165] [INFO ] [sig       ] PAM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:04.877021] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PAM.txt
[2025-12-25T20:29:04.877186] [INFO ] [sig       ] [2419/3552] Completed PAM in 0.4s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-25T20:29:04.877227] [INFO ] [sig       ] [2420/3552] Forecasting PANL...
[2025-12-25T20:29:04.877258] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-25T20:29:04.877288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-25T20:29:04.888167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-25T20:29:04.888492] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-25T20:29:04.889297] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-25T20:29:04.889349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:04.889381] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:04.889408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:04.889465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:04.945739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:04.946325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:04.946403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:04.946434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:05.063110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:05.063273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:05.063312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:05.063341] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:05.066718] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-25T20:29:05.066995] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-25T20:29:05.067114] [INFO ] [sig       ] PANL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:05.204971] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PANL.txt
[2025-12-25T20:29:05.205103] [INFO ] [sig       ] [2420/3552] Completed PANL in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-25T20:29:05.205143] [INFO ] [sig       ] [2421/3552] Forecasting PASG...
[2025-12-25T20:29:05.205181] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-25T20:29:05.205210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-25T20:29:05.215673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-25T20:29:05.216005] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-25T20:29:05.216809] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-25T20:29:05.216875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:05.216927] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:05.216959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:05.217018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:05.274660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:05.275264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:05.275341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:05.275373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:05.390439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:05.390614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:05.390655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:05.390683] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:05.393920] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-25T20:29:05.394200] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-25T20:29:05.394323] [INFO ] [sig       ] PASG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:05.533340] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PASG.txt
[2025-12-25T20:29:05.533471] [INFO ] [sig       ] [2421/3552] Completed PASG in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-25T20:29:05.533511] [INFO ] [sig       ] [2422/3552] Forecasting PATH...
[2025-12-25T20:29:05.533545] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-25T20:29:05.533594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-25T20:29:05.548195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-25T20:29:05.548550] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-25T20:29:05.549368] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-25T20:29:05.549421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:05.549452] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:05.549479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:05.549536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:05.606218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:05.607055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:05.607138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:05.607170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:05.731624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:05.731781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:05.731820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:05.731850] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:05.735283] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: UP (p=76.14%)
[2025-12-25T20:29:05.735609] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-25T20:29:05.735739] [INFO ] [sig       ] PATH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:05.876083] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PATH.txt
[2025-12-25T20:29:05.876245] [INFO ] [sig       ] [2422/3552] Completed PATH in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-25T20:29:05.876286] [INFO ] [sig       ] [2423/3552] Forecasting PATK...
[2025-12-25T20:29:05.876316] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-25T20:29:05.876354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-25T20:29:05.887351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-25T20:29:05.887705] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-25T20:29:05.888456] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-25T20:29:05.888507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:05.888539] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:05.888567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:05.888644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:05.945608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:05.946228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:05.946343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:05.946378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:06.060585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:06.060735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:06.060774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:06.060804] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:06.064109] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=12.17%)
[2025-12-25T20:29:06.064380] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-25T20:29:06.064500] [INFO ] [sig       ] PATK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:06.203189] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PATK.txt
[2025-12-25T20:29:06.203331] [INFO ] [sig       ] [2423/3552] Completed PATK in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-25T20:29:06.203373] [INFO ] [sig       ] [2424/3552] Forecasting PAX...
[2025-12-25T20:29:06.203412] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-25T20:29:06.203443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-25T20:29:06.214604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-25T20:29:06.214927] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-25T20:29:06.215689] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-25T20:29:06.215740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:06.215772] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:06.215798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:06.215855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:06.272397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:06.273012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:06.273089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:06.273121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:06.393878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:06.394040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:06.394079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:06.394108] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:06.397409] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=58.86%)
[2025-12-25T20:29:06.397696] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-25T20:29:06.397826] [INFO ] [sig       ] PAX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:06.536452] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PAX.txt
[2025-12-25T20:29:06.536631] [INFO ] [sig       ] [2424/3552] Completed PAX in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-25T20:29:06.536674] [INFO ] [sig       ] [2425/3552] Forecasting PAXS...
[2025-12-25T20:29:06.536706] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-25T20:29:06.536764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-25T20:29:06.548453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-25T20:29:06.548859] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-25T20:29:06.549655] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-25T20:29:06.549723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:06.549755] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:06.549781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:06.549838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:06.607681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:06.608544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:06.608653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:06.608689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:06.729738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:06.729899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:06.729942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:06.729978] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:06.733464] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2025-12-25T20:29:06.733790] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-25T20:29:06.733925] [INFO ] [sig       ] PAXS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:06.873668] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAXS.txt
[2025-12-25T20:29:06.873829] [INFO ] [sig       ] [2425/3552] Completed PAXS in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-25T20:29:06.873899] [INFO ] [sig       ] [2426/3552] Forecasting PAY...
[2025-12-25T20:29:06.873931] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-25T20:29:06.873961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-25T20:29:06.884555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-25T20:29:06.884922] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-25T20:29:06.885693] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-25T20:29:06.885745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:06.885777] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:06.885803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:06.885859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:06.942046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:06.942889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:06.942969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:06.943006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:07.062942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:07.063129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:07.063174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:07.063204] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:07.066643] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=0.74%)
[2025-12-25T20:29:07.066915] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-25T20:29:07.067046] [INFO ] [sig       ] PAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:07.206904] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAY.txt
[2025-12-25T20:29:07.207084] [INFO ] [sig       ] [2426/3552] Completed PAY in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-25T20:29:07.207125] [INFO ] [sig       ] [2427/3552] Forecasting PAYC...
[2025-12-25T20:29:07.207157] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-25T20:29:07.207186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-25T20:29:07.218621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-25T20:29:07.218993] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-25T20:29:07.219800] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-25T20:29:07.219851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:07.219884] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:07.219910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:07.219967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:07.276696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:07.277348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:07.277427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:07.277460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:07.397149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:07.397314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:07.397362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:07.397398] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:07.400853] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=91.81%)
[2025-12-25T20:29:07.401129] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-25T20:29:07.401253] [INFO ] [sig       ] PAYC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:07.545241] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PAYC.txt
[2025-12-25T20:29:07.545398] [INFO ] [sig       ] [2427/3552] Completed PAYC in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-25T20:29:07.545444] [INFO ] [sig       ] [2428/3552] Forecasting PAYO...
[2025-12-25T20:29:07.545476] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-25T20:29:07.545506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-25T20:29:07.556525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-25T20:29:07.556892] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-25T20:29:07.557679] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-25T20:29:07.557733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:07.557765] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:07.557793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:07.557862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:07.616414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:07.617177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:07.617260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:07.617294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:07.743502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:07.743671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:07.743714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:07.743744] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:07.747106] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-25T20:29:07.747382] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-25T20:29:07.747506] [INFO ] [sig       ] PAYO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:07.892693] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAYO.txt
[2025-12-25T20:29:07.892837] [INFO ] [sig       ] [2428/3552] Completed PAYO in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-25T20:29:07.892893] [INFO ] [sig       ] [2429/3552] Forecasting PAYS...
[2025-12-25T20:29:07.892925] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-25T20:29:07.892955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-25T20:29:07.904046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-25T20:29:07.904404] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-25T20:29:07.905217] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-25T20:29:07.905272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:07.905305] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:07.905332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:07.905390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:07.962373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:07.963084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:07.963179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:07.963214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:08.081999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:08.082157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:08.082203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:08.082233] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:08.085744] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=23.43%)
[2025-12-25T20:29:08.086050] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-25T20:29:08.086182] [INFO ] [sig       ] PAYS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:08.224014] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAYS.txt
[2025-12-25T20:29:08.224149] [INFO ] [sig       ] [2429/3552] Completed PAYS in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-25T20:29:08.224189] [INFO ] [sig       ] [2430/3552] Forecasting PAYX...
[2025-12-25T20:29:08.224217] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-25T20:29:08.224247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-25T20:29:08.235537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-25T20:29:08.235953] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-25T20:29:08.236775] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-25T20:29:08.236827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:08.236889] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:08.236917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:08.236976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:08.293593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:08.294453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:08.294540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:08.294593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:08.414722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:08.414878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:08.414920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:08.414950] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:08.418365] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-25T20:29:08.418684] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-25T20:29:08.418830] [INFO ] [sig       ] PAYX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:08.561014] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAYX.txt
[2025-12-25T20:29:08.561175] [INFO ] [sig       ] [2430/3552] Completed PAYX in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-25T20:29:08.561218] [INFO ] [sig       ] [2431/3552] Forecasting PB...
[2025-12-25T20:29:08.561250] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-25T20:29:08.561283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-25T20:29:08.572440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-25T20:29:08.572873] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-25T20:29:08.573713] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-25T20:29:08.573767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:08.573801] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:08.573828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:08.573887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:08.631448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:08.632262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:08.632347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:08.632381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:08.755890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:08.756060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:08.756100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:08.756127] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:08.759595] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=47.84%)
[2025-12-25T20:29:08.759901] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-25T20:29:08.760035] [INFO ] [sig       ] PB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:08.897188] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PB.txt
[2025-12-25T20:29:08.897329] [INFO ] [sig       ] [2431/3552] Completed PB in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-25T20:29:08.897368] [INFO ] [sig       ] [2432/3552] Forecasting PBA...
[2025-12-25T20:29:08.897398] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-25T20:29:08.897428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-25T20:29:08.909654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-25T20:29:08.910096] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-25T20:29:08.911058] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-25T20:29:08.911112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:08.911148] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:08.911176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:08.911235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:08.966663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:08.967510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:08.967609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:08.967644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:09.087224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:09.087381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:09.087438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:09.087467] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:09.090978] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=40.96%)
[2025-12-25T20:29:09.091255] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-25T20:29:09.091378] [INFO ] [sig       ] PBA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:09.227864] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PBA.txt
[2025-12-25T20:29:09.228007] [INFO ] [sig       ] [2432/3552] Completed PBA in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-25T20:29:09.228046] [INFO ] [sig       ] [2433/3552] Forecasting PBF...
[2025-12-25T20:29:09.228101] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-25T20:29:09.228134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-25T20:29:09.238626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-25T20:29:09.238974] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-25T20:29:09.240012] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-25T20:29:09.240065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:09.240100] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:09.240126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:09.240182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:09.295871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:09.296492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:09.296588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:09.296622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:09.415591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:09.415741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:09.415780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:09.415808] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:09.419160] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-25T20:29:09.419446] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-25T20:29:09.419567] [INFO ] [sig       ] PBF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:09.557984] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PBF.txt
[2025-12-25T20:29:09.558121] [INFO ] [sig       ] [2433/3552] Completed PBF in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-25T20:29:09.558161] [INFO ] [sig       ] [2434/3552] Forecasting PBFS...
[2025-12-25T20:29:09.558192] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-25T20:29:09.558221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-25T20:29:09.576305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-25T20:29:09.576665] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-25T20:29:09.577402] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-25T20:29:09.577455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:09.577487] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:09.577514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:09.577596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:09.633227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:09.633885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:09.633965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:09.633997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:09.733846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:09.734012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:09.734052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:09.734081] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:09.737447] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: DOWN (p=47.75%)
[2025-12-25T20:29:09.737739] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-25T20:29:09.737863] [INFO ] [sig       ] PBFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:09.874678] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PBFS.txt
[2025-12-25T20:29:09.874816] [INFO ] [sig       ] [2434/3552] Completed PBFS in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-25T20:29:09.874855] [INFO ] [sig       ] [2435/3552] Forecasting PBH...
[2025-12-25T20:29:09.874889] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-25T20:29:09.874918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-25T20:29:09.885811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-25T20:29:09.886136] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-25T20:29:09.886902] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-25T20:29:09.886954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:09.886985] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:09.887011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:09.887068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:09.943114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:09.943754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:09.943832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:09.943864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:10.079972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:10.080130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:10.080170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:10.080199] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:10.084045] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-12-25T20:29:10.084412] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-25T20:29:10.084592] [INFO ] [sig       ] PBH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:10.230254] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PBH.txt
[2025-12-25T20:29:10.230408] [INFO ] [sig       ] [2435/3552] Completed PBH in 0.4s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-25T20:29:10.230449] [INFO ] [sig       ] [2436/3552] Forecasting PBI...
[2025-12-25T20:29:10.230478] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-25T20:29:10.230508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-25T20:29:10.240991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-25T20:29:10.241360] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-25T20:29:10.242183] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-25T20:29:10.242236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:10.242284] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:10.242313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:10.242372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:10.311904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:10.312996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:10.313104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:10.313153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:10.432048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:10.432201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:10.432240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:10.432269] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:10.435791] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-25T20:29:10.436074] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-25T20:29:10.436202] [INFO ] [sig       ] PBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:10.579869] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PBI.txt
[2025-12-25T20:29:10.580046] [INFO ] [sig       ] [2436/3552] Completed PBI in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-25T20:29:10.580090] [INFO ] [sig       ] [2437/3552] Forecasting PBYI...
[2025-12-25T20:29:10.580121] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-25T20:29:10.580150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-25T20:29:10.591698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-25T20:29:10.592054] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-25T20:29:10.592858] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-25T20:29:10.592911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:10.592944] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:10.592972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:10.593031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:10.651177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:10.651994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:10.652079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:10.652114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:10.775236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:10.775393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:10.775432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:10.775461] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:10.778798] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=57.67%)
[2025-12-25T20:29:10.779070] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-25T20:29:10.779211] [INFO ] [sig       ] PBYI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:10.920271] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PBYI.txt
[2025-12-25T20:29:10.920407] [INFO ] [sig       ] [2437/3552] Completed PBYI in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-25T20:29:10.920447] [INFO ] [sig       ] [2438/3552] Forecasting PCB...
[2025-12-25T20:29:10.920477] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-25T20:29:10.920507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-25T20:29:10.930957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-25T20:29:10.931339] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-25T20:29:10.932118] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-25T20:29:10.932171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:10.932204] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:10.932230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:10.932288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:10.989945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:10.990736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:10.990819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:10.990853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:11.112061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:11.112218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:11.112262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:11.112291] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:11.115771] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=42.24%)
[2025-12-25T20:29:11.116069] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-25T20:29:11.116206] [INFO ] [sig       ] PCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:11.256218] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PCB.txt
[2025-12-25T20:29:11.256371] [INFO ] [sig       ] [2438/3552] Completed PCB in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-25T20:29:11.256412] [INFO ] [sig       ] [2439/3552] Forecasting PCF...
[2025-12-25T20:29:11.256447] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-25T20:29:11.256477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-25T20:29:11.267222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-25T20:29:11.267622] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-25T20:29:11.268395] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-25T20:29:11.268447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:11.268478] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:11.268504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:11.268560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:11.325164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:11.326006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:11.326087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:11.326120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:11.445383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:11.445533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:11.445589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:11.445621] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:11.448956] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-25T20:29:11.449255] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-25T20:29:11.449380] [INFO ] [sig       ] PCF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:11.589623] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PCF.txt
[2025-12-25T20:29:11.589777] [INFO ] [sig       ] [2439/3552] Completed PCF in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-25T20:29:11.589818] [INFO ] [sig       ] [2440/3552] Forecasting PCG...
[2025-12-25T20:29:11.589856] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-25T20:29:11.589887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-25T20:29:11.601038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-25T20:29:11.601393] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-25T20:29:11.602198] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-25T20:29:11.602251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:11.602282] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:11.602310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:11.602367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:11.659753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:11.660524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:11.660654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:11.660690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:11.787978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:11.788132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:11.788174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:11.788203] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:11.792073] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-25T20:29:11.792350] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-25T20:29:11.792473] [INFO ] [sig       ] PCG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:11.933136] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PCG.txt
[2025-12-25T20:29:11.933305] [INFO ] [sig       ] [2440/3552] Completed PCG in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-25T20:29:11.933346] [INFO ] [sig       ] [2441/3552] Forecasting PCH...
[2025-12-25T20:29:11.933378] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-25T20:29:11.933408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-25T20:29:11.943788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-25T20:29:11.944117] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-25T20:29:11.944884] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-25T20:29:11.944936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:11.944968] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:11.944995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:11.945052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:12.003158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:12.003953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:12.004037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:12.004070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:12.125772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:12.125923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:12.125963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:12.125995] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:12.129392] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: DOWN (p=23.79%)
[2025-12-25T20:29:12.129686] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-25T20:29:12.129814] [INFO ] [sig       ] PCH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:12.272246] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PCH.txt
[2025-12-25T20:29:12.272381] [INFO ] [sig       ] [2441/3552] Completed PCH in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-25T20:29:12.272420] [INFO ] [sig       ] [2442/3552] Forecasting PCM...
[2025-12-25T20:29:12.272449] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-25T20:29:12.272479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-25T20:29:12.282729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-25T20:29:12.283084] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-25T20:29:12.283963] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-25T20:29:12.284026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:12.284061] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:12.284088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:12.284146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:12.343393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:12.344258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:12.344344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:12.344378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:12.470950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:12.471103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:12.471151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:12.471196] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:12.474918] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=50.67%)
[2025-12-25T20:29:12.475229] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-25T20:29:12.475369] [INFO ] [sig       ] PCM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:12.615866] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PCM.txt
[2025-12-25T20:29:12.616031] [INFO ] [sig       ] [2442/3552] Completed PCM in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-25T20:29:12.616076] [INFO ] [sig       ] [2443/3552] Forecasting PCN...
[2025-12-25T20:29:12.616112] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-25T20:29:12.616183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-25T20:29:12.627814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-25T20:29:12.628182] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-25T20:29:12.628968] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-25T20:29:12.629019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:12.629052] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:12.629078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:12.629138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:12.685815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:12.686554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:12.686652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:12.686685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:12.808810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:12.808962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:12.809002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:12.809046] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:12.812387] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=50.52%)
[2025-12-25T20:29:12.812678] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-25T20:29:12.812821] [INFO ] [sig       ] PCN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:12.950923] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PCN.txt
[2025-12-25T20:29:12.951090] [INFO ] [sig       ] [2443/3552] Completed PCN in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-25T20:29:12.951131] [INFO ] [sig       ] [2444/3552] Forecasting PCQ...
[2025-12-25T20:29:12.951160] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-25T20:29:12.951192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-25T20:29:12.961604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-25T20:29:12.961939] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-25T20:29:12.962715] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-25T20:29:12.962766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:12.962798] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:12.962824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:12.962882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:13.021327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:13.022205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:13.022290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:13.022324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:13.141421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:13.141587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:13.141630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:13.141659] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:13.145131] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=7.30%)
[2025-12-25T20:29:13.145409] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-25T20:29:13.145533] [INFO ] [sig       ] PCQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:13.284688] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PCQ.txt
[2025-12-25T20:29:13.284825] [INFO ] [sig       ] [2444/3552] Completed PCQ in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-25T20:29:13.284865] [INFO ] [sig       ] [2445/3552] Forecasting PCRX...
[2025-12-25T20:29:13.284894] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-25T20:29:13.284934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-25T20:29:13.295350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-25T20:29:13.295699] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-25T20:29:13.296458] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-25T20:29:13.296511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:13.296543] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:13.296570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:13.296659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:13.353342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:13.354054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:13.354136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:13.354168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:13.483819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:13.483980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:13.484020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:13.484048] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:13.487517] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=40.21%)
[2025-12-25T20:29:13.487838] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-25T20:29:13.487965] [INFO ] [sig       ] PCRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:13.630860] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PCRX.txt
[2025-12-25T20:29:13.631064] [INFO ] [sig       ] [2445/3552] Completed PCRX in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-25T20:29:13.631124] [INFO ] [sig       ] [2446/3552] Forecasting PCTY...
[2025-12-25T20:29:13.631162] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-25T20:29:13.631199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-25T20:29:13.642024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-25T20:29:13.642432] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-25T20:29:13.643314] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-25T20:29:13.643369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:13.643402] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:13.643428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:13.643485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:13.700356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:13.701261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:13.701358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:13.701391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:13.825402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:13.825561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:13.825628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:13.825658] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:13.828982] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=22.90%)
[2025-12-25T20:29:13.829307] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-25T20:29:13.829434] [INFO ] [sig       ] PCTY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:13.966615] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PCTY.txt
[2025-12-25T20:29:13.966750] [INFO ] [sig       ] [2446/3552] Completed PCTY in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-25T20:29:13.966789] [INFO ] [sig       ] [2447/3552] Forecasting PCVX...
[2025-12-25T20:29:13.966820] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-25T20:29:13.966850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-25T20:29:13.977281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-25T20:29:13.977635] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-25T20:29:13.978382] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-25T20:29:13.978434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:13.978492] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:13.978520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:13.978608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:14.034956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:14.035630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:14.035708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:14.035740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:14.161687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:14.161844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:14.161885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:14.161913] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:14.165291] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=61.59%)
[2025-12-25T20:29:14.165562] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-25T20:29:14.165703] [INFO ] [sig       ] PCVX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:14.307160] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PCVX.txt
[2025-12-25T20:29:14.307321] [INFO ] [sig       ] [2447/3552] Completed PCVX in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-25T20:29:14.307364] [INFO ] [sig       ] [2448/3552] Forecasting PCYO...
[2025-12-25T20:29:14.307394] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-25T20:29:14.307427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-25T20:29:14.319037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-25T20:29:14.319415] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-25T20:29:14.320344] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-25T20:29:14.320399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:14.320431] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:14.320460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:14.320519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:14.377742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:14.378606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:14.378689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:14.378721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:14.500085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:14.500251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:14.500299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:14.500334] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:14.503693] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=24.97%)
[2025-12-25T20:29:14.503966] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-25T20:29:14.504088] [INFO ] [sig       ] PCYO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:14.644864] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PCYO.txt
[2025-12-25T20:29:14.645016] [INFO ] [sig       ] [2448/3552] Completed PCYO in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-25T20:29:14.645055] [INFO ] [sig       ] [2449/3552] Forecasting PD...
[2025-12-25T20:29:14.645086] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-25T20:29:14.645114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-25T20:29:14.657269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-25T20:29:14.657669] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-25T20:29:14.658461] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-25T20:29:14.658527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:14.658560] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:14.658613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:14.658672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:14.715975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:14.716769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:14.716853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:14.716886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:14.838499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:14.838673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:14.838716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:14.838745] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:14.842262] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: DOWN (p=15.40%)
[2025-12-25T20:29:14.842545] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-25T20:29:14.842709] [INFO ] [sig       ] PD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:14.985341] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PD.txt
[2025-12-25T20:29:14.985494] [INFO ] [sig       ] [2449/3552] Completed PD in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-25T20:29:14.985533] [INFO ] [sig       ] [2450/3552] Forecasting PDBC...
[2025-12-25T20:29:14.985563] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-25T20:29:14.985613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-25T20:29:14.997936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-25T20:29:14.998352] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-25T20:29:14.999163] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-25T20:29:14.999253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:14.999297] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:14.999327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:14.999385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:15.059254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:15.060110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:15.060207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:15.060246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:15.177345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:15.177504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:15.177543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:15.177624] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:15.181016] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: DOWN (p=18.34%)
[2025-12-25T20:29:15.181301] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-25T20:29:15.181424] [INFO ] [sig       ] PDBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:15.328502] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PDBC.txt
[2025-12-25T20:29:15.328732] [INFO ] [sig       ] [2450/3552] Completed PDBC in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-25T20:29:15.328789] [INFO ] [sig       ] [2451/3552] Forecasting PDD...
[2025-12-25T20:29:15.328846] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-25T20:29:15.328881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-25T20:29:15.341714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-25T20:29:15.342101] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-25T20:29:15.342940] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-25T20:29:15.342997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:15.343035] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:15.343062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:15.343120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:15.404325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:15.405150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:15.405251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:15.405290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:15.526371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:15.526532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:15.526589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:15.526621] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:15.529994] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=78.71%)
[2025-12-25T20:29:15.530302] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-25T20:29:15.530438] [INFO ] [sig       ] PDD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:15.667918] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PDD.txt
[2025-12-25T20:29:15.668080] [INFO ] [sig       ] [2451/3552] Completed PDD in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-25T20:29:15.668120] [INFO ] [sig       ] [2452/3552] Forecasting PDEX...
[2025-12-25T20:29:15.668151] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-25T20:29:15.668181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-25T20:29:15.678801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-25T20:29:15.679162] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-25T20:29:15.680001] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-25T20:29:15.680054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:15.680085] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:15.680112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:15.680170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:15.741038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:15.741972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:15.742057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:15.742088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:15.868818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:15.868974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:15.869015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:15.869044] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:15.872415] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2025-12-25T20:29:15.872717] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-25T20:29:15.872843] [INFO ] [sig       ] PDEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:16.011012] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PDEX.txt
[2025-12-25T20:29:16.011153] [INFO ] [sig       ] [2452/3552] Completed PDEX in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-25T20:29:16.011195] [INFO ] [sig       ] [2453/3552] Forecasting PDFS...
[2025-12-25T20:29:16.011225] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-25T20:29:16.011255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-25T20:29:16.021733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-25T20:29:16.022097] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-25T20:29:16.023052] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-25T20:29:16.023107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:16.023138] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:16.023163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:16.023224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:16.079154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:16.079876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:16.079954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:16.079986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:16.203636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:16.203794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:16.203833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:16.203861] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:16.207264] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=72.73%)
[2025-12-25T20:29:16.207541] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-25T20:29:16.207685] [INFO ] [sig       ] PDFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:16.350049] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PDFS.txt
[2025-12-25T20:29:16.350193] [INFO ] [sig       ] [2453/3552] Completed PDFS in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-25T20:29:16.350240] [INFO ] [sig       ] [2454/3552] Forecasting PDI...
[2025-12-25T20:29:16.350277] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-25T20:29:16.350312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-25T20:29:16.361410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-25T20:29:16.361742] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-25T20:29:16.362482] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-25T20:29:16.362534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:16.362565] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:16.362618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:16.362677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:16.418864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:16.419501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:16.419600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:16.419634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:16.536775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:16.536932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:16.536971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:16.536998] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:16.540360] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-12-25T20:29:16.540679] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-25T20:29:16.540801] [INFO ] [sig       ] PDI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:16.680637] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PDI.txt
[2025-12-25T20:29:16.680770] [INFO ] [sig       ] [2454/3552] Completed PDI in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-25T20:29:16.680809] [INFO ] [sig       ] [2455/3552] Forecasting PDLB...
[2025-12-25T20:29:16.680839] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-25T20:29:16.680869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-25T20:29:16.692496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-25T20:29:16.692955] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-25T20:29:16.693773] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-25T20:29:16.693825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:16.693857] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:16.693883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:16.693940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:16.750802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:16.751698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:16.751782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:16.751814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:16.876517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:16.876711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:16.876752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:16.876780] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:16.880256] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=23.61%)
[2025-12-25T20:29:16.880555] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-25T20:29:16.880696] [INFO ] [sig       ] PDLB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:17.020159] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PDLB.txt
[2025-12-25T20:29:17.020326] [INFO ] [sig       ] [2455/3552] Completed PDLB in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-25T20:29:17.020373] [INFO ] [sig       ] [2456/3552] Forecasting PDM...
[2025-12-25T20:29:17.020405] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-25T20:29:17.020435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-25T20:29:17.031642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-25T20:29:17.031959] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-25T20:29:17.032730] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-25T20:29:17.032781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:17.032812] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:17.032839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:17.032899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:17.090480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:17.091105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:17.091184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:17.091214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:17.211848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:17.212002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:17.212058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:17.212087] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:17.215435] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=87.23%)
[2025-12-25T20:29:17.215731] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-25T20:29:17.215854] [INFO ] [sig       ] PDM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:17.355418] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PDM.txt
[2025-12-25T20:29:17.355554] [INFO ] [sig       ] [2456/3552] Completed PDM in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-25T20:29:17.355610] [INFO ] [sig       ] [2457/3552] Forecasting PDO...
[2025-12-25T20:29:17.355642] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-25T20:29:17.355672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-25T20:29:17.367397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-25T20:29:17.367854] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-25T20:29:17.368687] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-25T20:29:17.368739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:17.368770] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:17.368796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:17.368853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:17.425194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:17.426049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:17.426163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:17.426195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:17.540975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:17.541105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:17.541142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:17.541170] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:17.544678] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-25T20:29:17.544952] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-25T20:29:17.545076] [INFO ] [sig       ] PDO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:17.683986] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PDO.txt
[2025-12-25T20:29:17.684146] [INFO ] [sig       ] [2457/3552] Completed PDO in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-25T20:29:17.684186] [INFO ] [sig       ] [2458/3552] Forecasting PDP...
[2025-12-25T20:29:17.684217] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-25T20:29:17.684248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-25T20:29:17.695737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-25T20:29:17.696107] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-25T20:29:17.696900] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-25T20:29:17.696951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:17.696983] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:17.697011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:17.697070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:17.754113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:17.754986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:17.755071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:17.755104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:17.872812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:17.872964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:17.873002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:17.873030] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:17.876351] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-12-25T20:29:17.876634] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-25T20:29:17.876756] [INFO ] [sig       ] PDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:18.015869] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PDP.txt
[2025-12-25T20:29:18.016025] [INFO ] [sig       ] [2458/3552] Completed PDP in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-25T20:29:18.016066] [INFO ] [sig       ] [2459/3552] Forecasting PDS...
[2025-12-25T20:29:18.016097] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-25T20:29:18.016126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-25T20:29:18.028007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-25T20:29:18.028383] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-25T20:29:18.029150] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-25T20:29:18.029226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:18.029258] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:18.029285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:18.029347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:18.084508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:18.085395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:18.085482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:18.085515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:18.202400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:18.202556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:18.202617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:18.202648] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:18.206021] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=60.98%)
[2025-12-25T20:29:18.206319] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-25T20:29:18.206454] [INFO ] [sig       ] PDS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:18.347906] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PDS.txt
[2025-12-25T20:29:18.348052] [INFO ] [sig       ] [2459/3552] Completed PDS in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-25T20:29:18.348090] [INFO ] [sig       ] [2460/3552] Forecasting PDX...
[2025-12-25T20:29:18.348121] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-25T20:29:18.348151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-25T20:29:18.358916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-25T20:29:18.359308] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-25T20:29:18.360173] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-25T20:29:18.360229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:18.360277] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:18.360306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:18.360366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:18.418347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:18.419283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:18.419372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:18.419405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:18.543008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:18.543170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:18.543211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:18.543242] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:18.546762] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=7.63%)
[2025-12-25T20:29:18.547049] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-25T20:29:18.547178] [INFO ] [sig       ] PDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:18.689648] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PDX.txt
[2025-12-25T20:29:18.689860] [INFO ] [sig       ] [2460/3552] Completed PDX in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-25T20:29:18.689912] [INFO ] [sig       ] [2461/3552] Forecasting PDYN...
[2025-12-25T20:29:18.689947] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-25T20:29:18.690006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-25T20:29:18.701095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-25T20:29:18.701494] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-25T20:29:18.702296] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-25T20:29:18.702351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:18.702383] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:18.702410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:18.702468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:18.760452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:18.761348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:18.761434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:18.761467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:18.882670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:18.882830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:18.882871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:18.882900] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:18.886347] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: DOWN (p=27.05%)
[2025-12-25T20:29:18.886668] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-25T20:29:18.886803] [INFO ] [sig       ] PDYN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:19.031365] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PDYN.txt
[2025-12-25T20:29:19.031520] [INFO ] [sig       ] [2461/3552] Completed PDYN in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-25T20:29:19.031587] [INFO ] [sig       ] [2462/3552] Forecasting PEB...
[2025-12-25T20:29:19.031622] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-25T20:29:19.031681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-25T20:29:19.042646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-25T20:29:19.043023] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-25T20:29:19.043826] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-25T20:29:19.043880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:19.043913] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:19.043943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:19.044003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:19.101322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:19.102059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:19.102142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:19.102175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:19.227276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:19.227431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:19.227471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:19.227501] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:19.230963] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2025-12-25T20:29:19.231256] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-25T20:29:19.231390] [INFO ] [sig       ] PEB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:19.372160] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PEB.txt
[2025-12-25T20:29:19.372298] [INFO ] [sig       ] [2462/3552] Completed PEB in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-25T20:29:19.372338] [INFO ] [sig       ] [2463/3552] Forecasting PEBK...
[2025-12-25T20:29:19.372368] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-25T20:29:19.372398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-25T20:29:19.382141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-25T20:29:19.382417] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-25T20:29:19.383178] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-25T20:29:19.383229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:19.383260] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:19.383286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:19.383343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:19.447156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:19.448036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:19.448119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:19.448152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:19.550266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:19.550426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:19.550465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:19.550494] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:19.553851] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=19.89%)
[2025-12-25T20:29:19.554170] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-25T20:29:19.554309] [INFO ] [sig       ] PEBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:19.697808] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PEBK.txt
[2025-12-25T20:29:19.697975] [INFO ] [sig       ] [2463/3552] Completed PEBK in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-25T20:29:19.698014] [INFO ] [sig       ] [2464/3552] Forecasting PEBO...
[2025-12-25T20:29:19.698052] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-25T20:29:19.698082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-25T20:29:19.710003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-25T20:29:19.710398] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-25T20:29:19.711226] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-25T20:29:19.711280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:19.711344] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:19.711372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:19.711430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:19.769698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:19.770558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:19.770664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:19.770699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:19.901606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:19.901759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:19.901800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:19.901836] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:19.905554] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-12-25T20:29:19.905866] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-25T20:29:19.906008] [INFO ] [sig       ] PEBO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:20.051299] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PEBO.txt
[2025-12-25T20:29:20.051487] [INFO ] [sig       ] [2464/3552] Completed PEBO in 0.4s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-25T20:29:20.051535] [INFO ] [sig       ] [2465/3552] Forecasting PECO...
[2025-12-25T20:29:20.051566] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-25T20:29:20.051626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-25T20:29:20.063140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-25T20:29:20.063512] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-25T20:29:20.064364] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-25T20:29:20.064426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:20.064459] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:20.064486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:20.064545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:20.127016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:20.128114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:20.128208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:20.128243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:20.254995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:20.255149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:20.255190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:20.255220] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:20.259215] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-25T20:29:20.259502] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-25T20:29:20.259659] [INFO ] [sig       ] PECO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:20.407464] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PECO.txt
[2025-12-25T20:29:20.407637] [INFO ] [sig       ] [2465/3552] Completed PECO in 0.4s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-25T20:29:20.407682] [INFO ] [sig       ] [2466/3552] Forecasting PEG...
[2025-12-25T20:29:20.407713] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-25T20:29:20.407742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-25T20:29:20.418622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-25T20:29:20.418990] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-25T20:29:20.419859] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-25T20:29:20.419918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:20.419958] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:20.419986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:20.420044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:20.480921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:20.481858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:20.481956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:20.481990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:20.619215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:20.619368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:20.619409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:20.619438] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:20.623250] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: DOWN (p=26.36%)
[2025-12-25T20:29:20.623542] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-25T20:29:20.623718] [INFO ] [sig       ] PEG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:20.772156] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PEG.txt
[2025-12-25T20:29:20.772291] [INFO ] [sig       ] [2466/3552] Completed PEG in 0.4s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-25T20:29:20.772330] [INFO ] [sig       ] [2467/3552] Forecasting PEGA...
[2025-12-25T20:29:20.772362] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-25T20:29:20.772392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-25T20:29:20.784339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-25T20:29:20.784873] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-25T20:29:20.785642] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-25T20:29:20.785694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:20.785725] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:20.785752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:20.785809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:20.843200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:20.843889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:20.843974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:20.844007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:20.965179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:20.965314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:20.965352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:20.965427] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:20.968712] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-25T20:29:20.968981] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-25T20:29:20.969103] [INFO ] [sig       ] PEGA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:21.107945] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PEGA.txt
[2025-12-25T20:29:21.108075] [INFO ] [sig       ] [2467/3552] Completed PEGA in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-25T20:29:21.108118] [INFO ] [sig       ] [2468/3552] Forecasting PEN...
[2025-12-25T20:29:21.108147] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-25T20:29:21.108177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-25T20:29:21.118959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-25T20:29:21.119366] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-25T20:29:21.120149] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-25T20:29:21.120201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:21.120232] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:21.120259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:21.120316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:21.177030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:21.177687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:21.177764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:21.177796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:21.295795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:21.295951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:21.295989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:21.296018] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:21.299325] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=17.40%)
[2025-12-25T20:29:21.299617] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-25T20:29:21.299738] [INFO ] [sig       ] PEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:21.440807] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PEN.txt
[2025-12-25T20:29:21.440949] [INFO ] [sig       ] [2468/3552] Completed PEN in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-25T20:29:21.440990] [INFO ] [sig       ] [2469/3552] Forecasting PENN...
[2025-12-25T20:29:21.441024] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-25T20:29:21.441053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-25T20:29:21.452146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-25T20:29:21.452456] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-25T20:29:21.453243] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-25T20:29:21.453295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:21.453325] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:21.453352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:21.453414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:21.510167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:21.510802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:21.510876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:21.510925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:21.627740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:21.627892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:21.627931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:21.627959] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:21.631281] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-12-25T20:29:21.631551] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-25T20:29:21.631700] [INFO ] [sig       ] PENN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:21.770388] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PENN.txt
[2025-12-25T20:29:21.770552] [INFO ] [sig       ] [2469/3552] Completed PENN in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-25T20:29:21.770612] [INFO ] [sig       ] [2470/3552] Forecasting PEO...
[2025-12-25T20:29:21.770645] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-25T20:29:21.770677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-25T20:29:21.781341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-25T20:29:21.781673] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-25T20:29:21.782407] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-25T20:29:21.782459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:21.782490] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:21.782516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:21.782590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:21.839424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:21.840037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:21.840116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:21.840149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:21.955003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:21.955146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:21.955183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:21.955211] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:21.958484] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=77.35%)
[2025-12-25T20:29:21.958770] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-25T20:29:21.958891] [INFO ] [sig       ] PEO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:22.096290] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PEO.txt
[2025-12-25T20:29:22.096417] [INFO ] [sig       ] [2470/3552] Completed PEO in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-25T20:29:22.096456] [INFO ] [sig       ] [2471/3552] Forecasting PEP...
[2025-12-25T20:29:22.096485] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-25T20:29:22.096514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-25T20:29:22.107195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-25T20:29:22.107512] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-25T20:29:22.108265] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-25T20:29:22.108316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:22.108347] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:22.108394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:22.108453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:22.168705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:22.169513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:22.169609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:22.169644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:22.288696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:22.288847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:22.288886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:22.288914] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:22.292328] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=21.45%)
[2025-12-25T20:29:22.292614] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-25T20:29:22.292736] [INFO ] [sig       ] PEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:22.432288] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PEP.txt
[2025-12-25T20:29:22.432439] [INFO ] [sig       ] [2471/3552] Completed PEP in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-25T20:29:22.432481] [INFO ] [sig       ] [2472/3552] Forecasting PEPG...
[2025-12-25T20:29:22.432510] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-25T20:29:22.432540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-25T20:29:22.443806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-25T20:29:22.444118] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-25T20:29:22.444878] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-25T20:29:22.444930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:22.444961] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:22.444987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:22.445045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:22.502247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:22.502955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:22.503033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:22.503066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:22.617188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:22.617342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:22.617382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:22.617410] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:22.620763] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=29.01%)
[2025-12-25T20:29:22.621032] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-25T20:29:22.621155] [INFO ] [sig       ] PEPG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:22.758592] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PEPG.txt
[2025-12-25T20:29:22.758716] [INFO ] [sig       ] [2472/3552] Completed PEPG in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-25T20:29:22.758755] [INFO ] [sig       ] [2473/3552] Forecasting PERF...
[2025-12-25T20:29:22.758785] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-25T20:29:22.758814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-25T20:29:22.769651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-25T20:29:22.769992] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-25T20:29:22.770804] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-25T20:29:22.770857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:22.770889] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:22.770916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:22.770975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:22.828497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:22.829389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:22.829473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:22.829507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:22.945238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:22.945401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:22.945447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:22.945479] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:22.949134] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=80.23%)
[2025-12-25T20:29:22.949447] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-25T20:29:22.949595] [INFO ] [sig       ] PERF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:23.089364] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PERF.txt
[2025-12-25T20:29:23.089490] [INFO ] [sig       ] [2473/3552] Completed PERF in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-25T20:29:23.089535] [INFO ] [sig       ] [2474/3552] Forecasting PERI...
[2025-12-25T20:29:23.089566] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-25T20:29:23.089614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-25T20:29:23.100443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-25T20:29:23.100773] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-25T20:29:23.101543] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-25T20:29:23.101612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:23.101645] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:23.101675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:23.101732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:23.158247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:23.159036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:23.159156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:23.159203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:23.276529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:23.276689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:23.276729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:23.276758] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:23.280073] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=14.97%)
[2025-12-25T20:29:23.280346] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-25T20:29:23.280465] [INFO ] [sig       ] PERI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:23.417589] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PERI.txt
[2025-12-25T20:29:23.417717] [INFO ] [sig       ] [2474/3552] Completed PERI in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-25T20:29:23.417756] [INFO ] [sig       ] [2475/3552] Forecasting PESI...
[2025-12-25T20:29:23.417786] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-25T20:29:23.417822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-25T20:29:23.429727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-25T20:29:23.430149] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-25T20:29:23.431023] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-25T20:29:23.431077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:23.431109] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:23.431135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:23.431194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:23.490415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:23.491334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:23.491426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:23.491464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:23.614544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:23.614717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:23.614757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:23.614786] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:23.618206] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-12-25T20:29:23.618497] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-25T20:29:23.618645] [INFO ] [sig       ] PESI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:23.760343] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PESI.txt
[2025-12-25T20:29:23.760519] [INFO ] [sig       ] [2475/3552] Completed PESI in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-25T20:29:23.760562] [INFO ] [sig       ] [2476/3552] Forecasting PETS...
[2025-12-25T20:29:23.760611] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-25T20:29:23.760669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-25T20:29:23.771986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-25T20:29:23.772398] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-25T20:29:23.773233] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-25T20:29:23.773287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:23.773321] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:23.773348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:23.773411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:23.829708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:23.830616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:23.830707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:23.830740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:23.951589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:23.951741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:23.951781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:23.951809] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:23.955135] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: UP (p=51.19%)
[2025-12-25T20:29:23.955409] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-25T20:29:23.955531] [INFO ] [sig       ] PETS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:24.096089] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PETS.txt
[2025-12-25T20:29:24.096232] [INFO ] [sig       ] [2476/3552] Completed PETS in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-25T20:29:24.096272] [INFO ] [sig       ] [2477/3552] Forecasting PEY...
[2025-12-25T20:29:24.096302] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-25T20:29:24.096357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-25T20:29:24.107532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-25T20:29:24.107934] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-25T20:29:24.108760] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-25T20:29:24.108812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:24.108845] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:24.108872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:24.108928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:24.164258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:24.165115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:24.165201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:24.165233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:24.279140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:24.279314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:24.279354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:24.279383] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:24.282745] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=90.50%)
[2025-12-25T20:29:24.283024] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-25T20:29:24.283148] [INFO ] [sig       ] PEY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:24.423624] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PEY.txt
[2025-12-25T20:29:24.423838] [INFO ] [sig       ] [2477/3552] Completed PEY in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-25T20:29:24.423906] [INFO ] [sig       ] [2478/3552] Forecasting PFBC...
[2025-12-25T20:29:24.423940] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-25T20:29:24.423970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-25T20:29:24.438212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-25T20:29:24.438736] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-25T20:29:24.439804] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-25T20:29:24.439866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:24.439904] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:24.439936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:24.440012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:24.500198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:24.501057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:24.501169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:24.501204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:24.615332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:24.615498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:24.615539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:24.615586] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:24.619150] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-25T20:29:24.619547] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-25T20:29:24.619705] [INFO ] [sig       ] PFBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:24.772116] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PFBC.txt
[2025-12-25T20:29:24.772285] [INFO ] [sig       ] [2478/3552] Completed PFBC in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-25T20:29:24.772327] [INFO ] [sig       ] [2479/3552] Forecasting PFD...
[2025-12-25T20:29:24.772359] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-25T20:29:24.772389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-25T20:29:24.786518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-25T20:29:24.786975] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-25T20:29:24.787828] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-25T20:29:24.787882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:24.787921] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:24.787962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:24.788041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:24.844230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:24.844956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:24.845038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:24.845071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:24.955155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:24.955308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:24.955349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:24.955377] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:24.958735] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-12-25T20:29:24.959014] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-25T20:29:24.959138] [INFO ] [sig       ] PFD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:25.102405] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFD.txt
[2025-12-25T20:29:25.102632] [INFO ] [sig       ] [2479/3552] Completed PFD in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-25T20:29:25.102684] [INFO ] [sig       ] [2480/3552] Forecasting PFF...
[2025-12-25T20:29:25.102716] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-25T20:29:25.102756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-25T20:29:25.115005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-25T20:29:25.115367] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-25T20:29:25.116209] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-25T20:29:25.116262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:25.116295] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:25.116322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:25.116379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:25.174254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:25.175016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:25.175097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:25.175130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:25.300955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:25.301113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:25.301155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:25.301186] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:25.304907] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=40.57%)
[2025-12-25T20:29:25.305218] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-25T20:29:25.305351] [INFO ] [sig       ] PFF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:25.450990] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFF.txt
[2025-12-25T20:29:25.451162] [INFO ] [sig       ] [2480/3552] Completed PFF in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-25T20:29:25.451210] [INFO ] [sig       ] [2481/3552] Forecasting PFG...
[2025-12-25T20:29:25.451241] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-25T20:29:25.451272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-25T20:29:25.462183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-25T20:29:25.462623] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-25T20:29:25.463497] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-25T20:29:25.463566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:25.463705] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:25.463735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:25.463796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:25.520965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:25.521852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:25.521936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:25.521968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:25.641700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:25.641855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:25.641895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:25.641923] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:25.645279] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-25T20:29:25.645623] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-25T20:29:25.645760] [INFO ] [sig       ] PFG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:25.785514] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFG.txt
[2025-12-25T20:29:25.785698] [INFO ] [sig       ] [2481/3552] Completed PFG in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-25T20:29:25.785751] [INFO ] [sig       ] [2482/3552] Forecasting PFGC...
[2025-12-25T20:29:25.785781] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-25T20:29:25.785811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-25T20:29:25.796224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-25T20:29:25.796547] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-25T20:29:25.797315] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-25T20:29:25.797367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:25.797398] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:25.797425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:25.797482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:25.853019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:25.853665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:25.853746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:25.853778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:25.978596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:25.978746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:25.978786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:25.978813] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:25.982259] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-12-25T20:29:25.982532] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-25T20:29:25.982683] [INFO ] [sig       ] PFGC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:26.120251] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFGC.txt
[2025-12-25T20:29:26.120404] [INFO ] [sig       ] [2482/3552] Completed PFGC in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-25T20:29:26.120452] [INFO ] [sig       ] [2483/3552] Forecasting PFH...
[2025-12-25T20:29:26.120488] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-25T20:29:26.120543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-25T20:29:26.131407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-25T20:29:26.131750] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-25T20:29:26.132493] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-25T20:29:26.132544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:26.132594] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:26.132624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:26.132680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:26.188192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:26.188896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:26.188993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:26.189027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:26.305989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:26.306139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:26.306177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:26.306204] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:26.309605] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=26.77%)
[2025-12-25T20:29:26.309876] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-25T20:29:26.309997] [INFO ] [sig       ] PFH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:26.447946] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFH.txt
[2025-12-25T20:29:26.448075] [INFO ] [sig       ] [2483/3552] Completed PFH in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-25T20:29:26.448113] [INFO ] [sig       ] [2484/3552] Forecasting PFIS...
[2025-12-25T20:29:26.448143] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-25T20:29:26.448172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-25T20:29:26.458564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-25T20:29:26.458923] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-25T20:29:26.459751] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-25T20:29:26.459837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:26.459870] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:26.459896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:26.459953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:26.515831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:26.516502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:26.516598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:26.516633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:26.626345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:26.626502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:26.626553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:26.626630] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:26.630108] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-12-25T20:29:26.630417] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-25T20:29:26.630550] [INFO ] [sig       ] PFIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:26.775046] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFIS.txt
[2025-12-25T20:29:26.775222] [INFO ] [sig       ] [2484/3552] Completed PFIS in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-25T20:29:26.775263] [INFO ] [sig       ] [2485/3552] Forecasting PFL...
[2025-12-25T20:29:26.775293] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-25T20:29:26.775323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-25T20:29:26.786158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-25T20:29:26.786490] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-25T20:29:26.787293] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-25T20:29:26.787345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:26.787377] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:26.787404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:26.787470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:26.843390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:26.844263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:26.844348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:26.844381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:26.962128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:26.962275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:26.962314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:26.962342] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:26.965654] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=58.98%)
[2025-12-25T20:29:26.965926] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-25T20:29:26.966047] [INFO ] [sig       ] PFL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:27.103075] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PFL.txt
[2025-12-25T20:29:27.103232] [INFO ] [sig       ] [2485/3552] Completed PFL in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-25T20:29:27.103273] [INFO ] [sig       ] [2486/3552] Forecasting PFM...
[2025-12-25T20:29:27.103302] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-25T20:29:27.103331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-25T20:29:27.114936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-25T20:29:27.115316] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-25T20:29:27.116265] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-25T20:29:27.116326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:27.116369] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:27.116410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:27.116497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:27.177768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:27.178680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:27.178765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:27.178798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:27.307108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:27.307266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:27.307308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:27.307339] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:27.310933] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=15.41%)
[2025-12-25T20:29:27.311221] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-25T20:29:27.311352] [INFO ] [sig       ] PFM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:27.448272] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFM.txt
[2025-12-25T20:29:27.448429] [INFO ] [sig       ] [2486/3552] Completed PFM in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-25T20:29:27.448470] [INFO ] [sig       ] [2487/3552] Forecasting PFN...
[2025-12-25T20:29:27.448499] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-25T20:29:27.448532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-25T20:29:27.463039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-25T20:29:27.463419] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-25T20:29:27.464205] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-25T20:29:27.464257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:27.464288] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:27.464314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:27.464371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:27.519422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:27.520205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:27.520290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:27.520322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:27.637752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:27.637911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:27.637952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:27.637980] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:27.641491] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-12-25T20:29:27.641802] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-25T20:29:27.641933] [INFO ] [sig       ] PFN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:27.782434] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PFN.txt
[2025-12-25T20:29:27.782621] [INFO ] [sig       ] [2487/3552] Completed PFN in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-25T20:29:27.782671] [INFO ] [sig       ] [2488/3552] Forecasting PFO...
[2025-12-25T20:29:27.782733] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-25T20:29:27.782771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-25T20:29:27.792915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-25T20:29:27.793252] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-25T20:29:27.794034] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-25T20:29:27.794085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:27.794116] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:27.794143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:27.794200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:27.851047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:27.851775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:27.851852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:27.851884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:27.962538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:27.962699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:27.962740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:27.962767] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:27.966060] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-25T20:29:27.966331] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-25T20:29:27.966451] [INFO ] [sig       ] PFO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:28.160346] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFO.txt
[2025-12-25T20:29:28.160494] [INFO ] [sig       ] [2488/3552] Completed PFO in 0.4s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-25T20:29:28.160535] [INFO ] [sig       ] [2489/3552] Forecasting PFS...
[2025-12-25T20:29:28.160585] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-25T20:29:28.160619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-25T20:29:28.171618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-25T20:29:28.171933] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-25T20:29:28.172704] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-25T20:29:28.172757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:28.172787] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:28.172814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:28.172870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:28.229889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:28.230633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:28.230719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:28.230751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:28.355168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:28.355328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:28.355376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:28.355406] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:28.358828] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=64.09%)
[2025-12-25T20:29:28.359109] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-25T20:29:28.359273] [INFO ] [sig       ] PFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:28.497565] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PFS.txt
[2025-12-25T20:29:28.497724] [INFO ] [sig       ] [2489/3552] Completed PFS in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-25T20:29:28.497773] [INFO ] [sig       ] [2490/3552] Forecasting PFSI...
[2025-12-25T20:29:28.497804] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-25T20:29:28.497834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-25T20:29:28.508295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-25T20:29:28.508670] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-25T20:29:28.509453] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-25T20:29:28.509505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:28.509536] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:28.509562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:28.509647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:28.565078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:28.565797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:28.565876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:28.565907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:28.684387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:28.684551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:28.684613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:28.684645] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:28.688055] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=8.60%)
[2025-12-25T20:29:28.688341] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-25T20:29:28.688472] [INFO ] [sig       ] PFSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:28.829883] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFSI.txt
[2025-12-25T20:29:28.830056] [INFO ] [sig       ] [2490/3552] Completed PFSI in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-25T20:29:28.830099] [INFO ] [sig       ] [2491/3552] Forecasting PGC...
[2025-12-25T20:29:28.830130] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-25T20:29:28.830160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-25T20:29:28.841328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-25T20:29:28.841735] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-25T20:29:28.842491] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-25T20:29:28.842549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:28.842600] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:28.842632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:28.842690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:28.899225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:28.900059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:28.900172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:28.900207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:29.023966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:29.024133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:29.024197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:29.024228] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:29.027733] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=82.97%)
[2025-12-25T20:29:29.028032] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-25T20:29:29.028162] [INFO ] [sig       ] PGC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:29.170207] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PGC.txt
[2025-12-25T20:29:29.170376] [INFO ] [sig       ] [2491/3552] Completed PGC in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-25T20:29:29.170420] [INFO ] [sig       ] [2492/3552] Forecasting PGEN...
[2025-12-25T20:29:29.170451] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-25T20:29:29.170480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-25T20:29:29.181970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-25T20:29:29.182365] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-25T20:29:29.183140] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-25T20:29:29.183192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:29.183223] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:29.183248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:29.183305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:29.239523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:29.240386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:29.240469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:29.240501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:29.361150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:29.361301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:29.361342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:29.361371] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:29.364807] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-25T20:29:29.365090] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-25T20:29:29.365231] [INFO ] [sig       ] PGEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:29.506434] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PGEN.txt
[2025-12-25T20:29:29.506589] [INFO ] [sig       ] [2492/3552] Completed PGEN in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-25T20:29:29.506631] [INFO ] [sig       ] [2493/3552] Forecasting PGJ...
[2025-12-25T20:29:29.506660] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-25T20:29:29.506721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-25T20:29:29.517186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-25T20:29:29.517549] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-25T20:29:29.518368] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-25T20:29:29.518421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:29.518453] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:29.518480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:29.518538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:29.575561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:29.576408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:29.576508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:29.576546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:29.699125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:29.699301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:29.699343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:29.699376] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:29.702790] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=14.76%)
[2025-12-25T20:29:29.703069] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-25T20:29:29.703194] [INFO ] [sig       ] PGJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:29.848120] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PGJ.txt
[2025-12-25T20:29:29.848273] [INFO ] [sig       ] [2493/3552] Completed PGJ in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-25T20:29:29.848312] [INFO ] [sig       ] [2494/3552] Forecasting PGNY...
[2025-12-25T20:29:29.848343] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-25T20:29:29.848374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-25T20:29:29.859053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-25T20:29:29.859465] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-25T20:29:29.860295] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-25T20:29:29.860347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:29.860379] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:29.860404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:29.860462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:29.916143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:29.916969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:29.917049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:29.917081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:30.030799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:30.030953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:30.030993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:30.031021] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:30.034304] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=16.35%)
[2025-12-25T20:29:30.034595] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-25T20:29:30.034718] [INFO ] [sig       ] PGNY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:30.172189] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PGNY.txt
[2025-12-25T20:29:30.172419] [INFO ] [sig       ] [2494/3552] Completed PGNY in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-25T20:29:30.172492] [INFO ] [sig       ] [2495/3552] Forecasting PGP...
[2025-12-25T20:29:30.172525] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-25T20:29:30.172555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-25T20:29:30.182895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-25T20:29:30.183179] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-25T20:29:30.183948] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-25T20:29:30.183999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:30.184045] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:30.184073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:30.184130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:30.240534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:30.241169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:30.241245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:30.241277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:30.355899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:30.356049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:30.356091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:30.356119] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:30.359489] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=83.86%)
[2025-12-25T20:29:30.359785] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-25T20:29:30.359908] [INFO ] [sig       ] PGP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:30.503417] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PGP.txt
[2025-12-25T20:29:30.503654] [INFO ] [sig       ] [2495/3552] Completed PGP in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-25T20:29:30.503705] [INFO ] [sig       ] [2496/3552] Forecasting PGY...
[2025-12-25T20:29:30.503736] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-25T20:29:30.503767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-25T20:29:30.515485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-25T20:29:30.515912] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-25T20:29:30.516852] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-25T20:29:30.516905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:30.516937] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:30.516963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:30.517019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:30.572642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:30.573281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:30.573366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:30.573396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:30.691139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:30.691296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:30.691337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:30.691365] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:30.694765] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: DOWN (p=37.29%)
[2025-12-25T20:29:30.695060] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-25T20:29:30.695186] [INFO ] [sig       ] PGY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:30.831685] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PGY.txt
[2025-12-25T20:29:30.831826] [INFO ] [sig       ] [2496/3552] Completed PGY in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-25T20:29:30.831866] [INFO ] [sig       ] [2497/3552] Forecasting PGZ...
[2025-12-25T20:29:30.831905] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-25T20:29:30.831934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-25T20:29:30.842335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-25T20:29:30.842677] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-25T20:29:30.843420] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-25T20:29:30.843472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:30.843503] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:30.843529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:30.843602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:30.899247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:30.899855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:30.899931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:30.899963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:31.014893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:31.015044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:31.015085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:31.015115] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:31.018402] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-12-25T20:29:31.018702] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-25T20:29:31.018825] [INFO ] [sig       ] PGZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:31.156374] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PGZ.txt
[2025-12-25T20:29:31.156543] [INFO ] [sig       ] [2497/3552] Completed PGZ in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-25T20:29:31.156631] [INFO ] [sig       ] [2498/3552] Forecasting PH...
[2025-12-25T20:29:31.156665] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-25T20:29:31.156695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-25T20:29:31.166978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-25T20:29:31.167304] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-25T20:29:31.168079] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-25T20:29:31.168131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:31.168189] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:31.168217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:31.168274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:31.224445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:31.225327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:31.225413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:31.225445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:31.346976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:31.347131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:31.347172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:31.347200] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:31.353763] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-25T20:29:31.354077] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-25T20:29:31.354201] [INFO ] [sig       ] PH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:31.495751] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PH.txt
[2025-12-25T20:29:31.495910] [INFO ] [sig       ] [2498/3552] Completed PH in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-25T20:29:31.495950] [INFO ] [sig       ] [2499/3552] Forecasting PHG...
[2025-12-25T20:29:31.495980] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-25T20:29:31.496024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-25T20:29:31.507077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-25T20:29:31.507399] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-25T20:29:31.508187] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-25T20:29:31.508241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:31.508274] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:31.508301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:31.508359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:31.566867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:31.567786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:31.567868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:31.567902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:31.692492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:31.692661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:31.692703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:31.692731] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:31.696135] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-12-25T20:29:31.696406] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-25T20:29:31.696526] [INFO ] [sig       ] PHG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:31.837126] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PHG.txt
[2025-12-25T20:29:31.837259] [INFO ] [sig       ] [2499/3552] Completed PHG in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-25T20:29:31.837297] [INFO ] [sig       ] [2500/3552] Forecasting PHI...
[2025-12-25T20:29:31.837327] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-25T20:29:31.837382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-25T20:29:31.847809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-25T20:29:31.848116] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-25T20:29:31.848884] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-25T20:29:31.848935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:31.848966] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:31.848993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:31.849049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:31.905728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:31.906384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:31.906462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:31.906494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:32.021079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:32.021231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:32.021270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:32.021299] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:32.024596] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=33.77%)
[2025-12-25T20:29:32.024891] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-25T20:29:32.025011] [INFO ] [sig       ] PHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:32.167025] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PHI.txt
[2025-12-25T20:29:32.167190] [INFO ] [sig       ] [2500/3552] Completed PHI in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-25T20:29:32.167230] [INFO ] [sig       ] [2501/3552] Forecasting PHIN...
[2025-12-25T20:29:32.167259] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-25T20:29:32.167290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-25T20:29:32.178812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-25T20:29:32.179243] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-25T20:29:32.180092] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-25T20:29:32.180145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:32.180175] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:32.180201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:32.180258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:32.237300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:32.238186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:32.238270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:32.238304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:32.361469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:32.361648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:32.361688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:32.361753] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:32.365138] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=36.88%)
[2025-12-25T20:29:32.365424] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-25T20:29:32.365545] [INFO ] [sig       ] PHIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:32.506185] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PHIN.txt
[2025-12-25T20:29:32.506362] [INFO ] [sig       ] [2501/3552] Completed PHIN in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-25T20:29:32.506405] [INFO ] [sig       ] [2502/3552] Forecasting PHIO...
[2025-12-25T20:29:32.506436] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-25T20:29:32.506466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-25T20:29:32.517050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-25T20:29:32.517347] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-25T20:29:32.518150] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-25T20:29:32.518203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:32.518234] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:32.518261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:32.518318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:32.575781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:32.576430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:32.576508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:32.576540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:32.701051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:32.701206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:32.701246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:32.701274] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:32.704728] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: DOWN (p=45.41%)
[2025-12-25T20:29:32.705001] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-25T20:29:32.705124] [INFO ] [sig       ] PHIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:32.844803] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PHIO.txt
[2025-12-25T20:29:32.844966] [INFO ] [sig       ] [2502/3552] Completed PHIO in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-25T20:29:32.845009] [INFO ] [sig       ] [2503/3552] Forecasting PHK...
[2025-12-25T20:29:32.845071] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-25T20:29:32.845103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-25T20:29:32.855932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-25T20:29:32.856308] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-25T20:29:32.857117] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-25T20:29:32.857169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:32.857201] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:32.857227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:32.857283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:32.916293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:32.917162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:32.917249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:32.917282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:33.045965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:33.046133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:33.046175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:33.046204] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:33.050315] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=89.73%)
[2025-12-25T20:29:33.050686] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-25T20:29:33.050824] [INFO ] [sig       ] PHK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:33.198916] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PHK.txt
[2025-12-25T20:29:33.199069] [INFO ] [sig       ] [2503/3552] Completed PHK in 0.4s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-25T20:29:33.199111] [INFO ] [sig       ] [2504/3552] Forecasting PHM...
[2025-12-25T20:29:33.199141] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-25T20:29:33.199209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-25T20:29:33.210805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-25T20:29:33.211201] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-25T20:29:33.212075] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-25T20:29:33.212129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:33.212163] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:33.212202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:33.212286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:33.274965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:33.275884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:33.275978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:33.276012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:33.404403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:33.404564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:33.404625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:33.404655] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:33.408528] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=36.88%)
[2025-12-25T20:29:33.408867] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-25T20:29:33.409004] [INFO ] [sig       ] PHM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:33.555562] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PHM.txt
[2025-12-25T20:29:33.555778] [INFO ] [sig       ] [2504/3552] Completed PHM in 0.4s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-25T20:29:33.555832] [INFO ] [sig       ] [2505/3552] Forecasting PHO...
[2025-12-25T20:29:33.555893] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-25T20:29:33.555938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-25T20:29:33.568724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-25T20:29:33.569178] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-25T20:29:33.570124] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-25T20:29:33.570180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:33.570212] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:33.570239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:33.570298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:33.634147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:33.635165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:33.635280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:33.635314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:33.808207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:33.808441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:33.808506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:33.808552] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:33.814028] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-25T20:29:33.814525] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-25T20:29:33.814744] [INFO ] [sig       ] PHO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:34.025360] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PHO.txt
[2025-12-25T20:29:34.025643] [INFO ] [sig       ] [2505/3552] Completed PHO in 0.5s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-25T20:29:34.025716] [INFO ] [sig       ] [2506/3552] Forecasting PHUN...
[2025-12-25T20:29:34.025809] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-25T20:29:34.025863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-25T20:29:34.040665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-25T20:29:34.041093] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-25T20:29:34.041967] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-25T20:29:34.042022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:34.042055] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:34.042086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:34.042160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:34.108254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:34.109346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:34.109452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:34.109487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:34.277004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:34.277202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:34.277268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:34.277318] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:34.282755] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=84.37%)
[2025-12-25T20:29:34.283277] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-25T20:29:34.283489] [INFO ] [sig       ] PHUN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:34.473076] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PHUN.txt
[2025-12-25T20:29:34.473263] [INFO ] [sig       ] [2506/3552] Completed PHUN in 0.4s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-25T20:29:34.473321] [INFO ] [sig       ] [2507/3552] Forecasting PHVS...
[2025-12-25T20:29:34.473357] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-25T20:29:34.473415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-25T20:29:34.484961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-25T20:29:34.485416] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-25T20:29:34.486308] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-25T20:29:34.486364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:34.486395] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:34.486421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:34.486480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:34.551756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:34.552988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:34.553081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:34.553114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:34.684193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:34.684364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:34.684406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:34.684433] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:34.688717] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-12-25T20:29:34.689292] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-25T20:29:34.689465] [INFO ] [sig       ] PHVS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:34.845019] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PHVS.txt
[2025-12-25T20:29:34.845195] [INFO ] [sig       ] [2507/3552] Completed PHVS in 0.4s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-25T20:29:34.845270] [INFO ] [sig       ] [2508/3552] Forecasting PI...
[2025-12-25T20:29:34.845303] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-25T20:29:34.845333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-25T20:29:34.858070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-25T20:29:34.858483] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-25T20:29:34.859436] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-25T20:29:34.859506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:34.859539] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:34.859566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:34.859643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:34.923659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:34.924516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:34.924651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:34.924687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:35.053220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:35.053380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:35.053421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:35.053449] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:35.056976] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=68.22%)
[2025-12-25T20:29:35.057273] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-25T20:29:35.057402] [INFO ] [sig       ] PI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:35.197106] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PI.txt
[2025-12-25T20:29:35.197255] [INFO ] [sig       ] [2508/3552] Completed PI in 0.4s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-25T20:29:35.197295] [INFO ] [sig       ] [2509/3552] Forecasting PID...
[2025-12-25T20:29:35.197326] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-25T20:29:35.197356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-25T20:29:35.208002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-25T20:29:35.208387] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-25T20:29:35.209277] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-25T20:29:35.209331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:35.209363] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:35.209389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:35.209446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:35.265460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:35.266197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:35.266276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:35.266309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:35.385616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:35.385773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:35.385812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:35.385842] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:35.389210] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: DOWN (p=13.65%)
[2025-12-25T20:29:35.389497] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-25T20:29:35.389643] [INFO ] [sig       ] PID: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:35.527223] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PID.txt
[2025-12-25T20:29:35.527373] [INFO ] [sig       ] [2509/3552] Completed PID in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-25T20:29:35.527412] [INFO ] [sig       ] [2510/3552] Forecasting PIE...
[2025-12-25T20:29:35.527442] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-25T20:29:35.527472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-25T20:29:35.538329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-25T20:29:35.538708] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-25T20:29:35.539515] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-25T20:29:35.539567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:35.539617] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:35.539643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:35.539700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:35.594772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:35.595503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:35.595599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:35.595634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:35.713959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:35.714113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:35.714153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:35.714181] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:35.717822] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: DOWN (p=44.66%)
[2025-12-25T20:29:35.718129] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-25T20:29:35.718274] [INFO ] [sig       ] PIE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:35.865646] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PIE.txt
[2025-12-25T20:29:35.865789] [INFO ] [sig       ] [2510/3552] Completed PIE in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-25T20:29:35.865830] [INFO ] [sig       ] [2511/3552] Forecasting PII...
[2025-12-25T20:29:35.865858] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-25T20:29:35.865888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-25T20:29:35.877677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-25T20:29:35.878077] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-25T20:29:35.878920] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-25T20:29:35.878974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:35.879007] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:35.879035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:35.879093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:35.935082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:35.935973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:35.936056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:35.936088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:36.054653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:36.054812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:36.054852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:36.054880] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:36.058297] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-25T20:29:36.058596] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-25T20:29:36.058728] [INFO ] [sig       ] PII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:36.196595] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PII.txt
[2025-12-25T20:29:36.196776] [INFO ] [sig       ] [2511/3552] Completed PII in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-25T20:29:36.196826] [INFO ] [sig       ] [2512/3552] Forecasting PIM...
[2025-12-25T20:29:36.196857] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-25T20:29:36.196916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-25T20:29:36.207649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-25T20:29:36.208005] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-25T20:29:36.208824] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-25T20:29:36.208886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:36.208918] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:36.208945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:36.209003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:36.265167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:36.266063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:36.266147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:36.266180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:36.380065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:36.380221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:36.380262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:36.380292] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:36.383637] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=75.12%)
[2025-12-25T20:29:36.383917] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-25T20:29:36.384040] [INFO ] [sig       ] PIM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:36.521546] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PIM.txt
[2025-12-25T20:29:36.521710] [INFO ] [sig       ] [2512/3552] Completed PIM in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-25T20:29:36.521750] [INFO ] [sig       ] [2513/3552] Forecasting PINE...
[2025-12-25T20:29:36.521780] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-25T20:29:36.521811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-25T20:29:36.532888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-25T20:29:36.533255] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-25T20:29:36.534044] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-25T20:29:36.534096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:36.534127] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:36.534154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:36.534211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:36.589847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:36.590678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:36.590759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:36.590792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:36.709630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:36.709791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:36.709837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:36.709872] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:36.713229] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-25T20:29:36.713501] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-25T20:29:36.713657] [INFO ] [sig       ] PINE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:36.855366] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PINE.txt
[2025-12-25T20:29:36.855543] [INFO ] [sig       ] [2513/3552] Completed PINE in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-25T20:29:36.855617] [INFO ] [sig       ] [2514/3552] Forecasting PINS...
[2025-12-25T20:29:36.855679] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-25T20:29:36.855710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-25T20:29:36.867162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-25T20:29:36.867515] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-25T20:29:36.868328] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-25T20:29:36.868380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:36.868412] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:36.868438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:36.868495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:36.924154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:36.924935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:36.925016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:36.925048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:37.046614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:37.046774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:37.046814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:37.046842] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:37.050210] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=83.53%)
[2025-12-25T20:29:37.050486] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-25T20:29:37.050628] [INFO ] [sig       ] PINS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:37.187250] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PINS.txt
[2025-12-25T20:29:37.187410] [INFO ] [sig       ] [2514/3552] Completed PINS in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-25T20:29:37.187449] [INFO ] [sig       ] [2515/3552] Forecasting PK...
[2025-12-25T20:29:37.187479] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-25T20:29:37.187509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-25T20:29:37.198868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-25T20:29:37.199237] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-25T20:29:37.200035] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-25T20:29:37.200087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:37.200148] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:37.200176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:37.200233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:37.255810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:37.256611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:37.256692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:37.256724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:37.376927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:37.377087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:37.377146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:37.377177] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:37.380527] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=58.33%)
[2025-12-25T20:29:37.380825] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-25T20:29:37.380954] [INFO ] [sig       ] PK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:37.518024] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PK.txt
[2025-12-25T20:29:37.518181] [INFO ] [sig       ] [2515/3552] Completed PK in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-25T20:29:37.518222] [INFO ] [sig       ] [2516/3552] Forecasting PKBK...
[2025-12-25T20:29:37.518253] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-25T20:29:37.518282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-25T20:29:37.531598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-25T20:29:37.532151] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-25T20:29:37.533113] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-25T20:29:37.533168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:37.533201] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:37.533227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:37.533289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:37.592196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:37.593206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:37.593305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:37.593338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:37.709300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:37.709526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:37.709590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:37.709623] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:37.713332] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=92.06%)
[2025-12-25T20:29:37.713656] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-25T20:29:37.713793] [INFO ] [sig       ] PKBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:37.855303] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PKBK.txt
[2025-12-25T20:29:37.855507] [INFO ] [sig       ] [2516/3552] Completed PKBK in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-25T20:29:37.855554] [INFO ] [sig       ] [2517/3552] Forecasting PKE...
[2025-12-25T20:29:37.855632] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-25T20:29:37.855666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-25T20:29:37.868129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-25T20:29:37.868644] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-25T20:29:37.869543] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-25T20:29:37.869618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:37.869653] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:37.869680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:37.869739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:37.929819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:37.931049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:37.931180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:37.931215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:38.055889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:38.056121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:38.056165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:38.056193] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:38.059980] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-25T20:29:38.060297] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-25T20:29:38.060425] [INFO ] [sig       ] PKE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:38.210366] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PKE.txt
[2025-12-25T20:29:38.210587] [INFO ] [sig       ] [2517/3552] Completed PKE in 0.4s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-25T20:29:38.210641] [INFO ] [sig       ] [2518/3552] Forecasting PKG...
[2025-12-25T20:29:38.210679] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-25T20:29:38.210714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-25T20:29:38.224183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-25T20:29:38.224701] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-25T20:29:38.225614] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-25T20:29:38.225668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:38.225702] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:38.225730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:38.225789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:38.285340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:38.286460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:38.286555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:38.286612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:38.411293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:38.411515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:38.411558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:38.411651] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:38.415316] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-25T20:29:38.415664] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-25T20:29:38.415831] [INFO ] [sig       ] PKG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:38.557179] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PKG.txt
[2025-12-25T20:29:38.557359] [INFO ] [sig       ] [2518/3552] Completed PKG in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-25T20:29:38.557404] [INFO ] [sig       ] [2519/3552] Forecasting PKOH...
[2025-12-25T20:29:38.557434] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-25T20:29:38.557465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-25T20:29:38.570524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-25T20:29:38.571040] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-25T20:29:38.572030] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-25T20:29:38.572085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:38.572117] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:38.572167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:38.572231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:38.630672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:38.631806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:38.631925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:38.631958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:38.752645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:38.752881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:38.752927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:38.752955] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:38.757055] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=17.53%)
[2025-12-25T20:29:38.757397] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-25T20:29:38.757540] [INFO ] [sig       ] PKOH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:38.906282] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PKOH.txt
[2025-12-25T20:29:38.906487] [INFO ] [sig       ] [2519/3552] Completed PKOH in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-25T20:29:38.906529] [INFO ] [sig       ] [2520/3552] Forecasting PKX...
[2025-12-25T20:29:38.906562] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-25T20:29:38.906665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-25T20:29:38.922639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-25T20:29:38.923222] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-25T20:29:38.924193] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-25T20:29:38.924247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:38.924280] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:38.924306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:38.924367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:38.984019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:38.985175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:38.985283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:38.985320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:39.112926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:39.113109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:39.113163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:39.113196] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:39.116976] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: UP (p=70.09%)
[2025-12-25T20:29:39.117289] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-25T20:29:39.117432] [INFO ] [sig       ] PKX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:39.271339] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PKX.txt
[2025-12-25T20:29:39.271544] [INFO ] [sig       ] [2520/3552] Completed PKX in 0.4s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-25T20:29:39.271623] [INFO ] [sig       ] [2521/3552] Forecasting PL...
[2025-12-25T20:29:39.271670] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-25T20:29:39.271755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-25T20:29:39.283894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-25T20:29:39.284343] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-25T20:29:39.285202] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-25T20:29:39.285256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:39.285288] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:39.285314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:39.285372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:39.347394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:39.348344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:39.348434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:39.348467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:39.476668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:39.476822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:39.476865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:39.476895] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:39.480532] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=73.17%)
[2025-12-25T20:29:39.480831] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-25T20:29:39.480955] [INFO ] [sig       ] PL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:39.618019] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PL.txt
[2025-12-25T20:29:39.618164] [INFO ] [sig       ] [2521/3552] Completed PL in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-25T20:29:39.618204] [INFO ] [sig       ] [2522/3552] Forecasting PLAB...
[2025-12-25T20:29:39.618233] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-25T20:29:39.618263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-25T20:29:39.629459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-25T20:29:39.629857] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-25T20:29:39.630644] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-25T20:29:39.630696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:39.630727] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:39.630754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:39.630811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:39.686449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:39.687207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:39.687289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:39.687321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:39.815349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:39.815526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:39.815588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:39.815620] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:39.819040] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=61.45%)
[2025-12-25T20:29:39.819330] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-25T20:29:39.819455] [INFO ] [sig       ] PLAB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:39.955503] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLAB.txt
[2025-12-25T20:29:39.955648] [INFO ] [sig       ] [2522/3552] Completed PLAB in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-25T20:29:39.955688] [INFO ] [sig       ] [2523/3552] Forecasting PLAY...
[2025-12-25T20:29:39.955719] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-25T20:29:39.955786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-25T20:29:39.966631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-25T20:29:39.966968] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-25T20:29:39.967739] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-25T20:29:39.967791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:39.967822] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:39.967849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:39.967906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:40.023370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:40.024258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:40.024339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:40.024371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:40.146366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:40.146522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:40.146563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:40.146611] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:40.149991] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=34.73%)
[2025-12-25T20:29:40.150267] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-25T20:29:40.150388] [INFO ] [sig       ] PLAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:40.288333] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PLAY.txt
[2025-12-25T20:29:40.288471] [INFO ] [sig       ] [2523/3552] Completed PLAY in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-25T20:29:40.288534] [INFO ] [sig       ] [2524/3552] Forecasting PLBC...
[2025-12-25T20:29:40.288564] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-25T20:29:40.288612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-25T20:29:40.298305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-25T20:29:40.298647] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-25T20:29:40.299408] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-25T20:29:40.299459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:40.299491] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:40.299518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:40.299594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:40.355379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:40.356058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:40.356134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:40.356167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:40.465057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:40.465208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:40.465246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:40.465275] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:40.468603] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: UP (p=52.47%)
[2025-12-25T20:29:40.468876] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-25T20:29:40.468997] [INFO ] [sig       ] PLBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:40.613203] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLBC.txt
[2025-12-25T20:29:40.613370] [INFO ] [sig       ] [2524/3552] Completed PLBC in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-25T20:29:40.613413] [INFO ] [sig       ] [2525/3552] Forecasting PLBY...
[2025-12-25T20:29:40.613443] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-25T20:29:40.613472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-25T20:29:40.624294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-25T20:29:40.624624] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-25T20:29:40.625441] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-25T20:29:40.625497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:40.625538] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:40.625581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:40.625643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:40.682408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:40.683053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:40.683159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:40.683192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:40.801320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:40.801474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:40.801513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:40.801542] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:40.804854] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: UP (p=93.70%)
[2025-12-25T20:29:40.805125] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-25T20:29:40.805246] [INFO ] [sig       ] PLBY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:40.941927] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLBY.txt
[2025-12-25T20:29:40.942073] [INFO ] [sig       ] [2525/3552] Completed PLBY in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-25T20:29:40.942114] [INFO ] [sig       ] [2526/3552] Forecasting PLCE...
[2025-12-25T20:29:40.942143] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-25T20:29:40.942171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-25T20:29:40.953001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-25T20:29:40.953319] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-25T20:29:40.954100] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-25T20:29:40.954152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:40.954183] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:40.954209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:40.954266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:41.009677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:41.010335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:41.010414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:41.010446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:41.130775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:41.130926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:41.130965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:41.131012] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:41.134309] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=82.91%)
[2025-12-25T20:29:41.134600] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-25T20:29:41.134724] [INFO ] [sig       ] PLCE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:41.275666] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLCE.txt
[2025-12-25T20:29:41.275819] [INFO ] [sig       ] [2526/3552] Completed PLCE in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-25T20:29:41.275861] [INFO ] [sig       ] [2527/3552] Forecasting PLD...
[2025-12-25T20:29:41.275915] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-25T20:29:41.275946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-25T20:29:41.287169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-25T20:29:41.287505] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-25T20:29:41.288263] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-25T20:29:41.288315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:41.288346] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:41.288373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:41.288436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:41.345374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:41.346164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:41.346249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:41.346282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:41.472189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:41.472349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:41.472401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:41.472441] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:41.475976] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-25T20:29:41.476268] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-25T20:29:41.476394] [INFO ] [sig       ] PLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:41.615970] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLD.txt
[2025-12-25T20:29:41.616108] [INFO ] [sig       ] [2527/3552] Completed PLD in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-25T20:29:41.616148] [INFO ] [sig       ] [2528/3552] Forecasting PLPC...
[2025-12-25T20:29:41.616178] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-25T20:29:41.616207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-25T20:29:41.626687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-25T20:29:41.627074] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-25T20:29:41.627856] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-25T20:29:41.627907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:41.627939] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:41.627965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:41.628022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:41.684852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:41.685679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:41.685761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:41.685794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:41.800899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:41.801055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:41.801096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:41.801125] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:41.804455] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-12-25T20:29:41.804755] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-25T20:29:41.804883] [INFO ] [sig       ] PLPC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:41.943757] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLPC.txt
[2025-12-25T20:29:41.943919] [INFO ] [sig       ] [2528/3552] Completed PLPC in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-25T20:29:41.943960] [INFO ] [sig       ] [2529/3552] Forecasting PLRX...
[2025-12-25T20:29:41.943991] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-25T20:29:41.944021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-25T20:29:41.955018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-25T20:29:41.955379] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-25T20:29:41.956171] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-25T20:29:41.956224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:41.956257] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:41.956284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:41.956342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:42.014088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:42.014792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:42.014872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:42.014905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:42.136349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:42.136549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:42.136607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:42.136637] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:42.140114] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=59.50%)
[2025-12-25T20:29:42.140396] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-25T20:29:42.140528] [INFO ] [sig       ] PLRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:42.279407] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLRX.txt
[2025-12-25T20:29:42.279538] [INFO ] [sig       ] [2529/3552] Completed PLRX in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-25T20:29:42.279592] [INFO ] [sig       ] [2530/3552] Forecasting PLSE...
[2025-12-25T20:29:42.279626] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-25T20:29:42.279656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-25T20:29:42.290596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-25T20:29:42.290955] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-25T20:29:42.291846] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-25T20:29:42.291912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:42.291953] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:42.291984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:42.292067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:42.350678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:42.351441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:42.351530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:42.351566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:42.468952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:42.469097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:42.469136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:42.469164] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:42.472569] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-25T20:29:42.472863] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-25T20:29:42.472991] [INFO ] [sig       ] PLSE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:42.613913] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PLSE.txt
[2025-12-25T20:29:42.614062] [INFO ] [sig       ] [2530/3552] Completed PLSE in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-25T20:29:42.614116] [INFO ] [sig       ] [2531/3552] Forecasting PLTK...
[2025-12-25T20:29:42.614158] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-25T20:29:42.614189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-25T20:29:42.625744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-25T20:29:42.626093] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-25T20:29:42.626890] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-25T20:29:42.626949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:42.626982] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:42.627010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:42.627068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:42.684306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:42.685088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:42.685172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:42.685206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:42.804310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:42.804466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:42.804507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:42.804537] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:42.807930] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=90.76%)
[2025-12-25T20:29:42.808208] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-25T20:29:42.808331] [INFO ] [sig       ] PLTK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:42.950722] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLTK.txt
[2025-12-25T20:29:42.950864] [INFO ] [sig       ] [2531/3552] Completed PLTK in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-25T20:29:42.950905] [INFO ] [sig       ] [2532/3552] Forecasting PLUG...
[2025-12-25T20:29:42.950935] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-25T20:29:42.950966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-25T20:29:42.962252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-25T20:29:42.962650] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-25T20:29:42.963434] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-25T20:29:42.963510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:42.963597] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:42.963630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:42.963690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:43.023049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:43.023868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:43.023974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:43.024008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:43.146398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:43.146555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:43.146615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:43.146644] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:43.150045] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-12-25T20:29:43.150339] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-25T20:29:43.150471] [INFO ] [sig       ] PLUG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:43.292693] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLUG.txt
[2025-12-25T20:29:43.292831] [INFO ] [sig       ] [2532/3552] Completed PLUG in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-25T20:29:43.292875] [INFO ] [sig       ] [2533/3552] Forecasting PLUS...
[2025-12-25T20:29:43.292907] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-25T20:29:43.292937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-25T20:29:43.303945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-25T20:29:43.304302] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-25T20:29:43.305072] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-25T20:29:43.305124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:43.305155] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:43.305181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:43.305238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:43.362341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:43.363099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:43.363180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:43.363213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:43.484584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:43.484734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:43.484774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:43.484803] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:43.488134] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=43.15%)
[2025-12-25T20:29:43.488407] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-25T20:29:43.488534] [INFO ] [sig       ] PLUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:43.634894] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PLUS.txt
[2025-12-25T20:29:43.635053] [INFO ] [sig       ] [2533/3552] Completed PLUS in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-25T20:29:43.635101] [INFO ] [sig       ] [2534/3552] Forecasting PLXS...
[2025-12-25T20:29:43.635132] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-25T20:29:43.635162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-25T20:29:43.646990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-25T20:29:43.647306] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-25T20:29:43.648095] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-25T20:29:43.648148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:43.648180] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:43.648207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:43.648264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:43.709453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:43.710352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:43.710457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:43.710491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:43.839218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:43.839377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:43.839419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:43.839449] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:43.842906] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2025-12-25T20:29:43.843186] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-25T20:29:43.843311] [INFO ] [sig       ] PLXS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:43.984799] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLXS.txt
[2025-12-25T20:29:43.984962] [INFO ] [sig       ] [2534/3552] Completed PLXS in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-25T20:29:43.985005] [INFO ] [sig       ] [2535/3552] Forecasting PLYM...
[2025-12-25T20:29:43.985060] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-25T20:29:43.985095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-25T20:29:43.996226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-25T20:29:43.996618] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-25T20:29:43.997425] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-25T20:29:43.997477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:43.997508] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:43.997541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:43.997618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:44.056153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:44.057016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:44.057099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:44.057131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:44.179453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:44.179619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:44.179660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:44.179721] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:44.183425] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-12-25T20:29:44.183759] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-25T20:29:44.183892] [INFO ] [sig       ] PLYM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:44.324552] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLYM.txt
[2025-12-25T20:29:44.324717] [INFO ] [sig       ] [2535/3552] Completed PLYM in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-25T20:29:44.324759] [INFO ] [sig       ] [2536/3552] Forecasting PM...
[2025-12-25T20:29:44.324788] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-25T20:29:44.324819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-25T20:29:44.335456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-25T20:29:44.335792] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-25T20:29:44.336536] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-25T20:29:44.336605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:44.336638] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:44.336664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:44.336722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:44.392250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:44.392924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:44.393001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:44.393034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:44.518052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:44.518215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:44.518262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:44.518291] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:44.521637] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-25T20:29:44.521914] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-25T20:29:44.522038] [INFO ] [sig       ] PM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:44.658540] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PM.txt
[2025-12-25T20:29:44.658674] [INFO ] [sig       ] [2536/3552] Completed PM in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-25T20:29:44.658714] [INFO ] [sig       ] [2537/3552] Forecasting PMAX...
[2025-12-25T20:29:44.658745] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-25T20:29:44.658774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-25T20:29:44.669706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-25T20:29:44.670018] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-25T20:29:44.670921] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-25T20:29:44.670974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:44.671005] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:44.671031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:44.671088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:44.726379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:44.726984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:44.727061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:44.727093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:44.842210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:44.842363] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:29:44.842402] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:44.842430] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:44.845761] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: UP (p=65.75%)
[2025-12-25T20:29:44.846051] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-25T20:29:44.846172] [INFO ] [sig       ] PMAX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:44.983001] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PMAX.txt
[2025-12-25T20:29:44.983137] [INFO ] [sig       ] [2537/3552] Completed PMAX in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-25T20:29:44.983176] [INFO ] [sig       ] [2538/3552] Forecasting PML...
[2025-12-25T20:29:44.983206] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-25T20:29:44.983237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-25T20:29:44.993665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-25T20:29:44.993986] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-25T20:29:44.994778] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-25T20:29:44.994830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:44.994862] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:44.994888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:44.994953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:45.050719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:45.051357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:45.051435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:45.051466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:45.165964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:45.166121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:45.166161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:45.166190] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:45.169503] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-25T20:29:45.169796] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-25T20:29:45.169922] [INFO ] [sig       ] PML: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:45.307627] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PML.txt
[2025-12-25T20:29:45.307784] [INFO ] [sig       ] [2538/3552] Completed PML in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-25T20:29:45.307825] [INFO ] [sig       ] [2539/3552] Forecasting PMM...
[2025-12-25T20:29:45.307856] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-25T20:29:45.307886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-25T20:29:45.318987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-25T20:29:45.319386] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-25T20:29:45.320185] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-25T20:29:45.320238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:45.320269] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:45.320295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:45.320352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:45.375634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:45.376292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:45.376372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:45.376403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:45.492636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:45.492767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:45.492822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:45.492850] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:45.496174] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=51.53%)
[2025-12-25T20:29:45.496440] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-25T20:29:45.496560] [INFO ] [sig       ] PMM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:45.633566] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PMM.txt
[2025-12-25T20:29:45.633699] [INFO ] [sig       ] [2539/3552] Completed PMM in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-25T20:29:45.633738] [INFO ] [sig       ] [2540/3552] Forecasting PMO...
[2025-12-25T20:29:45.633768] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-25T20:29:45.633800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-25T20:29:45.644623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-25T20:29:45.644939] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-25T20:29:45.645702] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-25T20:29:45.645754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:45.645785] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:45.645811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:45.645869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:45.701651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:45.702255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:45.702331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:45.702362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:45.818745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:45.818875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:45.818912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:45.818940] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:45.822201] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-25T20:29:45.822470] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-25T20:29:45.822607] [INFO ] [sig       ] PMO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:45.960352] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PMO.txt
[2025-12-25T20:29:45.960469] [INFO ] [sig       ] [2540/3552] Completed PMO in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-25T20:29:45.960508] [INFO ] [sig       ] [2541/3552] Forecasting PMTS...
[2025-12-25T20:29:45.960537] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-25T20:29:45.960567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-25T20:29:45.971609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-25T20:29:45.971909] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-25T20:29:45.972666] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-25T20:29:45.972717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:45.972748] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:45.972774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:45.972831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:46.028712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:46.029353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:46.029430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:46.029461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:46.152026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:46.152181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:46.152221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:46.152249] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:46.155549] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=20.18%)
[2025-12-25T20:29:46.155840] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-25T20:29:46.155964] [INFO ] [sig       ] PMTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:46.293750] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PMTS.txt
[2025-12-25T20:29:46.293883] [INFO ] [sig       ] [2541/3552] Completed PMTS in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-25T20:29:46.293922] [INFO ] [sig       ] [2542/3552] Forecasting PMVP...
[2025-12-25T20:29:46.293952] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-25T20:29:46.293980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-25T20:29:46.305126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-25T20:29:46.305435] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-25T20:29:46.306201] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-25T20:29:46.306253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:46.306284] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:46.306311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:46.306367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:46.361961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:46.362598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:46.362705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:46.362738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:46.483736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:46.483893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:46.483932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:46.483961] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:46.487286] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: DOWN (p=14.73%)
[2025-12-25T20:29:46.487561] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-25T20:29:46.487701] [INFO ] [sig       ] PMVP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:46.627117] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PMVP.txt
[2025-12-25T20:29:46.627291] [INFO ] [sig       ] [2542/3552] Completed PMVP in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-25T20:29:46.627333] [INFO ] [sig       ] [2543/3552] Forecasting PNC...
[2025-12-25T20:29:46.627365] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-25T20:29:46.627394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-25T20:29:46.637912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-25T20:29:46.638242] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-25T20:29:46.639050] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-25T20:29:46.639102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:46.639150] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:46.639178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:46.639261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:46.696624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:46.697305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:46.697386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:46.697418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:46.820886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:46.821029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:46.821069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:46.821099] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:46.824432] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-12-25T20:29:46.824729] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-25T20:29:46.824855] [INFO ] [sig       ] PNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:46.963202] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PNC.txt
[2025-12-25T20:29:46.963334] [INFO ] [sig       ] [2543/3552] Completed PNC in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-25T20:29:46.963374] [INFO ] [sig       ] [2544/3552] Forecasting PNFP...
[2025-12-25T20:29:46.963404] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-25T20:29:46.963433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-25T20:29:46.974132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-25T20:29:46.974455] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-25T20:29:46.975220] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-25T20:29:46.975272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:46.975303] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:46.975329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:46.975386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:47.031788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:47.032430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:47.032511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:47.032544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:47.151201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:47.151354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:47.151398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:47.151427] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:47.154891] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-12-25T20:29:47.155175] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-25T20:29:47.155306] [INFO ] [sig       ] PNFP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:47.293482] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PNFP.txt
[2025-12-25T20:29:47.293632] [INFO ] [sig       ] [2544/3552] Completed PNFP in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-25T20:29:47.293673] [INFO ] [sig       ] [2545/3552] Forecasting PNI...
[2025-12-25T20:29:47.293704] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-25T20:29:47.293734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-25T20:29:47.304289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-25T20:29:47.304639] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-25T20:29:47.305396] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-25T20:29:47.305448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:47.305480] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:47.305507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:47.305564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:47.361383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:47.362027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:47.362103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:47.362135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:47.472934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:47.473088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:47.473128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:47.473157] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:47.476484] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=94.26%)
[2025-12-25T20:29:47.476770] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-25T20:29:47.476893] [INFO ] [sig       ] PNI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:47.615053] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PNI.txt
[2025-12-25T20:29:47.615210] [INFO ] [sig       ] [2545/3552] Completed PNI in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-25T20:29:47.615250] [INFO ] [sig       ] [2546/3552] Forecasting PNQI...
[2025-12-25T20:29:47.615280] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-25T20:29:47.615309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-25T20:29:47.625907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-25T20:29:47.626230] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-25T20:29:47.627014] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-25T20:29:47.627065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:47.627097] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:47.627123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:47.627181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:47.683359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:47.683993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:47.684072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:47.684103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:47.803789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:47.803945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:47.803985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:47.804016] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:47.807303] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=89.12%)
[2025-12-25T20:29:47.807587] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-25T20:29:47.807715] [INFO ] [sig       ] PNQI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:47.945810] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PNQI.txt
[2025-12-25T20:29:47.945944] [INFO ] [sig       ] [2546/3552] Completed PNQI in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-25T20:29:47.945990] [INFO ] [sig       ] [2547/3552] Forecasting PNRG...
[2025-12-25T20:29:47.946024] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-25T20:29:47.946053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-25T20:29:47.957158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-25T20:29:47.957478] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-25T20:29:47.958242] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-25T20:29:47.958294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:47.958325] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:47.958352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:47.958408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:48.014500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:48.015138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:48.015214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:48.015248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:48.129502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:48.129659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:48.129698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:48.129726] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:48.132994] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-25T20:29:48.133260] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-25T20:29:48.133392] [INFO ] [sig       ] PNRG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:48.271126] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PNRG.txt
[2025-12-25T20:29:48.271265] [INFO ] [sig       ] [2547/3552] Completed PNRG in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-25T20:29:48.271305] [INFO ] [sig       ] [2548/3552] Forecasting PNTG...
[2025-12-25T20:29:48.271335] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-25T20:29:48.271364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-25T20:29:48.282347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-25T20:29:48.282674] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-25T20:29:48.283429] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-25T20:29:48.283480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:48.283512] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:48.283539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:48.283614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:48.339834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:48.340460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:48.340537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:48.340568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:48.457843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:48.458001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:48.458041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:48.458071] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:48.461455] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-12-25T20:29:48.461748] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-25T20:29:48.461892] [INFO ] [sig       ] PNTG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:48.600593] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PNTG.txt
[2025-12-25T20:29:48.600758] [INFO ] [sig       ] [2548/3552] Completed PNTG in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-25T20:29:48.600799] [INFO ] [sig       ] [2549/3552] Forecasting PODD...
[2025-12-25T20:29:48.600856] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-25T20:29:48.600890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-25T20:29:48.611790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-25T20:29:48.612153] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-25T20:29:48.612948] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-25T20:29:48.613002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:48.613065] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:48.613093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:48.613163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:48.671104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:48.671858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:48.671939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:48.671972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:48.793048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:48.793209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:48.793249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:48.793278] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:48.796708] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2025-12-25T20:29:48.796981] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-25T20:29:48.797132] [INFO ] [sig       ] PODD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:48.938352] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PODD.txt
[2025-12-25T20:29:48.938483] [INFO ] [sig       ] [2549/3552] Completed PODD in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-25T20:29:48.938522] [INFO ] [sig       ] [2550/3552] Forecasting POOL...
[2025-12-25T20:29:48.938552] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-25T20:29:48.938598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-25T20:29:48.950617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-25T20:29:48.951041] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-25T20:29:48.951936] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-25T20:29:48.951992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:48.952025] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:48.952052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:48.952115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:49.012105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:49.013063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:49.013152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:49.013186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:49.135252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:49.135426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:49.135468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:49.135541] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:49.139103] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-25T20:29:49.139447] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-25T20:29:49.139617] [INFO ] [sig       ] POOL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:49.282305] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/POOL.txt
[2025-12-25T20:29:49.282470] [INFO ] [sig       ] [2550/3552] Completed POOL in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-25T20:29:49.282510] [INFO ] [sig       ] [2551/3552] Forecasting POWI...
[2025-12-25T20:29:49.282540] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-25T20:29:49.282586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-25T20:29:49.293790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-25T20:29:49.294155] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-25T20:29:49.295004] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-25T20:29:49.295057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:49.295089] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:49.295116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:49.295173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:49.352707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:49.353474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:49.353560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:49.353613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:49.473638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:49.473803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:49.473855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:49.473884] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:49.477397] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-12-25T20:29:49.477741] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-25T20:29:49.477874] [INFO ] [sig       ] POWI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:49.618179] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/POWI.txt
[2025-12-25T20:29:49.618337] [INFO ] [sig       ] [2551/3552] Completed POWI in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-25T20:29:49.618404] [INFO ] [sig       ] [2552/3552] Forecasting POWL...
[2025-12-25T20:29:49.618437] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-25T20:29:49.618468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-25T20:29:49.629529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-25T20:29:49.629899] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-25T20:29:49.630681] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-25T20:29:49.630733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:49.630763] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:49.630790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:49.630848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:49.688137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:49.689010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:49.689135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:49.689171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:49.814423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:49.814595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:49.814638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:49.814741] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:49.818205] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2025-12-25T20:29:49.818502] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-25T20:29:49.818648] [INFO ] [sig       ] POWL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:49.962710] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/POWL.txt
[2025-12-25T20:29:49.962865] [INFO ] [sig       ] [2552/3552] Completed POWL in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-25T20:29:49.962906] [INFO ] [sig       ] [2553/3552] Forecasting PPC...
[2025-12-25T20:29:49.962936] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-25T20:29:49.962965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-25T20:29:49.974002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-25T20:29:49.974413] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-25T20:29:49.975209] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-25T20:29:49.975262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:49.975295] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:49.975322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:49.975379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:50.034969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:50.035830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:50.035912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:50.035945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:50.167747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:50.167916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:50.167957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:50.167987] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:50.171374] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: UP (p=59.13%)
[2025-12-25T20:29:50.171673] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-25T20:29:50.171799] [INFO ] [sig       ] PPC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:50.315006] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PPC.txt
[2025-12-25T20:29:50.315140] [INFO ] [sig       ] [2553/3552] Completed PPC in 0.4s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-25T20:29:50.315180] [INFO ] [sig       ] [2554/3552] Forecasting PPG...
[2025-12-25T20:29:50.315209] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-25T20:29:50.315238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-25T20:29:50.326115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-25T20:29:50.326414] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-25T20:29:50.327197] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-25T20:29:50.327249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:50.327279] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:50.327340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:50.327400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:50.384675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:50.385339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:50.385421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:50.385453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:50.507680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:50.507832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:50.507871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:50.507900] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:50.511243] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=51.02%)
[2025-12-25T20:29:50.511517] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-25T20:29:50.511655] [INFO ] [sig       ] PPG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:50.652649] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PPG.txt
[2025-12-25T20:29:50.652801] [INFO ] [sig       ] [2554/3552] Completed PPG in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-25T20:29:50.652865] [INFO ] [sig       ] [2555/3552] Forecasting PPH...
[2025-12-25T20:29:50.652899] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-25T20:29:50.652932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-25T20:29:50.663898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-25T20:29:50.664261] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-25T20:29:50.665055] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-25T20:29:50.665108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:50.665138] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:50.665164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:50.665220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:50.721398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:50.722045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:50.722125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:50.722158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:50.843024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:50.843166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:50.843207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:50.843234] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:50.846609] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=11.17%)
[2025-12-25T20:29:50.846889] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-25T20:29:50.847020] [INFO ] [sig       ] PPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:50.985698] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PPH.txt
[2025-12-25T20:29:50.985830] [INFO ] [sig       ] [2555/3552] Completed PPH in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-25T20:29:50.985869] [INFO ] [sig       ] [2556/3552] Forecasting PPIH...
[2025-12-25T20:29:50.985899] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-25T20:29:50.985928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-25T20:29:50.997379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-25T20:29:50.997755] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-25T20:29:50.998588] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-25T20:29:50.998640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:50.998672] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:50.998698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:50.998755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:51.054348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:51.055166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:51.055250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:51.055282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:51.174323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:51.174481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:51.174530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:51.174558] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:51.177930] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=46.38%)
[2025-12-25T20:29:51.178204] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-25T20:29:51.178327] [INFO ] [sig       ] PPIH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:51.315503] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PPIH.txt
[2025-12-25T20:29:51.315658] [INFO ] [sig       ] [2556/3552] Completed PPIH in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-25T20:29:51.315699] [INFO ] [sig       ] [2557/3552] Forecasting PPL...
[2025-12-25T20:29:51.315728] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-25T20:29:51.315758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-25T20:29:51.326492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-25T20:29:51.326853] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-25T20:29:51.327625] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-25T20:29:51.327677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:51.327709] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:51.327735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:51.327792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:51.383267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:51.383981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:51.384063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:51.384102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:51.501887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:51.502043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:51.502090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:51.502125] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:51.505469] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=7.31%)
[2025-12-25T20:29:51.505761] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-25T20:29:51.505884] [INFO ] [sig       ] PPL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:51.646838] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PPL.txt
[2025-12-25T20:29:51.647009] [INFO ] [sig       ] [2557/3552] Completed PPL in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-25T20:29:51.647051] [INFO ] [sig       ] [2558/3552] Forecasting PPSI...
[2025-12-25T20:29:51.647081] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-25T20:29:51.647156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-25T20:29:51.658200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-25T20:29:51.658559] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-25T20:29:51.659371] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-25T20:29:51.659423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:51.659454] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:51.659480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:51.659536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:51.715041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:51.715786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:51.715871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:51.715905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:51.834756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:51.834917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:51.834956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:51.834983] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:51.838420] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=35.07%)
[2025-12-25T20:29:51.838714] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-25T20:29:51.838837] [INFO ] [sig       ] PPSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:51.975667] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PPSI.txt
[2025-12-25T20:29:51.975822] [INFO ] [sig       ] [2558/3552] Completed PPSI in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-25T20:29:51.975862] [INFO ] [sig       ] [2559/3552] Forecasting PPTA...
[2025-12-25T20:29:51.975892] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-25T20:29:51.975921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-25T20:29:51.987015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-25T20:29:51.987362] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-25T20:29:51.988123] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-25T20:29:51.988174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:51.988206] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:51.988233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:51.988289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:52.044622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:52.045365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:52.045472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:52.045506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:52.165927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:52.166091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:52.166146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:52.166180] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:52.170047] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-12-25T20:29:52.170384] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-25T20:29:52.170537] [INFO ] [sig       ] PPTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:52.311466] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PPTA.txt
[2025-12-25T20:29:52.311635] [INFO ] [sig       ] [2559/3552] Completed PPTA in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-25T20:29:52.311678] [INFO ] [sig       ] [2560/3552] Forecasting PRA...
[2025-12-25T20:29:52.311709] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-25T20:29:52.311767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-25T20:29:52.322726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-25T20:29:52.323037] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-25T20:29:52.323807] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-25T20:29:52.323859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:52.323891] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:52.323919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:52.323977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:52.380014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:52.380731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:52.380808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:52.380840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:52.495819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:52.495968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:52.496008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:52.496036] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:52.499375] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-12-25T20:29:52.499671] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-25T20:29:52.499795] [INFO ] [sig       ] PRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:52.636932] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRA.txt
[2025-12-25T20:29:52.637060] [INFO ] [sig       ] [2560/3552] Completed PRA in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-25T20:29:52.637099] [INFO ] [sig       ] [2561/3552] Forecasting PRAA...
[2025-12-25T20:29:52.637128] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-25T20:29:52.637156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-25T20:29:52.647934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-25T20:29:52.648276] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-25T20:29:52.649142] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-25T20:29:52.649219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:52.649253] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:52.649279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:52.649336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:52.704838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:52.705447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:52.705527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:52.705558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:52.820694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:52.820848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:52.820887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:52.820916] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:52.824272] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=80.85%)
[2025-12-25T20:29:52.824550] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-25T20:29:52.824692] [INFO ] [sig       ] PRAA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:52.963063] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRAA.txt
[2025-12-25T20:29:52.963212] [INFO ] [sig       ] [2561/3552] Completed PRAA in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-25T20:29:52.963250] [INFO ] [sig       ] [2562/3552] Forecasting PRAX...
[2025-12-25T20:29:52.963280] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-25T20:29:52.963310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-25T20:29:52.975146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-25T20:29:52.975599] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-25T20:29:52.976445] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-25T20:29:52.976501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:52.976535] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:52.976563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:52.976644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:53.042242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:53.043353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:53.043463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:53.043518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:53.174207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:53.174363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:53.174404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:53.174435] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:53.177938] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=50.95%)
[2025-12-25T20:29:53.178226] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-25T20:29:53.178353] [INFO ] [sig       ] PRAX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:53.317286] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRAX.txt
[2025-12-25T20:29:53.317445] [INFO ] [sig       ] [2562/3552] Completed PRAX in 0.4s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-25T20:29:53.317485] [INFO ] [sig       ] [2563/3552] Forecasting PRCH...
[2025-12-25T20:29:53.317515] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-25T20:29:53.317544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-25T20:29:53.328062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-25T20:29:53.328382] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-25T20:29:53.329161] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-25T20:29:53.329246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:53.329283] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:53.329311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:53.329370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:53.391071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:53.391846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:53.391946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:53.391978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:53.517013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:53.517165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:53.517206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:53.517236] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:53.520688] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-25T20:29:53.520969] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-25T20:29:53.521105] [INFO ] [sig       ] PRCH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:53.671480] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRCH.txt
[2025-12-25T20:29:53.671663] [INFO ] [sig       ] [2563/3552] Completed PRCH in 0.4s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-25T20:29:53.671708] [INFO ] [sig       ] [2564/3552] Forecasting PRDO...
[2025-12-25T20:29:53.671738] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-25T20:29:53.671768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-25T20:29:53.682906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-25T20:29:53.683242] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-25T20:29:53.684048] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-25T20:29:53.684102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:53.684135] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:53.684164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:53.684223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:53.743439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:53.744254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:53.744338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:53.744372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:53.870185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:53.870336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:53.870376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:53.870405] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:53.873833] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=82.88%)
[2025-12-25T20:29:53.874129] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-25T20:29:53.874258] [INFO ] [sig       ] PRDO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:54.018269] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRDO.txt
[2025-12-25T20:29:54.018406] [INFO ] [sig       ] [2564/3552] Completed PRDO in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-25T20:29:54.018445] [INFO ] [sig       ] [2565/3552] Forecasting PRFZ...
[2025-12-25T20:29:54.018474] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-25T20:29:54.018503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-25T20:29:54.029384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-25T20:29:54.029784] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-25T20:29:54.030560] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-25T20:29:54.030633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:54.030668] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:54.030695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:54.030771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:54.089068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:54.089944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:54.090032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:54.090065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:54.214223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:54.214376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:54.214418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:54.214448] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:54.217861] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: UP (p=70.60%)
[2025-12-25T20:29:54.218159] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-25T20:29:54.218287] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:54.360625] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRFZ.txt
[2025-12-25T20:29:54.360776] [INFO ] [sig       ] [2565/3552] Completed PRFZ in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-25T20:29:54.360815] [INFO ] [sig       ] [2566/3552] Forecasting PRG...
[2025-12-25T20:29:54.360845] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-25T20:29:54.360873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-25T20:29:54.371872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-25T20:29:54.372253] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-25T20:29:54.373026] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-25T20:29:54.373078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:54.373139] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:54.373168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:54.373226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:54.431341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:54.432284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:54.432390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:54.432424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:54.549830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:54.549988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:54.550028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:54.550057] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:54.553409] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=53.78%)
[2025-12-25T20:29:54.553708] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-25T20:29:54.553832] [INFO ] [sig       ] PRG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:54.692392] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRG.txt
[2025-12-25T20:29:54.692554] [INFO ] [sig       ] [2566/3552] Completed PRG in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-25T20:29:54.692619] [INFO ] [sig       ] [2567/3552] Forecasting PRGO...
[2025-12-25T20:29:54.692652] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-25T20:29:54.692709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-25T20:29:54.705263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-25T20:29:54.705705] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-25T20:29:54.706523] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-25T20:29:54.706615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:54.706650] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:54.706677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:54.706733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:54.765911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:54.766823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:54.766914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:54.766948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:54.886565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:54.886796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:54.886847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:54.886876] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:54.890431] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-25T20:29:54.890774] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-25T20:29:54.890917] [INFO ] [sig       ] PRGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:55.035701] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRGO.txt
[2025-12-25T20:29:55.035866] [INFO ] [sig       ] [2567/3552] Completed PRGO in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-25T20:29:55.035907] [INFO ] [sig       ] [2568/3552] Forecasting PRH...
[2025-12-25T20:29:55.035937] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-25T20:29:55.035967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-25T20:29:55.047013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-25T20:29:55.047423] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-25T20:29:55.048226] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-25T20:29:55.048280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:55.048312] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:55.048339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:55.048396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:55.108299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:55.109267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:55.109367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:55.109401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:55.227721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:55.227885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:55.227930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:55.227959] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:55.231746] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-12-25T20:29:55.232034] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-25T20:29:55.232162] [INFO ] [sig       ] PRH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:55.370413] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRH.txt
[2025-12-25T20:29:55.370617] [INFO ] [sig       ] [2568/3552] Completed PRH in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-25T20:29:55.370661] [INFO ] [sig       ] [2569/3552] Forecasting PRI...
[2025-12-25T20:29:55.370717] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-25T20:29:55.370751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-25T20:29:55.382062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-25T20:29:55.382470] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-25T20:29:55.383298] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-25T20:29:55.383352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:55.383384] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:55.383410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:55.383467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:55.438767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:55.439699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:55.439783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:55.439815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:55.557280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:55.557452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:55.557499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:55.557610] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:55.561395] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-12-25T20:29:55.561793] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-25T20:29:55.561961] [INFO ] [sig       ] PRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:55.718707] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRI.txt
[2025-12-25T20:29:55.718908] [INFO ] [sig       ] [2569/3552] Completed PRI in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-25T20:29:55.718963] [INFO ] [sig       ] [2570/3552] Forecasting PRIM...
[2025-12-25T20:29:55.718997] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-25T20:29:55.719060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-25T20:29:55.731009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-25T20:29:55.731421] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-25T20:29:55.732269] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-25T20:29:55.732323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:55.732356] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:55.732383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:55.732441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:55.793828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:55.794759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:55.794844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:55.794879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:55.917125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:55.917281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:55.917322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:55.917350] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:55.920728] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-12-25T20:29:55.921005] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-25T20:29:55.921134] [INFO ] [sig       ] PRIM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:56.064163] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRIM.txt
[2025-12-25T20:29:56.064333] [INFO ] [sig       ] [2570/3552] Completed PRIM in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-25T20:29:56.064374] [INFO ] [sig       ] [2571/3552] Forecasting PRLB...
[2025-12-25T20:29:56.064404] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-25T20:29:56.064434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-25T20:29:56.075457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-25T20:29:56.075861] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-25T20:29:56.076658] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-25T20:29:56.076711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:56.076741] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:56.076768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:56.076825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:56.133514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:56.134392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:56.134482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:56.134517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:56.258871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:56.259031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:56.259071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:56.259099] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:56.262531] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2025-12-25T20:29:56.262822] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-25T20:29:56.262947] [INFO ] [sig       ] PRLB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:56.417251] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRLB.txt
[2025-12-25T20:29:56.417416] [INFO ] [sig       ] [2571/3552] Completed PRLB in 0.4s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-25T20:29:56.417456] [INFO ] [sig       ] [2572/3552] Forecasting PRM...
[2025-12-25T20:29:56.417487] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-25T20:29:56.417518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-25T20:29:56.428561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-25T20:29:56.428954] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-25T20:29:56.429777] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-25T20:29:56.429830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:56.429861] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:56.429887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:56.429945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:56.487813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:56.488729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:56.488829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:56.488862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:56.608588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:56.608756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:56.608796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:56.608823] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:56.612341] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-25T20:29:56.612716] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-25T20:29:56.612851] [INFO ] [sig       ] PRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:56.755986] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRM.txt
[2025-12-25T20:29:56.756148] [INFO ] [sig       ] [2572/3552] Completed PRM in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-25T20:29:56.756188] [INFO ] [sig       ] [2573/3552] Forecasting PRME...
[2025-12-25T20:29:56.756219] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-25T20:29:56.756250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-25T20:29:56.767946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-25T20:29:56.768307] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-25T20:29:56.769081] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-25T20:29:56.769134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:56.769166] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:56.769256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:56.769320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:56.825269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:56.826085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:56.826168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:56.826200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:56.944207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:56.944363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:56.944403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:56.944430] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:56.947837] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-12-25T20:29:56.948148] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-25T20:29:56.948279] [INFO ] [sig       ] PRME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:57.089442] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRME.txt
[2025-12-25T20:29:57.089624] [INFO ] [sig       ] [2573/3552] Completed PRME in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-25T20:29:57.089697] [INFO ] [sig       ] [2574/3552] Forecasting PRN...
[2025-12-25T20:29:57.089730] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-25T20:29:57.089763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-25T20:29:57.101264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-25T20:29:57.101670] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-25T20:29:57.102424] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-25T20:29:57.102476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:57.102508] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:57.102534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:57.102615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:57.158840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:57.159744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:57.159825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:57.159858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:57.273350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:57.273508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:57.273590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:57.273634] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:57.277004] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=18.16%)
[2025-12-25T20:29:57.277292] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-25T20:29:57.277421] [INFO ] [sig       ] PRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:57.417901] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRN.txt
[2025-12-25T20:29:57.418068] [INFO ] [sig       ] [2574/3552] Completed PRN in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-25T20:29:57.418109] [INFO ] [sig       ] [2575/3552] Forecasting PROF...
[2025-12-25T20:29:57.418138] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-25T20:29:57.418169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-25T20:29:57.428497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-25T20:29:57.428840] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-25T20:29:57.429649] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-25T20:29:57.429702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:57.429733] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:57.429759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:57.429815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:57.485436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:57.486086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:57.486163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:57.486194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:57.603170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:57.603325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:57.603365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:57.603393] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:57.606715] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: UP (p=83.94%)
[2025-12-25T20:29:57.606987] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-25T20:29:57.607107] [INFO ] [sig       ] PROF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:57.745396] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PROF.txt
[2025-12-25T20:29:57.745527] [INFO ] [sig       ] [2575/3552] Completed PROF in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-25T20:29:57.745566] [INFO ] [sig       ] [2576/3552] Forecasting PROK...
[2025-12-25T20:29:57.745615] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-25T20:29:57.745645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-25T20:29:57.756469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-25T20:29:57.756790] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-25T20:29:57.757536] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-25T20:29:57.757617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:57.757651] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:57.757679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:57.757737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:57.813891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:57.814510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:57.814628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:57.814663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:57.933018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:57.933171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:57.933210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:57.933241] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:57.936530] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2025-12-25T20:29:57.936817] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-25T20:29:57.936937] [INFO ] [sig       ] PROK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:58.079839] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PROK.txt
[2025-12-25T20:29:58.080007] [INFO ] [sig       ] [2576/3552] Completed PROK in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-25T20:29:58.080059] [INFO ] [sig       ] [2577/3552] Forecasting PRTA...
[2025-12-25T20:29:58.080095] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-25T20:29:58.080126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-25T20:29:58.092718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-25T20:29:58.093140] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-25T20:29:58.094112] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-25T20:29:58.094173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:58.094211] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:58.094243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:58.094306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:58.154292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:58.155135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:58.155223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:58.155270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:58.269424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:58.269591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:58.269632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:58.269662] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:58.272967] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: UP (p=64.90%)
[2025-12-25T20:29:58.273251] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-25T20:29:58.273373] [INFO ] [sig       ] PRTA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:58.411850] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRTA.txt
[2025-12-25T20:29:58.411990] [INFO ] [sig       ] [2577/3552] Completed PRTA in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-25T20:29:58.412032] [INFO ] [sig       ] [2578/3552] Forecasting PRTH...
[2025-12-25T20:29:58.412064] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-25T20:29:58.412096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-25T20:29:58.426185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-25T20:29:58.426605] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-25T20:29:58.427446] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-25T20:29:58.427511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:58.427599] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:58.427652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:58.427732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:58.486356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:58.487204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:58.487286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:58.487319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:58.605624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:58.605771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:58.605810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:58.605838] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:58.609146] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: DOWN (p=10.76%)
[2025-12-25T20:29:58.609448] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-25T20:29:58.609593] [INFO ] [sig       ] PRTH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:58.750732] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRTH.txt
[2025-12-25T20:29:58.750914] [INFO ] [sig       ] [2578/3552] Completed PRTH in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-25T20:29:58.750959] [INFO ] [sig       ] [2579/3552] Forecasting PRVA...
[2025-12-25T20:29:58.750992] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-25T20:29:58.751021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-25T20:29:58.764767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-25T20:29:58.765219] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-25T20:29:58.766295] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-25T20:29:58.766362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:58.766408] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:58.766449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:58.766530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:58.834628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:58.835524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:58.835628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:58.835665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:58.958450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:58.958619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:58.958662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:58.958691] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:58.962155] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-12-25T20:29:58.962438] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-25T20:29:58.962600] [INFO ] [sig       ] PRVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:29:59.104968] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRVA.txt
[2025-12-25T20:29:59.105126] [INFO ] [sig       ] [2579/3552] Completed PRVA in 0.4s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-25T20:29:59.105166] [INFO ] [sig       ] [2580/3552] Forecasting PRZO...
[2025-12-25T20:29:59.105197] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-25T20:29:59.105230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-25T20:29:59.116118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-25T20:29:59.116528] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-25T20:29:59.117318] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-25T20:29:59.117370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:59.117402] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:59.117429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:59.117486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:59.173690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:59.174513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:59.174612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:59.174647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:59.294035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:59.294212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:59.294266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:59.294305] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:59.298767] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-12-25T20:29:59.299136] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-25T20:29:59.299314] [INFO ] [sig       ] PRZO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:59.444420] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRZO.txt
[2025-12-25T20:29:59.444617] [INFO ] [sig       ] [2580/3552] Completed PRZO in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-25T20:29:59.444680] [INFO ] [sig       ] [2581/3552] Forecasting PSC...
[2025-12-25T20:29:59.444717] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-25T20:29:59.444748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-25T20:29:59.455202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-25T20:29:59.455589] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-25T20:29:59.456479] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-25T20:29:59.456534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:59.456566] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:59.456614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:59.456674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:59.517075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:59.517897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:59.517983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:59.518017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:59.636289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:59.636440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:59.636482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:59.636511] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:59.639880] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: UP (p=57.57%)
[2025-12-25T20:29:59.640151] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-25T20:29:59.640275] [INFO ] [sig       ] PSC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:29:59.782058] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PSC.txt
[2025-12-25T20:29:59.782205] [INFO ] [sig       ] [2581/3552] Completed PSC in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-25T20:29:59.782260] [INFO ] [sig       ] [2582/3552] Forecasting PSCE...
[2025-12-25T20:29:59.782292] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-25T20:29:59.782321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-25T20:29:59.792757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-25T20:29:59.793066] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-25T20:29:59.793870] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-25T20:29:59.793923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:29:59.793955] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:29:59.793982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:29:59.794039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:29:59.850309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:29:59.851103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:29:59.851183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:29:59.851214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:29:59.956959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:29:59.957104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:29:59.957143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:29:59.957172] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:29:59.960744] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2025-12-25T20:29:59.961027] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-25T20:29:59.961154] [INFO ] [sig       ] PSCE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:00.129134] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PSCE.txt
[2025-12-25T20:30:00.129375] [INFO ] [sig       ] [2582/3552] Completed PSCE in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-25T20:30:00.129428] [INFO ] [sig       ] [2583/3552] Forecasting PSCH...
[2025-12-25T20:30:00.129499] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-25T20:30:00.129546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-25T20:30:00.143195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-25T20:30:00.143670] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-25T20:30:00.144657] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-25T20:30:00.144718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:00.144791] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:00.144826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:00.144906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:00.204697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:00.205518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:00.205618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:00.205654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:00.313909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:00.314068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:00.314110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:00.314139] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:00.317548] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-25T20:30:00.317870] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-25T20:30:00.318014] [INFO ] [sig       ] PSCH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:00.457128] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSCH.txt
[2025-12-25T20:30:00.457298] [INFO ] [sig       ] [2583/3552] Completed PSCH in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-25T20:30:00.457341] [INFO ] [sig       ] [2584/3552] Forecasting PSEC...
[2025-12-25T20:30:00.457427] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-25T20:30:00.457458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-25T20:30:00.468711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-25T20:30:00.469126] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-25T20:30:00.469964] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-25T20:30:00.470016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:00.470048] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:00.470075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:00.470132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:00.526520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:00.527378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:00.527460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:00.527494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:00.651388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:00.651543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:00.651600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:00.651631] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:00.654993] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=35.31%)
[2025-12-25T20:30:00.655303] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-25T20:30:00.655437] [INFO ] [sig       ] PSEC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:00.794952] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSEC.txt
[2025-12-25T20:30:00.795143] [INFO ] [sig       ] [2584/3552] Completed PSEC in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-25T20:30:00.795185] [INFO ] [sig       ] [2585/3552] Forecasting PSF...
[2025-12-25T20:30:00.795215] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-25T20:30:00.795267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-25T20:30:00.806046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-25T20:30:00.806439] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-25T20:30:00.807228] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-25T20:30:00.807281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:00.807313] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:00.807340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:00.807398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:00.864025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:00.864921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:00.865004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:00.865036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:00.982467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:00.982644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:00.982701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:00.982731] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:00.986104] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=44.53%)
[2025-12-25T20:30:00.986391] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-25T20:30:00.986517] [INFO ] [sig       ] PSF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:01.126487] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSF.txt
[2025-12-25T20:30:01.126671] [INFO ] [sig       ] [2585/3552] Completed PSF in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-25T20:30:01.126713] [INFO ] [sig       ] [2586/3552] Forecasting PSFE...
[2025-12-25T20:30:01.126744] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-25T20:30:01.126775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-25T20:30:01.139501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-25T20:30:01.139921] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-25T20:30:01.140735] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-25T20:30:01.140787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:01.140818] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:01.140845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:01.140903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:01.196986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:01.197903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:01.197996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:01.198029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:01.355248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:01.355409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:01.355447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:01.355511] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:01.359009] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-25T20:30:01.359332] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-25T20:30:01.359463] [INFO ] [sig       ] PSFE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:01.537138] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSFE.txt
[2025-12-25T20:30:01.537333] [INFO ] [sig       ] [2586/3552] Completed PSFE in 0.4s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-25T20:30:01.537377] [INFO ] [sig       ] [2587/3552] Forecasting PSHG...
[2025-12-25T20:30:01.537439] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-25T20:30:01.537476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-25T20:30:01.549985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-25T20:30:01.550413] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-25T20:30:01.551315] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-25T20:30:01.551382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:01.551418] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:01.551445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:01.551504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:01.609499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:01.610467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:01.610567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:01.610625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:01.738961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:01.739131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:01.739173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:01.739226] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:01.743029] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-25T20:30:01.743357] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-25T20:30:01.743719] [INFO ] [sig       ] PSHG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:01.904822] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSHG.txt
[2025-12-25T20:30:01.905057] [INFO ] [sig       ] [2587/3552] Completed PSHG in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-25T20:30:01.905151] [INFO ] [sig       ] [2588/3552] Forecasting PSN...
[2025-12-25T20:30:01.905208] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-25T20:30:01.905263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-25T20:30:01.920262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-25T20:30:01.920801] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-25T20:30:01.921947] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-25T20:30:01.922013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:01.922054] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:01.922090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:01.922173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:01.995674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:01.996750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:01.996852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:01.996894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:02.129791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:02.129968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:02.130016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:02.130046] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:02.133875] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=88.95%)
[2025-12-25T20:30:02.134189] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-25T20:30:02.134325] [INFO ] [sig       ] PSN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:02.285290] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PSN.txt
[2025-12-25T20:30:02.285504] [INFO ] [sig       ] [2588/3552] Completed PSN in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-25T20:30:02.285556] [INFO ] [sig       ] [2589/3552] Forecasting PSNL...
[2025-12-25T20:30:02.285612] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-25T20:30:02.285647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-25T20:30:02.296528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-25T20:30:02.296955] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-25T20:30:02.297782] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-25T20:30:02.297834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:02.297884] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:02.297912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:02.297969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:02.356235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:02.357320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:02.357440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:02.357475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:02.487772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:02.487933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:02.487973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:02.488000] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:02.492253] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=44.81%)
[2025-12-25T20:30:02.492770] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-25T20:30:02.492904] [INFO ] [sig       ] PSNL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:02.638027] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSNL.txt
[2025-12-25T20:30:02.638220] [INFO ] [sig       ] [2589/3552] Completed PSNL in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-25T20:30:02.638263] [INFO ] [sig       ] [2590/3552] Forecasting PSO...
[2025-12-25T20:30:02.638295] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-25T20:30:02.638326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-25T20:30:02.648645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-25T20:30:02.648977] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-25T20:30:02.649796] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-25T20:30:02.649849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:02.649881] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:02.649907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:02.649964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:02.706746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:02.707333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:02.707412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:02.707444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:02.835196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:02.835353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:02.835395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:02.835424] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:02.838993] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=44.33%)
[2025-12-25T20:30:02.839320] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-25T20:30:02.839458] [INFO ] [sig       ] PSO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:02.980220] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSO.txt
[2025-12-25T20:30:02.980379] [INFO ] [sig       ] [2590/3552] Completed PSO in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-25T20:30:02.980445] [INFO ] [sig       ] [2591/3552] Forecasting PSQH...
[2025-12-25T20:30:02.980479] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-25T20:30:02.980509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-25T20:30:02.991378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-25T20:30:02.991784] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-25T20:30:02.992553] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-25T20:30:02.992622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:02.992812] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:02.992839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:02.992896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:03.050658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:03.051314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:03.051395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:03.051429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:03.172158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:03.172311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:03.172352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:03.172381] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:03.175667] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=72.17%)
[2025-12-25T20:30:03.175937] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-25T20:30:03.176057] [INFO ] [sig       ] PSQH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:03.314506] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PSQH.txt
[2025-12-25T20:30:03.314648] [INFO ] [sig       ] [2591/3552] Completed PSQH in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-25T20:30:03.314689] [INFO ] [sig       ] [2592/3552] Forecasting PSTG...
[2025-12-25T20:30:03.314718] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-25T20:30:03.314747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-25T20:30:03.401946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-25T20:30:03.402271] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-25T20:30:03.403043] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-25T20:30:03.403096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:03.403127] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:03.403154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:03.403211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:03.463321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:03.464082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:03.464161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:03.464194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:03.589488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:03.589604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:03.589645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:03.589673] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:03.592967] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=80.72%)
[2025-12-25T20:30:03.593235] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-25T20:30:03.593360] [INFO ] [sig       ] PSTG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:03.734941] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PSTG.txt
[2025-12-25T20:30:03.735077] [INFO ] [sig       ] [2592/3552] Completed PSTG in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-25T20:30:03.735117] [INFO ] [sig       ] [2593/3552] Forecasting PSTL...
[2025-12-25T20:30:03.735153] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-25T20:30:03.735184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-25T20:30:03.746253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-25T20:30:03.746611] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-25T20:30:03.747379] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-25T20:30:03.747432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:03.747464] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:03.747493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:03.747552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:03.806183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:03.807067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:03.807199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:03.807241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:03.933631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:03.933791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:03.933833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:03.933863] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:03.937262] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=27.78%)
[2025-12-25T20:30:03.937540] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-25T20:30:03.937683] [INFO ] [sig       ] PSTL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:04.079404] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSTL.txt
[2025-12-25T20:30:04.079538] [INFO ] [sig       ] [2593/3552] Completed PSTL in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-25T20:30:04.079598] [INFO ] [sig       ] [2594/3552] Forecasting PSX...
[2025-12-25T20:30:04.079632] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-25T20:30:04.079663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-25T20:30:04.090496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-25T20:30:04.090822] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-25T20:30:04.091602] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-25T20:30:04.091658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:04.091692] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:04.091719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:04.091777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:04.148614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:04.149265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:04.149344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:04.149379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:04.274101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:04.274251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:04.274291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:04.274319] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:04.277655] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: UP (p=64.73%)
[2025-12-25T20:30:04.277922] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-25T20:30:04.278042] [INFO ] [sig       ] PSX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:04.416089] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PSX.txt
[2025-12-25T20:30:04.416215] [INFO ] [sig       ] [2594/3552] Completed PSX in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-25T20:30:04.416253] [INFO ] [sig       ] [2595/3552] Forecasting PTA...
[2025-12-25T20:30:04.416284] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-25T20:30:04.416313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-25T20:30:04.427113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-25T20:30:04.427483] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-25T20:30:04.428294] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-25T20:30:04.428348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:04.428380] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:04.428408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:04.428466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:04.484660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:04.485315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:04.485391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:04.485424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:04.603420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:04.603565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:04.603622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:04.603650] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:04.606923] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-25T20:30:04.607191] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-25T20:30:04.607312] [INFO ] [sig       ] PTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:04.748012] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PTA.txt
[2025-12-25T20:30:04.748150] [INFO ] [sig       ] [2595/3552] Completed PTA in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-25T20:30:04.748190] [INFO ] [sig       ] [2596/3552] Forecasting PTC...
[2025-12-25T20:30:04.748219] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-25T20:30:04.748249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-25T20:30:04.759320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-25T20:30:04.759678] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-25T20:30:04.760452] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-25T20:30:04.760504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:04.760537] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:04.760565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:04.760654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:04.817712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:04.818306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:04.818380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:04.818412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:04.944292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:04.944439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:04.944477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:04.944522] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:04.947859] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=55.21%)
[2025-12-25T20:30:04.948165] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-25T20:30:04.948292] [INFO ] [sig       ] PTC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:05.089267] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PTC.txt
[2025-12-25T20:30:05.089430] [INFO ] [sig       ] [2596/3552] Completed PTC in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-25T20:30:05.089470] [INFO ] [sig       ] [2597/3552] Forecasting PTEN...
[2025-12-25T20:30:05.089500] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-25T20:30:05.089528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-25T20:30:05.100700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-25T20:30:05.100996] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-25T20:30:05.101758] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-25T20:30:05.101810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:05.101842] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:05.101868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:05.101925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:05.160075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:05.160803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:05.160881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:05.160914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:05.276552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:05.276713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:05.276752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:05.276780] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:05.280068] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-25T20:30:05.280335] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-25T20:30:05.280461] [INFO ] [sig       ] PTEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:05.419815] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PTEN.txt
[2025-12-25T20:30:05.419942] [INFO ] [sig       ] [2597/3552] Completed PTEN in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-25T20:30:05.419981] [INFO ] [sig       ] [2598/3552] Forecasting PTF...
[2025-12-25T20:30:05.420012] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-25T20:30:05.420042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-25T20:30:05.430487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-25T20:30:05.430824] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-25T20:30:05.431593] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-25T20:30:05.431647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:05.431678] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:05.431705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:05.431763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:05.488186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:05.488850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:05.488929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:05.488962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:05.610325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:05.610476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:05.610514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:05.610542] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:05.613871] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=22.81%)
[2025-12-25T20:30:05.614143] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-25T20:30:05.614263] [INFO ] [sig       ] PTF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:05.752819] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PTF.txt
[2025-12-25T20:30:05.752961] [INFO ] [sig       ] [2598/3552] Completed PTF in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-25T20:30:05.753001] [INFO ] [sig       ] [2599/3552] Forecasting PTGX...
[2025-12-25T20:30:05.753032] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-25T20:30:05.753066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-25T20:30:05.763541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-25T20:30:05.763858] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-25T20:30:05.764610] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-25T20:30:05.764662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:05.764693] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:05.764720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:05.764778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:05.820166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:05.820757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:05.820834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:05.820866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:05.938777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:05.938928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:05.938967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:05.938996] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:05.942310] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=20.36%)
[2025-12-25T20:30:05.942600] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-25T20:30:05.942722] [INFO ] [sig       ] PTGX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:06.080731] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PTGX.txt
[2025-12-25T20:30:06.080860] [INFO ] [sig       ] [2599/3552] Completed PTGX in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-25T20:30:06.080899] [INFO ] [sig       ] [2600/3552] Forecasting PTH...
[2025-12-25T20:30:06.080929] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-25T20:30:06.080960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-25T20:30:06.091237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-25T20:30:06.091542] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-25T20:30:06.092301] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-25T20:30:06.092352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:06.092414] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:06.092442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:06.092514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:06.148777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:06.149367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:06.149444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:06.149480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:06.253881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:06.253976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:06.254011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:06.254039] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:06.257153] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: UP (p=55.38%)
[2025-12-25T20:30:06.257424] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-25T20:30:06.257543] [INFO ] [sig       ] PTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:06.398564] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PTH.txt
[2025-12-25T20:30:06.398696] [INFO ] [sig       ] [2600/3552] Completed PTH in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-25T20:30:06.398736] [INFO ] [sig       ] [2601/3552] Forecasting PTIX...
[2025-12-25T20:30:06.398765] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-25T20:30:06.398820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-25T20:30:06.409792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-25T20:30:06.410076] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-25T20:30:06.410843] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-25T20:30:06.410894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:06.410925] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:06.410952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:06.411013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:06.467111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:06.467708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:06.467785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:06.467817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:06.587281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:06.587373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:06.587408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:06.587435] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:06.590486] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: UP (p=78.83%)
[2025-12-25T20:30:06.590763] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-25T20:30:06.590881] [INFO ] [sig       ] PTIX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:06.728258] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PTIX.txt
[2025-12-25T20:30:06.728375] [INFO ] [sig       ] [2601/3552] Completed PTIX in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-25T20:30:06.728416] [INFO ] [sig       ] [2602/3552] Forecasting PTLO...
[2025-12-25T20:30:06.728448] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-25T20:30:06.728477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-25T20:30:06.738739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-25T20:30:06.739029] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-25T20:30:06.739838] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-25T20:30:06.739905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:06.739937] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:06.739964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:06.740021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:06.795412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:06.796021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:06.796098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:06.796129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:06.913649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:06.913784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:06.913822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:06.913849] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:06.917092] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=21.69%)
[2025-12-25T20:30:06.917360] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-25T20:30:06.917480] [INFO ] [sig       ] PTLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:07.054771] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PTLO.txt
[2025-12-25T20:30:07.054882] [INFO ] [sig       ] [2602/3552] Completed PTLO in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-25T20:30:07.054921] [INFO ] [sig       ] [2603/3552] Forecasting PTNQ...
[2025-12-25T20:30:07.054951] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-25T20:30:07.054981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-25T20:30:07.065239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-25T20:30:07.065644] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-25T20:30:07.066393] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-25T20:30:07.066444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:07.066476] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:07.066502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:07.066559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:07.122835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:07.123427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:07.123505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:07.123536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:07.240540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:07.240646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:07.240681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:07.240737] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:07.243820] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: UP (p=54.45%)
[2025-12-25T20:30:07.244081] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-25T20:30:07.244201] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:07.381733] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PTNQ.txt
[2025-12-25T20:30:07.381847] [INFO ] [sig       ] [2603/3552] Completed PTNQ in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-25T20:30:07.381887] [INFO ] [sig       ] [2604/3552] Forecasting PTON...
[2025-12-25T20:30:07.381917] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-25T20:30:07.381947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-25T20:30:07.393402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-25T20:30:07.393730] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-25T20:30:07.394467] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-25T20:30:07.394519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:07.394550] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:07.394597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:07.394657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:07.451024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:07.451618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:07.451694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:07.451726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:07.570639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:07.570768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:07.570804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:07.570832] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:07.574034] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=63.07%)
[2025-12-25T20:30:07.574300] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-25T20:30:07.574422] [INFO ] [sig       ] PTON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:07.712040] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PTON.txt
[2025-12-25T20:30:07.712154] [INFO ] [sig       ] [2604/3552] Completed PTON in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-25T20:30:07.712192] [INFO ] [sig       ] [2605/3552] Forecasting PTY...
[2025-12-25T20:30:07.712221] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-25T20:30:07.712251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-25T20:30:07.724272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-25T20:30:07.724589] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-25T20:30:07.725326] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-25T20:30:07.725378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:07.725409] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:07.725436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:07.725492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:07.781299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:07.781913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:07.781988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:07.782020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:07.901193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:07.901324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:07.901362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:07.901391] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:07.904632] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-25T20:30:07.904897] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-25T20:30:07.905019] [INFO ] [sig       ] PTY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:08.045993] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PTY.txt
[2025-12-25T20:30:08.046127] [INFO ] [sig       ] [2605/3552] Completed PTY in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-25T20:30:08.046173] [INFO ] [sig       ] [2606/3552] Forecasting PUBM...
[2025-12-25T20:30:08.046203] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-25T20:30:08.046233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-25T20:30:08.061141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-25T20:30:08.062026] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-25T20:30:08.063339] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-25T20:30:08.063394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:08.063427] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:08.063454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:08.063514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:08.127425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:08.128732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:08.128841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:08.128875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:08.276351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:08.276585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:08.276634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:08.276663] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:08.280665] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: UP (p=78.58%)
[2025-12-25T20:30:08.280972] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-25T20:30:08.281109] [INFO ] [sig       ] PUBM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:08.419300] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PUBM.txt
[2025-12-25T20:30:08.419493] [INFO ] [sig       ] [2606/3552] Completed PUBM in 0.4s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-25T20:30:08.419536] [INFO ] [sig       ] [2607/3552] Forecasting PUK...
[2025-12-25T20:30:08.419567] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-25T20:30:08.419616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-25T20:30:08.430861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-25T20:30:08.431273] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-25T20:30:08.432088] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-25T20:30:08.432142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:08.432204] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:08.432231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:08.432288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:08.488417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:08.489315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:08.489399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:08.489433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:08.614385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:08.614546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:08.614607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:08.614639] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:08.618103] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=95.75%)
[2025-12-25T20:30:08.618420] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-25T20:30:08.618554] [INFO ] [sig       ] PUK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:08.766327] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PUK.txt
[2025-12-25T20:30:08.766521] [INFO ] [sig       ] [2607/3552] Completed PUK in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-25T20:30:08.766592] [INFO ] [sig       ] [2608/3552] Forecasting PUMP...
[2025-12-25T20:30:08.766669] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-25T20:30:08.766715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-25T20:30:08.777472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-25T20:30:08.777910] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-25T20:30:08.778716] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-25T20:30:08.778770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:08.778802] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:08.778829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:08.778887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:08.836386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:08.837262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:08.837347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:08.837383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:08.965464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:08.965658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:08.965700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:08.965727] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:08.969105] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-25T20:30:08.969426] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-25T20:30:08.969564] [INFO ] [sig       ] PUMP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:09.108173] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PUMP.txt
[2025-12-25T20:30:09.108327] [INFO ] [sig       ] [2608/3552] Completed PUMP in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-25T20:30:09.108373] [INFO ] [sig       ] [2609/3552] Forecasting PVH...
[2025-12-25T20:30:09.108403] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-25T20:30:09.108432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-25T20:30:09.119148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-25T20:30:09.119458] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-25T20:30:09.120221] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-25T20:30:09.120272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:09.120303] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:09.120330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:09.120392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:09.177683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:09.178372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:09.178454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:09.178487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:09.298495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:09.298683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:09.298725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:09.298754] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:09.302168] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=42.27%)
[2025-12-25T20:30:09.302443] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-25T20:30:09.302584] [INFO ] [sig       ] PVH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:09.443314] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PVH.txt
[2025-12-25T20:30:09.443512] [INFO ] [sig       ] [2609/3552] Completed PVH in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-25T20:30:09.443559] [INFO ] [sig       ] [2610/3552] Forecasting PVL...
[2025-12-25T20:30:09.443607] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-25T20:30:09.443663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-25T20:30:09.455169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-25T20:30:09.455512] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-25T20:30:09.456529] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-25T20:30:09.456603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:09.456638] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:09.456666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:09.456727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:09.521332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:09.522194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:09.522307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:09.522341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:09.638311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:09.638474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:09.638514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:09.638542] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:09.641990] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=86.17%)
[2025-12-25T20:30:09.642279] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-25T20:30:09.642409] [INFO ] [sig       ] PVL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:09.779476] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PVL.txt
[2025-12-25T20:30:09.779650] [INFO ] [sig       ] [2610/3552] Completed PVL in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-25T20:30:09.779692] [INFO ] [sig       ] [2611/3552] Forecasting PWP...
[2025-12-25T20:30:09.779724] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-25T20:30:09.779754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-25T20:30:09.790707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-25T20:30:09.791089] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-25T20:30:09.791885] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-25T20:30:09.791937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:09.791969] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:09.791995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:09.792056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:09.848026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:09.848940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:09.849023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:09.849056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:09.974711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:09.974897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:09.974957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:09.975005] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:09.979123] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=75.72%)
[2025-12-25T20:30:09.979469] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-25T20:30:09.979626] [INFO ] [sig       ] PWP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:10.118369] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PWP.txt
[2025-12-25T20:30:10.118546] [INFO ] [sig       ] [2611/3552] Completed PWP in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-25T20:30:10.118798] [INFO ] [sig       ] [2612/3552] Forecasting PX...
[2025-12-25T20:30:10.118864] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-25T20:30:10.118895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-25T20:30:10.130659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-25T20:30:10.131039] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-25T20:30:10.131840] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-25T20:30:10.131893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:10.131926] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:10.131953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:10.132011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:10.189393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:10.190283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:10.190370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:10.190405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:10.320586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:10.320752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:10.320792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:10.320819] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:10.324345] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=73.94%)
[2025-12-25T20:30:10.324645] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-25T20:30:10.324784] [INFO ] [sig       ] PX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:10.461911] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PX.txt
[2025-12-25T20:30:10.462046] [INFO ] [sig       ] [2612/3552] Completed PX in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-25T20:30:10.462085] [INFO ] [sig       ] [2613/3552] Forecasting PXS...
[2025-12-25T20:30:10.462115] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-25T20:30:10.462144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-25T20:30:10.472782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-25T20:30:10.473096] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-25T20:30:10.473860] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-25T20:30:10.473912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:10.473959] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:10.473986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:10.474043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:10.529813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:10.530507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:10.530602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:10.530637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:10.639738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:10.639894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:10.639934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:10.639962] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:10.643274] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-25T20:30:10.643551] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-25T20:30:10.643694] [INFO ] [sig       ] PXS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:10.782206] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PXS.txt
[2025-12-25T20:30:10.782416] [INFO ] [sig       ] [2613/3552] Completed PXS in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-25T20:30:10.782456] [INFO ] [sig       ] [2614/3552] Forecasting PY...
[2025-12-25T20:30:10.782516] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-25T20:30:10.782550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-25T20:30:10.793315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-25T20:30:10.793765] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-25T20:30:10.794648] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-25T20:30:10.794703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:10.794737] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:10.794764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:10.794822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:10.850982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:10.851850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:10.851936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:10.851969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:10.956184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:10.956343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:10.956382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:10.956411] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:10.959784] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-12-25T20:30:10.960065] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-25T20:30:10.960190] [INFO ] [sig       ] PY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:11.098904] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PY.txt
[2025-12-25T20:30:11.099057] [INFO ] [sig       ] [2614/3552] Completed PY in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-25T20:30:11.099101] [INFO ] [sig       ] [2615/3552] Forecasting PYPL...
[2025-12-25T20:30:11.099130] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-25T20:30:11.099159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-25T20:30:11.109539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-25T20:30:11.109919] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-25T20:30:11.110695] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-25T20:30:11.110746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:11.110777] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:11.110804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:11.110861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:11.166980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:11.167687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:11.167767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:11.167799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:11.284065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:11.284217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:11.284257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:11.284284] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:11.287601] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=51.54%)
[2025-12-25T20:30:11.287873] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-25T20:30:11.287995] [INFO ] [sig       ] PYPL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:11.426673] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PYPL.txt
[2025-12-25T20:30:11.426846] [INFO ] [sig       ] [2615/3552] Completed PYPL in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-25T20:30:11.426885] [INFO ] [sig       ] [2616/3552] Forecasting PYXS...
[2025-12-25T20:30:11.426914] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-25T20:30:11.426972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-25T20:30:11.438716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-25T20:30:11.439090] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-25T20:30:11.439897] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-25T20:30:11.439949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:11.439982] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:11.440008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:11.440066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:11.496002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:11.496895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:11.496983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:11.497014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:11.615279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:11.615437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:11.615477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:11.615506] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:11.618889] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: DOWN (p=34.06%)
[2025-12-25T20:30:11.619181] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-25T20:30:11.619336] [INFO ] [sig       ] PYXS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:11.760708] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PYXS.txt
[2025-12-25T20:30:11.760886] [INFO ] [sig       ] [2616/3552] Completed PYXS in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-25T20:30:11.760939] [INFO ] [sig       ] [2617/3552] Forecasting PZZA...
[2025-12-25T20:30:11.760983] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-25T20:30:11.761048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-25T20:30:11.772259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-25T20:30:11.772665] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-25T20:30:11.773419] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-25T20:30:11.773470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:11.773530] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:11.773559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:11.773638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:11.831896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:11.832504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:11.832616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:11.832653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:11.950880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:11.951021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:11.951059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:11.951088] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:11.954384] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2025-12-25T20:30:11.954672] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-25T20:30:11.954795] [INFO ] [sig       ] PZZA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:12.094407] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PZZA.txt
[2025-12-25T20:30:12.094530] [INFO ] [sig       ] [2617/3552] Completed PZZA in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-25T20:30:12.094586] [INFO ] [sig       ] [2618/3552] Forecasting QBTS...
[2025-12-25T20:30:12.094619] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-25T20:30:12.094648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-25T20:30:12.105317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-25T20:30:12.105700] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-25T20:30:12.106442] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-25T20:30:12.106494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:12.106526] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:12.106554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:12.106644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:12.163341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:12.164093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:12.164173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:12.164214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:12.292073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:12.292233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:12.292275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:12.292306] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:12.295830] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-12-25T20:30:12.296107] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-25T20:30:12.296241] [INFO ] [sig       ] QBTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:12.440772] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QBTS.txt
[2025-12-25T20:30:12.440911] [INFO ] [sig       ] [2618/3552] Completed QBTS in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-25T20:30:12.440953] [INFO ] [sig       ] [2619/3552] Forecasting QCLN...
[2025-12-25T20:30:12.440985] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-25T20:30:12.441016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-25T20:30:12.451815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-25T20:30:12.452130] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-25T20:30:12.452948] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-25T20:30:12.453003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:12.453036] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:12.453065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:12.453124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:12.515427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:12.516211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:12.516292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:12.516325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:12.638679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:12.638870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:12.638915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:12.638946] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:12.642610] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: DOWN (p=16.07%)
[2025-12-25T20:30:12.642910] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-25T20:30:12.643040] [INFO ] [sig       ] QCLN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:12.850382] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QCLN.txt
[2025-12-25T20:30:12.850533] [INFO ] [sig       ] [2619/3552] Completed QCLN in 0.4s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-25T20:30:12.850597] [INFO ] [sig       ] [2620/3552] Forecasting QCOM...
[2025-12-25T20:30:12.850631] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-25T20:30:12.850689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-25T20:30:12.863504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-25T20:30:12.863996] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-25T20:30:12.865018] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-25T20:30:12.865080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:12.865122] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:12.865157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:12.865233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:12.928546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:12.929374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:12.929463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:12.929498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:13.058986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:13.059144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:13.059185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:13.059285] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:13.062883] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=46.78%)
[2025-12-25T20:30:13.063191] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-25T20:30:13.063326] [INFO ] [sig       ] QCOM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:13.213626] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QCOM.txt
[2025-12-25T20:30:13.213792] [INFO ] [sig       ] [2620/3552] Completed QCOM in 0.4s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-25T20:30:13.213862] [INFO ] [sig       ] [2621/3552] Forecasting QCRH...
[2025-12-25T20:30:13.213897] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-25T20:30:13.213929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-25T20:30:13.225121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-25T20:30:13.225477] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-25T20:30:13.226312] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-25T20:30:13.226368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:13.226400] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:13.226426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:13.226484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:13.290224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:13.291082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:13.291174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:13.291209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:13.417986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:13.418146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:13.418187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:13.418218] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:13.421698] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=7.58%)
[2025-12-25T20:30:13.422039] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-25T20:30:13.422190] [INFO ] [sig       ] QCRH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:13.566505] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QCRH.txt
[2025-12-25T20:30:13.566704] [INFO ] [sig       ] [2621/3552] Completed QCRH in 0.4s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-25T20:30:13.566747] [INFO ] [sig       ] [2622/3552] Forecasting QDEL...
[2025-12-25T20:30:13.566777] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-25T20:30:13.566807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-25T20:30:13.577813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-25T20:30:13.578164] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-25T20:30:13.578969] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-25T20:30:13.579021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:13.579052] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:13.579079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:13.579137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:13.635650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:13.636316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:13.636412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:13.636445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:13.757082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:13.757240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:13.757281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:13.757312] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:13.760868] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-25T20:30:13.761145] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-25T20:30:13.761276] [INFO ] [sig       ] QDEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:13.906003] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QDEL.txt
[2025-12-25T20:30:13.906168] [INFO ] [sig       ] [2622/3552] Completed QDEL in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-25T20:30:13.906209] [INFO ] [sig       ] [2623/3552] Forecasting QFIN...
[2025-12-25T20:30:13.906241] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-25T20:30:13.906271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-25T20:30:13.917678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-25T20:30:13.917985] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-25T20:30:13.918755] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-25T20:30:13.918807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:13.918839] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:13.918865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:13.918922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:13.976023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:13.976884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:13.976965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:13.976997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:14.101878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:14.102030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:14.102070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:14.102099] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:14.105415] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=9.32%)
[2025-12-25T20:30:14.105704] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-25T20:30:14.105828] [INFO ] [sig       ] QFIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:14.246063] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QFIN.txt
[2025-12-25T20:30:14.246196] [INFO ] [sig       ] [2623/3552] Completed QFIN in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-25T20:30:14.246238] [INFO ] [sig       ] [2624/3552] Forecasting QGEN...
[2025-12-25T20:30:14.246269] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-25T20:30:14.246301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-25T20:30:14.258891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-25T20:30:14.259326] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-25T20:30:14.260238] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-25T20:30:14.260293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:14.260326] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:14.260370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:14.260430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:14.316466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:14.317232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:14.317312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:14.317345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:14.440049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:14.440208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:14.440249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:14.440278] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:14.443684] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=24.16%)
[2025-12-25T20:30:14.443970] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-25T20:30:14.444094] [INFO ] [sig       ] QGEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:14.582478] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QGEN.txt
[2025-12-25T20:30:14.582654] [INFO ] [sig       ] [2624/3552] Completed QGEN in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-25T20:30:14.582705] [INFO ] [sig       ] [2625/3552] Forecasting QLYS...
[2025-12-25T20:30:14.582741] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-25T20:30:14.582770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-25T20:30:14.595236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-25T20:30:14.595625] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-25T20:30:14.596386] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-25T20:30:14.596437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:14.596468] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:14.596494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:14.596554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:14.652361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:14.653131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:14.653211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:14.653244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:14.775618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:14.775793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:14.775838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:14.775868] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:14.779253] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2025-12-25T20:30:14.779526] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-25T20:30:14.779663] [INFO ] [sig       ] QLYS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:14.918547] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QLYS.txt
[2025-12-25T20:30:14.918720] [INFO ] [sig       ] [2625/3552] Completed QLYS in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-25T20:30:14.918763] [INFO ] [sig       ] [2626/3552] Forecasting QMCO...
[2025-12-25T20:30:14.918800] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-25T20:30:14.918831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-25T20:30:14.929612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-25T20:30:14.929973] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-25T20:30:14.930766] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-25T20:30:14.930817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:14.930848] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:14.930876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:14.930933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:14.986753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:14.987408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:14.987486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:14.987518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:15.104167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:15.104321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:15.104362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:15.104390] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:15.107705] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2025-12-25T20:30:15.107978] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-25T20:30:15.108103] [INFO ] [sig       ] QMCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:15.244095] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QMCO.txt
[2025-12-25T20:30:15.244229] [INFO ] [sig       ] [2626/3552] Completed QMCO in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-25T20:30:15.244268] [INFO ] [sig       ] [2627/3552] Forecasting QMOM...
[2025-12-25T20:30:15.244297] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-25T20:30:15.244327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-25T20:30:15.254871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-25T20:30:15.255214] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-25T20:30:15.255982] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-25T20:30:15.256033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:15.256065] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:15.256093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:15.256150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:15.311710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:15.312341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:15.312475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:15.312508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:15.430156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:15.430308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:15.430348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:15.430377] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:15.433708] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=44.96%)
[2025-12-25T20:30:15.433987] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-25T20:30:15.434116] [INFO ] [sig       ] QMOM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:15.575205] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QMOM.txt
[2025-12-25T20:30:15.575361] [INFO ] [sig       ] [2627/3552] Completed QMOM in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-25T20:30:15.575403] [INFO ] [sig       ] [2628/3552] Forecasting QNCX...
[2025-12-25T20:30:15.575472] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-25T20:30:15.575505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-25T20:30:15.587182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-25T20:30:15.587534] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-25T20:30:15.588331] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-25T20:30:15.588383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:15.588415] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:15.588443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:15.588501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:15.644041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:15.644741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:15.644828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:15.644861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:15.759193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:15.759324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:15.759362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:15.759390] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:15.762693] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: DOWN (p=25.66%)
[2025-12-25T20:30:15.762962] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-25T20:30:15.763082] [INFO ] [sig       ] QNCX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:15.899923] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QNCX.txt
[2025-12-25T20:30:15.900087] [INFO ] [sig       ] [2628/3552] Completed QNCX in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-25T20:30:15.900129] [INFO ] [sig       ] [2629/3552] Forecasting QNTM...
[2025-12-25T20:30:15.900158] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-25T20:30:15.900188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-25T20:30:15.910501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-25T20:30:15.910876] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-25T20:30:15.911648] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-25T20:30:15.911699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:15.911730] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:15.911758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:15.911815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:15.967391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:15.968062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:15.968144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:15.968176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:16.090692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:16.090842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:16.090882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:16.090910] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:16.094216] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-25T20:30:16.094484] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-25T20:30:16.094627] [INFO ] [sig       ] QNTM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:16.231930] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QNTM.txt
[2025-12-25T20:30:16.232052] [INFO ] [sig       ] [2629/3552] Completed QNTM in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-25T20:30:16.232091] [INFO ] [sig       ] [2630/3552] Forecasting QQMG...
[2025-12-25T20:30:16.232120] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-25T20:30:16.232176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-25T20:30:16.243331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-25T20:30:16.243671] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-25T20:30:16.244429] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-25T20:30:16.244481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:16.244514] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:16.244541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:16.244623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:16.300452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:16.301096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:16.301175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:16.301207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:16.413052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:16.413188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:16.413226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:16.413255] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:16.416660] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-12-25T20:30:16.416963] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-25T20:30:16.417086] [INFO ] [sig       ] QQMG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:16.554529] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QQMG.txt
[2025-12-25T20:30:16.554697] [INFO ] [sig       ] [2630/3552] Completed QQMG in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-25T20:30:16.554738] [INFO ] [sig       ] [2631/3552] Forecasting QQQ...
[2025-12-25T20:30:16.554794] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-25T20:30:16.554826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-25T20:30:16.565549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-25T20:30:16.565899] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-25T20:30:16.566680] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-25T20:30:16.566732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:16.566763] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:16.566790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:16.566848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:16.622794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:16.623432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:16.623510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:16.623543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:16.748432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:16.748596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:16.748638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:16.748683] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:16.752680] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=38.93%)
[2025-12-25T20:30:16.752950] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-25T20:30:16.753075] [INFO ] [sig       ] QQQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:16.895373] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QQQ.txt
[2025-12-25T20:30:16.895505] [INFO ] [sig       ] [2631/3552] Completed QQQ in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-25T20:30:16.895544] [INFO ] [sig       ] [2632/3552] Forecasting QQQE...
[2025-12-25T20:30:16.895600] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-25T20:30:16.895652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-25T20:30:16.906402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-25T20:30:16.906772] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-25T20:30:16.907515] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-25T20:30:16.907567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:16.907620] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:16.907647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:16.907704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:16.963565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:16.964212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:16.964292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:16.964323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:17.079412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:17.079566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:17.079634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:17.079669] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:17.083027] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: UP (p=66.63%)
[2025-12-25T20:30:17.083301] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-25T20:30:17.083424] [INFO ] [sig       ] QQQE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:17.220291] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QQQE.txt
[2025-12-25T20:30:17.220428] [INFO ] [sig       ] [2632/3552] Completed QQQE in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-25T20:30:17.220468] [INFO ] [sig       ] [2633/3552] Forecasting QQQI...
[2025-12-25T20:30:17.220497] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-25T20:30:17.220527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-25T20:30:17.231341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-25T20:30:17.231707] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-25T20:30:17.232464] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-25T20:30:17.232515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:17.232547] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:17.232594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:17.232655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:17.288389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:17.289022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:17.289102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:17.289150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:17.407886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:17.408063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:17.408104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:17.408133] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:17.411640] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: DOWN (p=6.51%)
[2025-12-25T20:30:17.411927] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-25T20:30:17.412050] [INFO ] [sig       ] QQQI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:17.550028] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QQQI.txt
[2025-12-25T20:30:17.550154] [INFO ] [sig       ] [2633/3552] Completed QQQI in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-25T20:30:17.550193] [INFO ] [sig       ] [2634/3552] Forecasting QQQJ...
[2025-12-25T20:30:17.550221] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-25T20:30:17.550253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-25T20:30:17.560947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-25T20:30:17.561281] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-25T20:30:17.562066] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-25T20:30:17.562118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:17.562177] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:17.562206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:17.562264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:17.618246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:17.618948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:17.619024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:17.619056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:17.736458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:17.736619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:17.736661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:17.736690] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:17.740194] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=25.58%)
[2025-12-25T20:30:17.740463] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-25T20:30:17.740600] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:17.878893] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QQQJ.txt
[2025-12-25T20:30:17.879019] [INFO ] [sig       ] [2634/3552] Completed QQQJ in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-25T20:30:17.879058] [INFO ] [sig       ] [2635/3552] Forecasting QQQM...
[2025-12-25T20:30:17.879088] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-25T20:30:17.879117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-25T20:30:17.890287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-25T20:30:17.890624] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-25T20:30:17.891378] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-25T20:30:17.891429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:17.891461] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:17.891488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:17.891601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:17.947660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:17.948285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:17.948362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:17.948394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:18.068711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:18.068832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:18.068869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:18.068897] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:18.072146] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-12-25T20:30:18.072411] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-25T20:30:18.072533] [INFO ] [sig       ] QQQM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:18.213499] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QQQM.txt
[2025-12-25T20:30:18.213645] [INFO ] [sig       ] [2635/3552] Completed QQQM in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-25T20:30:18.213687] [INFO ] [sig       ] [2636/3552] Forecasting QQQX...
[2025-12-25T20:30:18.213717] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-25T20:30:18.213752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-25T20:30:18.225385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-25T20:30:18.225736] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-25T20:30:18.226724] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-25T20:30:18.226774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:18.226806] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:18.226831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:18.226888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:18.283261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:18.284050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:18.284130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:18.284160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:18.407679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:18.407832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:18.407870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:18.407897] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:18.411415] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: UP (p=82.26%)
[2025-12-25T20:30:18.411704] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-25T20:30:18.411825] [INFO ] [sig       ] QQQX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:18.549117] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QQQX.txt
[2025-12-25T20:30:18.549254] [INFO ] [sig       ] [2636/3552] Completed QQQX in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-25T20:30:18.549295] [INFO ] [sig       ] [2637/3552] Forecasting QQQY...
[2025-12-25T20:30:18.549325] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-25T20:30:18.549354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-25T20:30:18.560225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-25T20:30:18.560558] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-25T20:30:18.561364] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-25T20:30:18.561414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:18.561445] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:18.561472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:18.561530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:18.616807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:18.617416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:18.617494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:18.617526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:18.735377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:18.735498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:18.735537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:18.735621] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:18.738985] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=73.24%)
[2025-12-25T20:30:18.739307] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-25T20:30:18.739439] [INFO ] [sig       ] QQQY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:18.876134] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QQQY.txt
[2025-12-25T20:30:18.876270] [INFO ] [sig       ] [2637/3552] Completed QQQY in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-25T20:30:18.876311] [INFO ] [sig       ] [2638/3552] Forecasting QRHC...
[2025-12-25T20:30:18.876339] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-25T20:30:18.876368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-25T20:30:18.887143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-25T20:30:18.887455] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-25T20:30:18.888223] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-25T20:30:18.888276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:18.888308] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:18.888335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:18.888393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:18.944851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:18.945467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:18.945546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:18.945601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:19.070895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:19.071034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:19.071074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:19.071103] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:19.074465] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-25T20:30:19.074755] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-25T20:30:19.074877] [INFO ] [sig       ] QRHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:19.210796] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QRHC.txt
[2025-12-25T20:30:19.210923] [INFO ] [sig       ] [2638/3552] Completed QRHC in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-25T20:30:19.210964] [INFO ] [sig       ] [2639/3552] Forecasting QRVO...
[2025-12-25T20:30:19.210993] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-25T20:30:19.211041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-25T20:30:19.221542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-25T20:30:19.221911] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-25T20:30:19.222691] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-25T20:30:19.222753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:19.222792] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:19.222825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:19.222882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:19.279087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:19.279732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:19.279811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:19.279842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:19.398592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:19.398723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:19.398760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:19.398789] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:19.402028] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=75.23%)
[2025-12-25T20:30:19.402293] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-25T20:30:19.402414] [INFO ] [sig       ] QRVO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:19.543114] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QRVO.txt
[2025-12-25T20:30:19.543249] [INFO ] [sig       ] [2639/3552] Completed QRVO in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-25T20:30:19.543290] [INFO ] [sig       ] [2640/3552] Forecasting QS...
[2025-12-25T20:30:19.543318] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-25T20:30:19.543348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-25T20:30:19.554188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-25T20:30:19.554527] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-25T20:30:19.555317] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-25T20:30:19.555369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:19.555401] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:19.555428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:19.555485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:19.611297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:19.611962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:19.612043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:19.612076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:19.734418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:19.734587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:19.734629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:19.734658] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:19.737974] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: UP (p=76.20%)
[2025-12-25T20:30:19.738245] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-25T20:30:19.738368] [INFO ] [sig       ] QS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:19.880722] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QS.txt
[2025-12-25T20:30:19.880884] [INFO ] [sig       ] [2640/3552] Completed QS in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-25T20:30:19.880926] [INFO ] [sig       ] [2641/3552] Forecasting QSI...
[2025-12-25T20:30:19.880955] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-25T20:30:19.880983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-25T20:30:19.893338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-25T20:30:19.893853] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-25T20:30:19.894749] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-25T20:30:19.894804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:19.894843] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:19.894878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:19.894937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:19.958386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:19.959379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:19.959479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:19.959514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:20.108959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:20.109132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:20.109172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:20.109229] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:20.113320] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=36.22%)
[2025-12-25T20:30:20.113686] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-25T20:30:20.113831] [INFO ] [sig       ] QSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:20.259117] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QSI.txt
[2025-12-25T20:30:20.259313] [INFO ] [sig       ] [2641/3552] Completed QSI in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-25T20:30:20.259387] [INFO ] [sig       ] [2642/3552] Forecasting QTEC...
[2025-12-25T20:30:20.259421] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-25T20:30:20.259451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-25T20:30:20.270477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-25T20:30:20.270861] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-25T20:30:20.271704] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-25T20:30:20.271763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:20.271796] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:20.271823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:20.271882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:20.328062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:20.328911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:20.328993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:20.329025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:20.450029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:20.450187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:20.450230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:20.450258] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:20.453776] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-12-25T20:30:20.454053] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-25T20:30:20.454175] [INFO ] [sig       ] QTEC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:20.595012] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QTEC.txt
[2025-12-25T20:30:20.595174] [INFO ] [sig       ] [2642/3552] Completed QTEC in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-25T20:30:20.595215] [INFO ] [sig       ] [2643/3552] Forecasting QTRX...
[2025-12-25T20:30:20.595246] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-25T20:30:20.595279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-25T20:30:20.605881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-25T20:30:20.606239] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-25T20:30:20.607025] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-25T20:30:20.607077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:20.607108] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:20.607135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:20.607191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:20.664381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:20.665251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:20.665334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:20.665367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:20.788491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:20.788665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:20.788705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:20.788734] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:20.792195] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=23.59%)
[2025-12-25T20:30:20.792513] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-25T20:30:20.792662] [INFO ] [sig       ] QTRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:20.935885] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QTRX.txt
[2025-12-25T20:30:20.936261] [INFO ] [sig       ] [2643/3552] Completed QTRX in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-25T20:30:20.936304] [INFO ] [sig       ] [2644/3552] Forecasting QTTB...
[2025-12-25T20:30:20.936333] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-25T20:30:20.936363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-25T20:30:20.948777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-25T20:30:20.949267] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-25T20:30:20.950185] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-25T20:30:20.950240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:20.950272] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:20.950300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:20.950359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:21.012772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:21.013995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:21.014159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:21.014210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:21.140402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:21.140610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:21.140653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:21.140691] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:21.144211] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=7.46%)
[2025-12-25T20:30:21.144536] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-25T20:30:21.144699] [INFO ] [sig       ] QTTB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:21.358184] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QTTB.txt
[2025-12-25T20:30:21.358431] [INFO ] [sig       ] [2644/3552] Completed QTTB in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-25T20:30:21.358491] [INFO ] [sig       ] [2645/3552] Forecasting QTUM...
[2025-12-25T20:30:21.358521] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-25T20:30:21.358552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-25T20:30:21.373067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-25T20:30:21.373559] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-25T20:30:21.374497] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-25T20:30:21.374554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:21.374607] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:21.374637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:21.374698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:21.454231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:21.455195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:21.455295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:21.455331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:21.591518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:21.591746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:21.591804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:21.591844] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:21.596111] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: DOWN (p=37.20%)
[2025-12-25T20:30:21.596557] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-25T20:30:21.596765] [INFO ] [sig       ] QTUM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:21.785046] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QTUM.txt
[2025-12-25T20:30:21.785254] [INFO ] [sig       ] [2645/3552] Completed QTUM in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-25T20:30:21.785336] [INFO ] [sig       ] [2646/3552] Forecasting QTWO...
[2025-12-25T20:30:21.785380] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-25T20:30:21.785423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-25T20:30:21.799094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-25T20:30:21.799673] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-25T20:30:21.800743] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-25T20:30:21.800813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:21.800876] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:21.800929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:21.801015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:21.864203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:21.865158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:21.865252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:21.865286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:22.016894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:22.017069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:22.017113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:22.017143] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:22.021059] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=13.27%)
[2025-12-25T20:30:22.021465] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-25T20:30:22.021643] [INFO ] [sig       ] QTWO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:22.207464] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QTWO.txt
[2025-12-25T20:30:22.207662] [INFO ] [sig       ] [2646/3552] Completed QTWO in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-25T20:30:22.207706] [INFO ] [sig       ] [2647/3552] Forecasting QUAD...
[2025-12-25T20:30:22.207737] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-25T20:30:22.207792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-25T20:30:22.222061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-25T20:30:22.222543] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-25T20:30:22.223673] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-25T20:30:22.223741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:22.223789] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:22.223829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:22.223915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:22.297212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:22.298125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:22.298212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:22.298245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:22.431599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:22.431764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:22.431807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:22.431838] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:22.435538] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: UP (p=78.76%)
[2025-12-25T20:30:22.435962] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-25T20:30:22.436109] [INFO ] [sig       ] QUAD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:22.585468] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QUAD.txt
[2025-12-25T20:30:22.585673] [INFO ] [sig       ] [2647/3552] Completed QUAD in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-25T20:30:22.585729] [INFO ] [sig       ] [2648/3552] Forecasting QUIK...
[2025-12-25T20:30:22.585802] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-25T20:30:22.585849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-25T20:30:22.596719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-25T20:30:22.597105] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-25T20:30:22.598035] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-25T20:30:22.598106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:22.598141] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:22.598170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:22.598230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:22.657052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:22.657936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:22.658019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:22.658053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:22.781097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:22.781257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:22.781296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:22.781325] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:22.784830] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=74.83%)
[2025-12-25T20:30:22.785140] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-25T20:30:22.785278] [INFO ] [sig       ] QUIK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:22.927314] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QUIK.txt
[2025-12-25T20:30:22.927479] [INFO ] [sig       ] [2648/3552] Completed QUIK in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-25T20:30:22.927520] [INFO ] [sig       ] [2649/3552] Forecasting QURE...
[2025-12-25T20:30:22.927605] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-25T20:30:22.927656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-25T20:30:22.938978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-25T20:30:22.939403] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-25T20:30:22.940185] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-25T20:30:22.940238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:22.940270] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:22.940297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:22.940354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:22.997639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:22.998493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:22.998596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:22.998632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:23.119715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:23.119871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:23.119911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:23.119939] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:23.123287] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=19.81%)
[2025-12-25T20:30:23.123596] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-25T20:30:23.123730] [INFO ] [sig       ] QURE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:23.263561] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QURE.txt
[2025-12-25T20:30:23.263786] [INFO ] [sig       ] [2649/3552] Completed QURE in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-25T20:30:23.263837] [INFO ] [sig       ] [2650/3552] Forecasting QVAL...
[2025-12-25T20:30:23.263875] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-25T20:30:23.263946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-25T20:30:23.274761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-25T20:30:23.275148] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-25T20:30:23.275930] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-25T20:30:23.275981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:23.276014] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:23.276041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:23.276099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:23.332772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:23.333620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:23.333705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:23.333738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:23.447909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:23.448085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:23.448125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:23.448154] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:23.451516] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=10.81%)
[2025-12-25T20:30:23.451818] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-25T20:30:23.451946] [INFO ] [sig       ] QVAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:23.591077] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QVAL.txt
[2025-12-25T20:30:23.591278] [INFO ] [sig       ] [2650/3552] Completed QVAL in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-25T20:30:23.591325] [INFO ] [sig       ] [2651/3552] Forecasting QVCC...
[2025-12-25T20:30:23.591364] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-25T20:30:23.591433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-25T20:30:23.602974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-25T20:30:23.603419] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-25T20:30:23.604265] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-25T20:30:23.604321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:23.604389] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:23.604419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:23.604484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:23.662233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:23.663105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:23.663189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:23.663221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:23.780297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:23.780455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:23.780497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:23.780526] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:23.784111] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=58.25%)
[2025-12-25T20:30:23.784415] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-25T20:30:23.784548] [INFO ] [sig       ] QVCC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:23.923068] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QVCC.txt
[2025-12-25T20:30:23.923237] [INFO ] [sig       ] [2651/3552] Completed QVCC in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-25T20:30:23.923287] [INFO ] [sig       ] [2652/3552] Forecasting QYLD...
[2025-12-25T20:30:23.923318] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-25T20:30:23.923347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-25T20:30:23.935416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-25T20:30:23.935836] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-25T20:30:23.936638] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-25T20:30:23.936690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:23.936721] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:23.936747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:23.936804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:23.997400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:23.998416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:23.998524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:23.998558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:24.129999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:24.130151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:24.130191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:24.130219] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:24.133536] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=93.63%)
[2025-12-25T20:30:24.133833] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-25T20:30:24.133963] [INFO ] [sig       ] QYLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:24.283249] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QYLD.txt
[2025-12-25T20:30:24.283419] [INFO ] [sig       ] [2652/3552] Completed QYLD in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-25T20:30:24.283461] [INFO ] [sig       ] [2653/3552] Forecasting QYLG...
[2025-12-25T20:30:24.283491] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-25T20:30:24.283521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-25T20:30:24.294870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-25T20:30:24.295249] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-25T20:30:24.296036] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-25T20:30:24.296088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:24.296121] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:24.296148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:24.296205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:24.353154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:24.354019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:24.354106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:24.354140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:24.474950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:24.475110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:24.475153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:24.475182] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:24.478642] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: DOWN (p=43.39%)
[2025-12-25T20:30:24.478959] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-25T20:30:24.479092] [INFO ] [sig       ] QYLG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:24.617587] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QYLG.txt
[2025-12-25T20:30:24.617743] [INFO ] [sig       ] [2653/3552] Completed QYLG in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-25T20:30:24.617787] [INFO ] [sig       ] [2654/3552] Forecasting RA...
[2025-12-25T20:30:24.617827] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-25T20:30:24.617862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-25T20:30:24.629316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-25T20:30:24.629701] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-25T20:30:24.630515] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-25T20:30:24.630588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:24.630626] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:24.630654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:24.630711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:24.686752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:24.687634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:24.687718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:24.687750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:24.822795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:24.822900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:24.822940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:24.823001] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:24.826813] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=26.17%)
[2025-12-25T20:30:24.827159] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-25T20:30:24.827305] [INFO ] [sig       ] RA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:24.970669] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RA.txt
[2025-12-25T20:30:24.970827] [INFO ] [sig       ] [2654/3552] Completed RA in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-25T20:30:24.970868] [INFO ] [sig       ] [2655/3552] Forecasting RACE...
[2025-12-25T20:30:24.970898] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-25T20:30:24.970928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-25T20:30:24.981664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-25T20:30:24.982192] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-25T20:30:24.982973] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-25T20:30:24.983025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:24.983057] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:24.983083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:24.983141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:25.050211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:25.051101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:25.051204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:25.051254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:25.187664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:25.187827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:25.187886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:25.187917] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:25.192429] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-12-25T20:30:25.192795] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-25T20:30:25.192948] [INFO ] [sig       ] RACE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:25.340117] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RACE.txt
[2025-12-25T20:30:25.340301] [INFO ] [sig       ] [2655/3552] Completed RACE in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-25T20:30:25.340363] [INFO ] [sig       ] [2656/3552] Forecasting RAIL...
[2025-12-25T20:30:25.340414] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-25T20:30:25.340499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-25T20:30:25.352960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-25T20:30:25.353348] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-25T20:30:25.354199] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-25T20:30:25.354252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:25.354284] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:25.354310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:25.354368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:25.430525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:25.431378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:25.431464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:25.431497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:25.559619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:25.559812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:25.559861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:25.559895] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:25.563407] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=70.78%)
[2025-12-25T20:30:25.563709] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-25T20:30:25.563835] [INFO ] [sig       ] RAIL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:25.702612] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RAIL.txt
[2025-12-25T20:30:25.702775] [INFO ] [sig       ] [2656/3552] Completed RAIL in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-25T20:30:25.702818] [INFO ] [sig       ] [2657/3552] Forecasting RAMP...
[2025-12-25T20:30:25.702847] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-25T20:30:25.702877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-25T20:30:25.713852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-25T20:30:25.714211] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-25T20:30:25.714986] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-25T20:30:25.715037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:25.715067] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:25.715094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:25.715152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:25.773354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:25.774390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:25.774473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:25.774504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:25.896776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:25.896945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:25.896992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:25.897021] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:25.900521] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=55.76%)
[2025-12-25T20:30:25.900828] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-25T20:30:25.900982] [INFO ] [sig       ] RAMP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:26.046757] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RAMP.txt
[2025-12-25T20:30:26.046922] [INFO ] [sig       ] [2657/3552] Completed RAMP in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-25T20:30:26.046964] [INFO ] [sig       ] [2658/3552] Forecasting RAPP...
[2025-12-25T20:30:26.046993] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-25T20:30:26.047022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-25T20:30:26.057929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-25T20:30:26.058268] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-25T20:30:26.059065] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-25T20:30:26.059117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:26.059150] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:26.059177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:26.059264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:26.116467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:26.117334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:26.117414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:26.117445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:26.236760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:26.236930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:26.236973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:26.237003] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:26.240387] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2025-12-25T20:30:26.240691] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-25T20:30:26.240820] [INFO ] [sig       ] RAPP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:26.390326] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RAPP.txt
[2025-12-25T20:30:26.390512] [INFO ] [sig       ] [2658/3552] Completed RAPP in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-25T20:30:26.390554] [INFO ] [sig       ] [2659/3552] Forecasting RARE...
[2025-12-25T20:30:26.390602] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-25T20:30:26.390633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-25T20:30:26.402930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-25T20:30:26.403330] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-25T20:30:26.404109] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-25T20:30:26.404161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:26.404209] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:26.404236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:26.404293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:26.463198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:26.464124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:26.464231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:26.464265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:26.587234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:26.587388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:26.587429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:26.587458] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:26.590901] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=69.82%)
[2025-12-25T20:30:26.591175] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-25T20:30:26.591300] [INFO ] [sig       ] RARE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:26.732934] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RARE.txt
[2025-12-25T20:30:26.733054] [INFO ] [sig       ] [2659/3552] Completed RARE in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-25T20:30:26.733094] [INFO ] [sig       ] [2660/3552] Forecasting RAVE...
[2025-12-25T20:30:26.733124] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-25T20:30:26.733154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-25T20:30:26.743888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-25T20:30:26.744396] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-25T20:30:26.745350] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-25T20:30:26.745402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:26.745434] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:26.745460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:26.745517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:26.803072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:26.803694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:26.803768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:26.803800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:26.911022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:26.911172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:26.911212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:26.911240] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:26.914533] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=14.48%)
[2025-12-25T20:30:26.914825] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-25T20:30:26.914957] [INFO ] [sig       ] RAVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:27.055906] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RAVE.txt
[2025-12-25T20:30:27.056022] [INFO ] [sig       ] [2660/3552] Completed RAVE in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-25T20:30:27.056061] [INFO ] [sig       ] [2661/3552] Forecasting RAY...
[2025-12-25T20:30:27.056091] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-25T20:30:27.056121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-25T20:30:27.066888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-25T20:30:27.067222] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-25T20:30:27.067978] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-25T20:30:27.068029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:27.068060] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:27.068086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:27.068143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:27.124780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:27.125394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:27.125495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:27.125529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:27.241328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:27.241488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:27.241529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:27.241559] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:27.245021] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=19.78%)
[2025-12-25T20:30:27.245334] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-25T20:30:27.245471] [INFO ] [sig       ] RAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:27.385611] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RAY.txt
[2025-12-25T20:30:27.385757] [INFO ] [sig       ] [2661/3552] Completed RAY in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-25T20:30:27.385796] [INFO ] [sig       ] [2662/3552] Forecasting RBA...
[2025-12-25T20:30:27.385827] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-25T20:30:27.385859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-25T20:30:27.397110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-25T20:30:27.397415] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-25T20:30:27.398183] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-25T20:30:27.398235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:27.398266] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:27.398293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:27.398351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:27.455320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:27.455914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:27.455990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:27.456022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:27.576446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:27.576614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:27.576654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:27.576682] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:27.580059] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2025-12-25T20:30:27.580344] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-25T20:30:27.580470] [INFO ] [sig       ] RBA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:27.718051] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RBA.txt
[2025-12-25T20:30:27.718182] [INFO ] [sig       ] [2662/3552] Completed RBA in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-25T20:30:27.718228] [INFO ] [sig       ] [2663/3552] Forecasting RBB...
[2025-12-25T20:30:27.718260] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-25T20:30:27.718290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-25T20:30:27.729059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-25T20:30:27.729405] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-25T20:30:27.730169] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-25T20:30:27.730222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:27.730252] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:27.730279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:27.730336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:27.786965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:27.787566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:27.787662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:27.787695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:27.909288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:27.909437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:27.909477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:27.909505] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:27.912809] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-12-25T20:30:27.913077] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-25T20:30:27.913199] [INFO ] [sig       ] RBB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:28.053937] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RBB.txt
[2025-12-25T20:30:28.054066] [INFO ] [sig       ] [2663/3552] Completed RBB in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-25T20:30:28.054105] [INFO ] [sig       ] [2664/3552] Forecasting RBBN...
[2025-12-25T20:30:28.054135] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-25T20:30:28.054164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-25T20:30:28.064617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-25T20:30:28.064916] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-25T20:30:28.065674] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-25T20:30:28.065725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:28.065757] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:28.065784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:28.065842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:28.123159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:28.123764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:28.123839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:28.123871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:28.244366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:28.244506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:28.244544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:28.244590] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:28.248079] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: DOWN (p=16.00%)
[2025-12-25T20:30:28.248349] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-25T20:30:28.248472] [INFO ] [sig       ] RBBN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:28.391472] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RBBN.txt
[2025-12-25T20:30:28.391642] [INFO ] [sig       ] [2664/3552] Completed RBBN in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-25T20:30:28.391685] [INFO ] [sig       ] [2665/3552] Forecasting RBC...
[2025-12-25T20:30:28.391715] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-25T20:30:28.391744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-25T20:30:28.402902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-25T20:30:28.403200] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-25T20:30:28.403963] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-25T20:30:28.404013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:28.404045] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:28.404072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:28.404129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:28.461707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:28.462285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:28.462367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:28.462399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:28.581499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:28.581672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:28.581711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:28.581739] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:28.585073] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=12.80%)
[2025-12-25T20:30:28.585346] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-25T20:30:28.585469] [INFO ] [sig       ] RBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:28.725424] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RBC.txt
[2025-12-25T20:30:28.725558] [INFO ] [sig       ] [2665/3552] Completed RBC in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-25T20:30:28.725616] [INFO ] [sig       ] [2666/3552] Forecasting RBCAA...
[2025-12-25T20:30:28.725645] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-25T20:30:28.725674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-25T20:30:28.737106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-25T20:30:28.737430] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-25T20:30:28.738201] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-25T20:30:28.738252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:28.738283] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:28.738310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:28.738368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:28.795835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:28.796611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:28.796692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:28.796723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:28.916051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:28.916204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:28.916244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:28.916290] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:28.919665] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-25T20:30:28.919971] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-25T20:30:28.920109] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:29.064102] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RBCAA.txt
[2025-12-25T20:30:29.064266] [INFO ] [sig       ] [2666/3552] Completed RBCAA in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-25T20:30:29.064321] [INFO ] [sig       ] [2667/3552] Forecasting RBLX...
[2025-12-25T20:30:29.064370] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-25T20:30:29.064414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-25T20:30:29.075742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-25T20:30:29.076193] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-25T20:30:29.077044] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-25T20:30:29.077098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:29.077131] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:29.077158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:29.077216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:29.139720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:29.140715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:29.140816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:29.140850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:29.267401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:29.267560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:29.267621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:29.267652] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:29.271072] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=73.92%)
[2025-12-25T20:30:29.271348] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-25T20:30:29.271475] [INFO ] [sig       ] RBLX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:29.421628] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RBLX.txt
[2025-12-25T20:30:29.421773] [INFO ] [sig       ] [2667/3552] Completed RBLX in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-25T20:30:29.421813] [INFO ] [sig       ] [2668/3552] Forecasting RC...
[2025-12-25T20:30:29.421844] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-25T20:30:29.421874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-25T20:30:29.433002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-25T20:30:29.433382] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-25T20:30:29.434180] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-25T20:30:29.434233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:29.434316] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:29.434345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:29.434403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:29.491973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:29.492778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:29.492878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:29.492912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:29.616158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:29.616319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:29.616358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:29.616387] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:29.619793] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-12-25T20:30:29.620074] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-25T20:30:29.620205] [INFO ] [sig       ] RC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:29.758657] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RC.txt
[2025-12-25T20:30:29.758820] [INFO ] [sig       ] [2668/3552] Completed RC in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-25T20:30:29.758860] [INFO ] [sig       ] [2669/3552] Forecasting RCEL...
[2025-12-25T20:30:29.758895] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-25T20:30:29.758962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-25T20:30:29.772322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-25T20:30:29.772828] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-25T20:30:29.773657] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-25T20:30:29.773709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:29.773741] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:29.773767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:29.773824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:29.833399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:29.834301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:29.834389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:29.834423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:29.957595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:29.957747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:29.957787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:29.957816] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:29.961223] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=33.75%)
[2025-12-25T20:30:29.961497] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-25T20:30:29.961639] [INFO ] [sig       ] RCEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:30.099965] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RCEL.txt
[2025-12-25T20:30:30.100143] [INFO ] [sig       ] [2669/3552] Completed RCEL in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-25T20:30:30.100218] [INFO ] [sig       ] [2670/3552] Forecasting RCI...
[2025-12-25T20:30:30.100257] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-25T20:30:30.100288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-25T20:30:30.111044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-25T20:30:30.111436] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-25T20:30:30.112252] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-25T20:30:30.112305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:30.112339] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:30.112382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:30.112441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:30.168003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:30.168741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:30.168822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:30.168855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:30.289506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:30.289676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:30.289718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:30.289746] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:30.293173] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=16.74%)
[2025-12-25T20:30:30.293452] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-25T20:30:30.293596] [INFO ] [sig       ] RCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:30.442439] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RCI.txt
[2025-12-25T20:30:30.442620] [INFO ] [sig       ] [2670/3552] Completed RCI in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-25T20:30:30.442680] [INFO ] [sig       ] [2671/3552] Forecasting RCKY...
[2025-12-25T20:30:30.442764] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-25T20:30:30.442802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-25T20:30:30.454749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-25T20:30:30.455176] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-25T20:30:30.456165] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-25T20:30:30.456220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:30.456252] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:30.456280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:30.456341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:30.518442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:30.519363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:30.519446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:30.519478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:30.643293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:30.643446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:30.643487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:30.643548] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:30.646911] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-25T20:30:30.647192] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-25T20:30:30.647317] [INFO ] [sig       ] RCKY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:30.788643] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RCKY.txt
[2025-12-25T20:30:30.788837] [INFO ] [sig       ] [2671/3552] Completed RCKY in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-25T20:30:30.788882] [INFO ] [sig       ] [2672/3552] Forecasting RCL...
[2025-12-25T20:30:30.788913] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-25T20:30:30.788944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-25T20:30:30.800661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-25T20:30:30.801066] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-25T20:30:30.801928] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-25T20:30:30.801984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:30.802019] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:30.802045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:30.802102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:30.871077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:30.871978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:30.872067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:30.872101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:30.995091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:30.995251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:30.995293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:30.995321] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:30.998678] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-12-25T20:30:30.998952] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-25T20:30:30.999075] [INFO ] [sig       ] RCL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:31.151884] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RCL.txt
[2025-12-25T20:30:31.152115] [INFO ] [sig       ] [2672/3552] Completed RCL in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-25T20:30:31.152161] [INFO ] [sig       ] [2673/3552] Forecasting RCS...
[2025-12-25T20:30:31.152193] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-25T20:30:31.152222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-25T20:30:31.163374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-25T20:30:31.163838] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-25T20:30:31.164721] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-25T20:30:31.164778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:31.164810] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:31.164836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:31.164895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:31.223232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:31.224110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:31.224193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:31.224227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:31.343391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:31.343564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:31.343641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:31.343682] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:31.348378] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: DOWN (p=13.20%)
[2025-12-25T20:30:31.348834] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-25T20:30:31.349010] [INFO ] [sig       ] RCS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:31.492247] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RCS.txt
[2025-12-25T20:30:31.492406] [INFO ] [sig       ] [2673/3552] Completed RCS in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-25T20:30:31.492447] [INFO ] [sig       ] [2674/3552] Forecasting RCUS...
[2025-12-25T20:30:31.492478] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-25T20:30:31.492525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-25T20:30:31.503356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-25T20:30:31.503686] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-25T20:30:31.504426] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-25T20:30:31.504477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:31.504508] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:31.504534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:31.504612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:31.561548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:31.562414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:31.562499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:31.562532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:31.683544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:31.683719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:31.683758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:31.683786] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:31.687167] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-12-25T20:30:31.687465] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-25T20:30:31.687609] [INFO ] [sig       ] RCUS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:31.838883] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RCUS.txt
[2025-12-25T20:30:31.839060] [INFO ] [sig       ] [2674/3552] Completed RCUS in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-25T20:30:31.839103] [INFO ] [sig       ] [2675/3552] Forecasting RDCM...
[2025-12-25T20:30:31.839133] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-25T20:30:31.839162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-25T20:30:31.850531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-25T20:30:31.850913] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-25T20:30:31.851708] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-25T20:30:31.851761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:31.851792] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:31.851818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:31.851875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:31.909965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:31.910880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:31.910970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:31.911003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:32.030090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:32.030245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:32.030286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:32.030316] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:32.033904] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-25T20:30:32.034206] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-25T20:30:32.034365] [INFO ] [sig       ] RDCM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:32.174560] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RDCM.txt
[2025-12-25T20:30:32.174744] [INFO ] [sig       ] [2675/3552] Completed RDCM in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-25T20:30:32.174787] [INFO ] [sig       ] [2676/3552] Forecasting RDHL...
[2025-12-25T20:30:32.174847] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-25T20:30:32.174879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-25T20:30:32.185510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-25T20:30:32.185976] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-25T20:30:32.186849] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-25T20:30:32.186903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:32.186936] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:32.186964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:32.187023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:32.245152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:32.245978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:32.246077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:32.246111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:32.361725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:32.361870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:32.361910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:32.361939] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:32.365366] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-25T20:30:32.365676] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-25T20:30:32.365799] [INFO ] [sig       ] RDHL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:32.506354] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RDHL.txt
[2025-12-25T20:30:32.506517] [INFO ] [sig       ] [2676/3552] Completed RDHL in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-25T20:30:32.506558] [INFO ] [sig       ] [2677/3552] Forecasting RDVY...
[2025-12-25T20:30:32.506633] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-25T20:30:32.506666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-25T20:30:32.516679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-25T20:30:32.517091] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-25T20:30:32.517952] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-25T20:30:32.518007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:32.518040] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:32.518068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:32.518128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:32.576499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:32.577358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:32.577445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:32.577479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:32.700917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:32.701086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:32.701128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:32.701158] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:32.705018] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=42.31%)
[2025-12-25T20:30:32.705420] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-25T20:30:32.705599] [INFO ] [sig       ] RDVY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:32.862734] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RDVY.txt
[2025-12-25T20:30:32.862907] [INFO ] [sig       ] [2677/3552] Completed RDVY in 0.4s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-25T20:30:32.862950] [INFO ] [sig       ] [2678/3552] Forecasting RDY...
[2025-12-25T20:30:32.862982] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-25T20:30:32.863014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-25T20:30:32.873681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-25T20:30:32.874003] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-25T20:30:32.874800] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-25T20:30:32.874852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:32.874885] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:32.874914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:32.874973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:32.931760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:32.932364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:32.932470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:32.932502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:33.054620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:33.054779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:33.054819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:33.054848] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:33.058264] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=79.24%)
[2025-12-25T20:30:33.058561] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-25T20:30:33.058708] [INFO ] [sig       ] RDY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:33.196656] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RDY.txt
[2025-12-25T20:30:33.196817] [INFO ] [sig       ] [2678/3552] Completed RDY in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-25T20:30:33.196859] [INFO ] [sig       ] [2679/3552] Forecasting REAL...
[2025-12-25T20:30:33.196889] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-25T20:30:33.196949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-25T20:30:33.206868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-25T20:30:33.207230] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-25T20:30:33.208016] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-25T20:30:33.208072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:33.208106] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:33.208133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:33.208190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:33.264448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:33.265172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:33.265251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:33.265283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:33.385327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:33.385484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:33.385523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:33.385552] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:33.388891] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-25T20:30:33.389159] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-25T20:30:33.389302] [INFO ] [sig       ] REAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:33.529855] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REAL.txt
[2025-12-25T20:30:33.529996] [INFO ] [sig       ] [2679/3552] Completed REAL in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-25T20:30:33.530045] [INFO ] [sig       ] [2680/3552] Forecasting REAX...
[2025-12-25T20:30:33.530081] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-25T20:30:33.530116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-25T20:30:33.540664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-25T20:30:33.540964] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-25T20:30:33.541737] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-25T20:30:33.541789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:33.541820] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:33.541847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:33.541904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:33.598098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:33.598714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:33.598798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:33.598831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:33.715694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:33.715812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:33.715848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:33.715876] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:33.719060] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: DOWN (p=22.77%)
[2025-12-25T20:30:33.719344] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-25T20:30:33.719467] [INFO ] [sig       ] REAX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:33.856559] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REAX.txt
[2025-12-25T20:30:33.856684] [INFO ] [sig       ] [2680/3552] Completed REAX in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-25T20:30:33.856723] [INFO ] [sig       ] [2681/3552] Forecasting REBN...
[2025-12-25T20:30:33.856753] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-25T20:30:33.856782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-25T20:30:33.866906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-25T20:30:33.867210] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-25T20:30:33.867977] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-25T20:30:33.868028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:33.868060] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:33.868088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:33.868158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:33.924516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:33.925128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:33.925204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:33.925237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:34.043438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:34.043565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:34.043622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:34.043651] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:34.047076] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-12-25T20:30:34.047344] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-25T20:30:34.047465] [INFO ] [sig       ] REBN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:34.185307] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REBN.txt
[2025-12-25T20:30:34.185439] [INFO ] [sig       ] [2681/3552] Completed REBN in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-25T20:30:34.185478] [INFO ] [sig       ] [2682/3552] Forecasting REFI...
[2025-12-25T20:30:34.185508] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-25T20:30:34.185537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-25T20:30:34.196537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-25T20:30:34.196850] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-25T20:30:34.197612] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-25T20:30:34.197667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:34.197700] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:34.197726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:34.197789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:34.254280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:34.254869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:34.254946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:34.254978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:34.377307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:34.377464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:34.377508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:34.377537] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:34.381052] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: DOWN (p=45.83%)
[2025-12-25T20:30:34.381315] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-25T20:30:34.381442] [INFO ] [sig       ] REFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:34.521419] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REFI.txt
[2025-12-25T20:30:34.521529] [INFO ] [sig       ] [2682/3552] Completed REFI in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-25T20:30:34.521568] [INFO ] [sig       ] [2683/3552] Forecasting REG...
[2025-12-25T20:30:34.521616] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-25T20:30:34.521671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-25T20:30:34.532478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-25T20:30:34.532780] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-25T20:30:34.533509] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-25T20:30:34.533591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:34.533625] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:34.533653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:34.533710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:34.589681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:34.590267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:34.590346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:34.590377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:34.708258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:34.708390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:34.708428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:34.708458] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:34.711729] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-25T20:30:34.711992] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-25T20:30:34.712111] [INFO ] [sig       ] REG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:34.848780] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REG.txt
[2025-12-25T20:30:34.848887] [INFO ] [sig       ] [2683/3552] Completed REG in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-25T20:30:34.848925] [INFO ] [sig       ] [2684/3552] Forecasting REGN...
[2025-12-25T20:30:34.848954] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-25T20:30:34.848983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-25T20:30:34.859566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-25T20:30:34.859874] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-25T20:30:34.860668] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-25T20:30:34.860719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:34.860751] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:34.860777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:34.860833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:34.916338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:34.916944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:34.917019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:34.917050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:35.034484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:35.034653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:35.034692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:35.034721] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:35.038016] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-25T20:30:35.038282] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-25T20:30:35.038402] [INFO ] [sig       ] REGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:35.183512] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REGN.txt
[2025-12-25T20:30:35.183744] [INFO ] [sig       ] [2684/3552] Completed REGN in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-25T20:30:35.183817] [INFO ] [sig       ] [2685/3552] Forecasting RELL...
[2025-12-25T20:30:35.183850] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-25T20:30:35.183880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-25T20:30:35.196238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-25T20:30:35.196641] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-25T20:30:35.197464] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-25T20:30:35.197518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:35.197600] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:35.197630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:35.197689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:35.253955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:35.254836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:35.254919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:35.254952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:35.375311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:35.375459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:35.375501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:35.375543] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:35.378892] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: UP (p=60.46%)
[2025-12-25T20:30:35.379164] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-25T20:30:35.379331] [INFO ] [sig       ] RELL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:35.520764] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RELL.txt
[2025-12-25T20:30:35.520921] [INFO ] [sig       ] [2685/3552] Completed RELL in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-25T20:30:35.520986] [INFO ] [sig       ] [2686/3552] Forecasting RELX...
[2025-12-25T20:30:35.521019] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-25T20:30:35.521049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-25T20:30:35.531318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-25T20:30:35.531666] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-25T20:30:35.532425] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-25T20:30:35.532478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:35.532510] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:35.532537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:35.532617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:35.588487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:35.589248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:35.589341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:35.589379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:35.714888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:35.715045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:35.715087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:35.715116] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:35.718500] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=26.25%)
[2025-12-25T20:30:35.718819] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-25T20:30:35.718950] [INFO ] [sig       ] RELX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:35.872733] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RELX.txt
[2025-12-25T20:30:35.872905] [INFO ] [sig       ] [2686/3552] Completed RELX in 0.4s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-25T20:30:35.872947] [INFO ] [sig       ] [2687/3552] Forecasting RELY...
[2025-12-25T20:30:35.872976] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-25T20:30:35.873006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-25T20:30:35.884133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-25T20:30:35.884528] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-25T20:30:35.885360] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-25T20:30:35.885414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:35.885449] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:35.885477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:35.885536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:35.943077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:35.943951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:35.944037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:35.944069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:36.069473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:36.069679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:36.069729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:36.069759] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:36.073295] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-25T20:30:36.073598] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-25T20:30:36.073734] [INFO ] [sig       ] RELY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:36.214500] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RELY.txt
[2025-12-25T20:30:36.214676] [INFO ] [sig       ] [2687/3552] Completed RELY in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-25T20:30:36.214718] [INFO ] [sig       ] [2688/3552] Forecasting REPL...
[2025-12-25T20:30:36.214748] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-25T20:30:36.214779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-25T20:30:36.225974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-25T20:30:36.226498] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-25T20:30:36.227460] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-25T20:30:36.227511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:36.227542] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:36.227569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:36.227652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:36.284441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:36.285296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:36.285379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:36.285412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:36.405348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:36.405498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:36.405538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:36.405614] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:36.408937] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-25T20:30:36.409239] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-25T20:30:36.409364] [INFO ] [sig       ] REPL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:36.549313] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REPL.txt
[2025-12-25T20:30:36.549513] [INFO ] [sig       ] [2688/3552] Completed REPL in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-25T20:30:36.549567] [INFO ] [sig       ] [2689/3552] Forecasting RERE...
[2025-12-25T20:30:36.549657] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-25T20:30:36.549701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-25T20:30:36.561543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-25T20:30:36.561957] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-25T20:30:36.562766] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-25T20:30:36.562820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:36.562853] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:36.562881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:36.562940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:36.622404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:36.623265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:36.623353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:36.623395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:36.742662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:36.742810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:36.742850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:36.742878] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:36.746567] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=93.89%)
[2025-12-25T20:30:36.746852] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-25T20:30:36.746975] [INFO ] [sig       ] RERE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:36.891500] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RERE.txt
[2025-12-25T20:30:36.891686] [INFO ] [sig       ] [2689/3552] Completed RERE in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-25T20:30:36.891732] [INFO ] [sig       ] [2690/3552] Forecasting RES...
[2025-12-25T20:30:36.891762] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-25T20:30:36.891793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-25T20:30:36.902377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-25T20:30:36.902813] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-25T20:30:36.903641] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-25T20:30:36.903695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:36.903728] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:36.903757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:36.903816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:36.962984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:36.963898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:36.963987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:36.964021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:37.089843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:37.089980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:37.090021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:37.090054] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:37.093433] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=75.37%)
[2025-12-25T20:30:37.093796] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-25T20:30:37.093937] [INFO ] [sig       ] RES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:37.261120] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RES.txt
[2025-12-25T20:30:37.261304] [INFO ] [sig       ] [2690/3552] Completed RES in 0.4s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-25T20:30:37.261350] [INFO ] [sig       ] [2691/3552] Forecasting REVG...
[2025-12-25T20:30:37.261381] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-25T20:30:37.261447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-25T20:30:37.275638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-25T20:30:37.276107] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-25T20:30:37.277614] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-25T20:30:37.277682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:37.277728] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:37.277768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:37.277857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:37.347727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:37.348592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:37.348677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:37.348712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:37.474322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:37.474475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:37.474516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:37.474544] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:37.477854] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-25T20:30:37.478127] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-25T20:30:37.478255] [INFO ] [sig       ] REVG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:37.617187] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REVG.txt
[2025-12-25T20:30:37.617325] [INFO ] [sig       ] [2691/3552] Completed REVG in 0.4s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-25T20:30:37.617365] [INFO ] [sig       ] [2692/3552] Forecasting REX...
[2025-12-25T20:30:37.617419] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-25T20:30:37.617450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-25T20:30:37.627283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-25T20:30:37.627635] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-25T20:30:37.628386] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-25T20:30:37.628438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:37.628471] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:37.628498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:37.628555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:37.684258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:37.684928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:37.685005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:37.685037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:37.806701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:37.806847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:37.806886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:37.806914] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:37.810390] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2025-12-25T20:30:37.810761] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-25T20:30:37.810909] [INFO ] [sig       ] REX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:37.950808] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/REX.txt
[2025-12-25T20:30:37.950962] [INFO ] [sig       ] [2692/3552] Completed REX in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-25T20:30:37.951002] [INFO ] [sig       ] [2693/3552] Forecasting REYN...
[2025-12-25T20:30:37.951031] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-25T20:30:37.951061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-25T20:30:37.961067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-25T20:30:37.961403] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-25T20:30:37.962180] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-25T20:30:37.962231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:37.962262] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:37.962288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:37.962344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:38.017617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:38.018314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:38.018394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:38.018426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:38.133934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:38.134084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:38.134124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:38.134152] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:38.137521] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=58.44%)
[2025-12-25T20:30:38.137833] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-25T20:30:38.137964] [INFO ] [sig       ] REYN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:38.276274] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/REYN.txt
[2025-12-25T20:30:38.276407] [INFO ] [sig       ] [2693/3552] Completed REYN in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-25T20:30:38.276446] [INFO ] [sig       ] [2694/3552] Forecasting REZI...
[2025-12-25T20:30:38.276476] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-25T20:30:38.276531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-25T20:30:38.286153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-25T20:30:38.286476] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-25T20:30:38.287261] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-25T20:30:38.287313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:38.287359] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:38.287386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:38.287444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:38.342828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:38.343446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:38.343521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:38.343553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:38.473732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:38.473879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:38.473919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:38.473946] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:38.477242] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=18.15%)
[2025-12-25T20:30:38.477511] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-25T20:30:38.477652] [INFO ] [sig       ] REZI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:38.615293] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REZI.txt
[2025-12-25T20:30:38.615440] [INFO ] [sig       ] [2694/3552] Completed REZI in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-25T20:30:38.615486] [INFO ] [sig       ] [2695/3552] Forecasting RF...
[2025-12-25T20:30:38.615517] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-25T20:30:38.615547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-25T20:30:38.625277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-25T20:30:38.625617] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-25T20:30:38.626371] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-25T20:30:38.626421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:38.626453] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:38.626480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:38.626538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:38.682844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:38.683431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:38.683530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:38.683562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:38.805475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:38.805633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:38.805674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:38.805705] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:38.809142] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2025-12-25T20:30:38.809614] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-25T20:30:38.809744] [INFO ] [sig       ] RF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:38.950527] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RF.txt
[2025-12-25T20:30:38.950664] [INFO ] [sig       ] [2695/3552] Completed RF in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-25T20:30:38.950704] [INFO ] [sig       ] [2696/3552] Forecasting RFI...
[2025-12-25T20:30:38.950734] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-25T20:30:38.950763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-25T20:30:38.961068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-25T20:30:38.961404] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-25T20:30:38.962234] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-25T20:30:38.962287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:38.962320] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:38.962347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:38.962405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:39.020828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:39.021464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:39.021545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:39.021598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:39.133825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:39.133954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:39.133992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:39.134020] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:39.137278] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=22.51%)
[2025-12-25T20:30:39.137545] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-25T20:30:39.137697] [INFO ] [sig       ] RFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:39.274935] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RFI.txt
[2025-12-25T20:30:39.275068] [INFO ] [sig       ] [2696/3552] Completed RFI in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-25T20:30:39.275107] [INFO ] [sig       ] [2697/3552] Forecasting RFL...
[2025-12-25T20:30:39.275137] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-25T20:30:39.275166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-25T20:30:39.285310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-25T20:30:39.285643] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-25T20:30:39.286413] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-25T20:30:39.286466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:39.286497] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:39.286524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:39.286604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:39.343092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:39.343727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:39.343824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:39.343858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:39.460063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:39.460211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:39.460251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:39.460279] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:39.463604] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=64.10%)
[2025-12-25T20:30:39.463890] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-25T20:30:39.464010] [INFO ] [sig       ] RFL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:39.604984] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RFL.txt
[2025-12-25T20:30:39.605103] [INFO ] [sig       ] [2697/3552] Completed RFL in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-25T20:30:39.605147] [INFO ] [sig       ] [2698/3552] Forecasting RFM...
[2025-12-25T20:30:39.605178] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-25T20:30:39.605206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-25T20:30:39.615528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-25T20:30:39.615874] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-25T20:30:39.616696] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-25T20:30:39.616750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:39.616783] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:39.616811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:39.616869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:39.674976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:39.675634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:39.675714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:39.675747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:39.786177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:39.786317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:39.786355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:39.786385] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:39.789681] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-25T20:30:39.789948] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-25T20:30:39.790072] [INFO ] [sig       ] RFM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:39.929518] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RFM.txt
[2025-12-25T20:30:39.929707] [INFO ] [sig       ] [2698/3552] Completed RFM in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-25T20:30:39.929746] [INFO ] [sig       ] [2699/3552] Forecasting RFMZ...
[2025-12-25T20:30:39.929801] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-25T20:30:39.929834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-25T20:30:39.940141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-25T20:30:39.940455] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-25T20:30:39.941404] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-25T20:30:39.941466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:39.941509] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:39.941543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:39.941642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:39.998687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:39.999359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:39.999440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:39.999473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:40.117519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:40.117643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:40.117682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:40.117710] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:40.121033] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-25T20:30:40.121301] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-25T20:30:40.121438] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:40.261281] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RFMZ.txt
[2025-12-25T20:30:40.261637] [INFO ] [sig       ] [2699/3552] Completed RFMZ in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-25T20:30:40.261682] [INFO ] [sig       ] [2700/3552] Forecasting RGA...
[2025-12-25T20:30:40.261712] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-25T20:30:40.261741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-25T20:30:40.272286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-25T20:30:40.272618] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-25T20:30:40.273364] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-25T20:30:40.273415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:40.273447] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:40.273474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:40.273531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:40.330476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:40.331101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:40.331180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:40.331216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:40.450647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:40.450794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:40.450835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:40.450862] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:40.454272] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-25T20:30:40.454551] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-25T20:30:40.454694] [INFO ] [sig       ] RGA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:40.596662] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RGA.txt
[2025-12-25T20:30:40.596866] [INFO ] [sig       ] [2700/3552] Completed RGA in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-25T20:30:40.596915] [INFO ] [sig       ] [2701/3552] Forecasting RGCO...
[2025-12-25T20:30:40.596952] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-25T20:30:40.596987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-25T20:30:40.609246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-25T20:30:40.609663] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-25T20:30:40.610690] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-25T20:30:40.610754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:40.610798] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:40.610836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:40.610916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:40.667508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:40.668255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:40.668334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:40.668366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:40.778866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:40.779022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:40.779075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:40.779127] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:40.783006] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=35.66%)
[2025-12-25T20:30:40.783337] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-25T20:30:40.783475] [INFO ] [sig       ] RGCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:40.940603] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RGCO.txt
[2025-12-25T20:30:40.940744] [INFO ] [sig       ] [2701/3552] Completed RGCO in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-25T20:30:40.940784] [INFO ] [sig       ] [2702/3552] Forecasting RGEN...
[2025-12-25T20:30:40.940815] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-25T20:30:40.940868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-25T20:30:40.950658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-25T20:30:40.950990] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-25T20:30:40.951832] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-25T20:30:40.951885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:40.951950] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:40.951990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:40.952073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:41.011265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:41.012008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:41.012088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:41.012120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:41.131232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:41.131389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:41.131429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:41.131457] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:41.134835] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=6.43%)
[2025-12-25T20:30:41.135116] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-25T20:30:41.135246] [INFO ] [sig       ] RGEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:41.276689] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RGEN.txt
[2025-12-25T20:30:41.276851] [INFO ] [sig       ] [2702/3552] Completed RGEN in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-25T20:30:41.276892] [INFO ] [sig       ] [2703/3552] Forecasting RGLD...
[2025-12-25T20:30:41.276921] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-25T20:30:41.276950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-25T20:30:41.287216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-25T20:30:41.287613] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-25T20:30:41.288419] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-25T20:30:41.288473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:41.288506] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:41.288533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:41.288615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:41.351563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:41.352410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:41.352722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:41.352758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:41.481009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:41.481163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:41.481205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:41.481237] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:41.485010] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-12-25T20:30:41.485292] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-25T20:30:41.485441] [INFO ] [sig       ] RGLD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:41.638799] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RGLD.txt
[2025-12-25T20:30:41.638939] [INFO ] [sig       ] [2703/3552] Completed RGLD in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-25T20:30:41.638979] [INFO ] [sig       ] [2704/3552] Forecasting RGNX...
[2025-12-25T20:30:41.639008] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-25T20:30:41.639038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-25T20:30:41.649422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-25T20:30:41.649793] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-25T20:30:41.650663] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-25T20:30:41.650719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:41.650753] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:41.650781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:41.650842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:41.723863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:41.724696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:41.724780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:41.724816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:41.848510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:41.848676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:41.848716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:41.848745] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:41.852160] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-25T20:30:41.852440] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-25T20:30:41.852566] [INFO ] [sig       ] RGNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:41.994548] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RGNX.txt
[2025-12-25T20:30:41.994697] [INFO ] [sig       ] [2704/3552] Completed RGNX in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-25T20:30:41.994737] [INFO ] [sig       ] [2705/3552] Forecasting RGP...
[2025-12-25T20:30:41.994767] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-25T20:30:41.994797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-25T20:30:42.004222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-25T20:30:42.004534] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-25T20:30:42.005303] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-25T20:30:42.005356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:42.005403] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:42.005431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:42.005489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:42.064100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:42.064837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:42.064918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:42.064951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:42.182177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:42.182323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:42.182363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:42.182425] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:42.185787] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-25T20:30:42.186057] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-25T20:30:42.186177] [INFO ] [sig       ] RGP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:42.325072] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RGP.txt
[2025-12-25T20:30:42.325236] [INFO ] [sig       ] [2705/3552] Completed RGP in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-25T20:30:42.325276] [INFO ] [sig       ] [2706/3552] Forecasting RGS...
[2025-12-25T20:30:42.325305] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-25T20:30:42.325335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-25T20:30:42.334881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-25T20:30:42.335247] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-25T20:30:42.336039] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-25T20:30:42.336091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:42.336121] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:42.336147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:42.336203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:42.392791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:42.393683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:42.393770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:42.393804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:42.505110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:42.505265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:42.505307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:42.505336] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:42.508811] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=8.80%)
[2025-12-25T20:30:42.509096] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-25T20:30:42.509246] [INFO ] [sig       ] RGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:42.645591] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RGS.txt
[2025-12-25T20:30:42.645721] [INFO ] [sig       ] [2706/3552] Completed RGS in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-25T20:30:42.645760] [INFO ] [sig       ] [2707/3552] Forecasting RGTI...
[2025-12-25T20:30:42.645789] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-25T20:30:42.645817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-25T20:30:42.656173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-25T20:30:42.656510] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-25T20:30:42.657322] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-25T20:30:42.657374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:42.657406] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:42.657432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:42.657492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:42.712726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:42.713372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:42.713451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:42.713483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:42.832835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:42.832983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:42.833022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:42.833051] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:42.836386] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-12-25T20:30:42.836677] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-25T20:30:42.836801] [INFO ] [sig       ] RGTI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:42.974254] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RGTI.txt
[2025-12-25T20:30:42.974365] [INFO ] [sig       ] [2707/3552] Completed RGTI in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-25T20:30:42.974404] [INFO ] [sig       ] [2708/3552] Forecasting RH...
[2025-12-25T20:30:42.974434] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-25T20:30:42.974464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-25T20:30:42.985688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-25T20:30:42.986107] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-25T20:30:42.987229] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-25T20:30:42.987301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:42.987350] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:42.987391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:42.987482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:43.067423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:43.068400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:43.068513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:43.068560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:43.192508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:43.192689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:43.192730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:43.192759] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:43.196149] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=5.86%)
[2025-12-25T20:30:43.196431] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-25T20:30:43.196557] [INFO ] [sig       ] RH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:43.339389] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RH.txt
[2025-12-25T20:30:43.339567] [INFO ] [sig       ] [2708/3552] Completed RH in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-25T20:30:43.339657] [INFO ] [sig       ] [2709/3552] Forecasting RHI...
[2025-12-25T20:30:43.339693] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-25T20:30:43.339730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-25T20:30:43.350982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-25T20:30:43.351344] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-25T20:30:43.352157] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-25T20:30:43.352209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:43.352240] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:43.352267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:43.352330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:43.410067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:43.410997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:43.411087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:43.411121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:43.533443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:43.533617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:43.533658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:43.533685] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:43.537052] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=87.95%)
[2025-12-25T20:30:43.537327] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-25T20:30:43.537448] [INFO ] [sig       ] RHI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:43.678938] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RHI.txt
[2025-12-25T20:30:43.679090] [INFO ] [sig       ] [2709/3552] Completed RHI in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-25T20:30:43.679131] [INFO ] [sig       ] [2710/3552] Forecasting RHP...
[2025-12-25T20:30:43.679160] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-25T20:30:43.679190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-25T20:30:43.690817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-25T20:30:43.691214] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-25T20:30:43.692233] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-25T20:30:43.692291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:43.692324] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:43.692352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:43.692411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:43.753305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:43.754212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:43.754303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:43.754334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:43.876672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:43.876831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:43.876874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:43.876904] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:43.880379] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=34.14%)
[2025-12-25T20:30:43.880679] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-25T20:30:43.880808] [INFO ] [sig       ] RHP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:44.021295] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RHP.txt
[2025-12-25T20:30:44.021461] [INFO ] [sig       ] [2710/3552] Completed RHP in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-25T20:30:44.021511] [INFO ] [sig       ] [2711/3552] Forecasting RIG...
[2025-12-25T20:30:44.021546] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-25T20:30:44.021624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-25T20:30:44.031888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-25T20:30:44.032217] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-25T20:30:44.032997] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-25T20:30:44.033048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:44.033080] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:44.033108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:44.033165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:44.091918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:44.092619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:44.092701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:44.092733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:44.215961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:44.216117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:44.216157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:44.216186] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:44.219647] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2025-12-25T20:30:44.219922] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-25T20:30:44.220047] [INFO ] [sig       ] RIG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:44.364670] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RIG.txt
[2025-12-25T20:30:44.364834] [INFO ] [sig       ] [2711/3552] Completed RIG in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-25T20:30:44.364879] [INFO ] [sig       ] [2712/3552] Forecasting RIGL...
[2025-12-25T20:30:44.364914] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-25T20:30:44.364952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-25T20:30:44.377121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-25T20:30:44.377498] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-25T20:30:44.378324] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-25T20:30:44.378377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:44.378410] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:44.378438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:44.378497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:44.441653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:44.442420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:44.442538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:44.442590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:44.583247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:44.583413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:44.583464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:44.583501] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:44.587128] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-12-25T20:30:44.587418] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-25T20:30:44.587550] [INFO ] [sig       ] RIGL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:44.733855] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RIGL.txt
[2025-12-25T20:30:44.734031] [INFO ] [sig       ] [2712/3552] Completed RIGL in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-25T20:30:44.734083] [INFO ] [sig       ] [2713/3552] Forecasting RILY...
[2025-12-25T20:30:44.734115] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-25T20:30:44.734177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-25T20:30:44.745235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-25T20:30:44.745649] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-25T20:30:44.746420] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-25T20:30:44.746471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:44.746502] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:44.746529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:44.746612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:44.801729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:44.802514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:44.802617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:44.802652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:44.935670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:44.935851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:44.935907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:44.935951] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:44.940728] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=34.06%)
[2025-12-25T20:30:44.941104] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-25T20:30:44.941272] [INFO ] [sig       ] RILY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:45.095827] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RILY.txt
[2025-12-25T20:30:45.095994] [INFO ] [sig       ] [2713/3552] Completed RILY in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-25T20:30:45.096041] [INFO ] [sig       ] [2714/3552] Forecasting RILYN...
[2025-12-25T20:30:45.096085] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-25T20:30:45.096120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-25T20:30:45.106633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-25T20:30:45.107005] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-25T20:30:45.107824] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-25T20:30:45.107877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:45.107910] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:45.107937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:45.107997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:45.166616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:45.167356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:45.167440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:45.167475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:45.283271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:45.283444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:45.283494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:45.283530] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:45.287231] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-25T20:30:45.287530] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-25T20:30:45.287700] [INFO ] [sig       ] RILYN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:45.429359] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RILYN.txt
[2025-12-25T20:30:45.429507] [INFO ] [sig       ] [2714/3552] Completed RILYN in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-25T20:30:45.429547] [INFO ] [sig       ] [2715/3552] Forecasting RILYZ...
[2025-12-25T20:30:45.429593] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-25T20:30:45.429626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-25T20:30:45.439734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-25T20:30:45.440131] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-25T20:30:45.440932] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-25T20:30:45.440985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:45.441017] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:45.441044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:45.441102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:45.510423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:45.511340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:45.511428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:45.511460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:45.631182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:45.631338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:45.631378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:45.631407] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:45.635171] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=30.88%)
[2025-12-25T20:30:45.635451] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-25T20:30:45.635594] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:45.773157] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RILYZ.txt
[2025-12-25T20:30:45.773350] [INFO ] [sig       ] [2715/3552] Completed RILYZ in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-25T20:30:45.773399] [INFO ] [sig       ] [2716/3552] Forecasting RIME...
[2025-12-25T20:30:45.773431] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-25T20:30:45.773469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-25T20:30:45.784251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-25T20:30:45.784642] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-25T20:30:45.785437] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-25T20:30:45.785491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:45.785524] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:45.785551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:45.785647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:45.843511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:45.844313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:45.844399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:45.844432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:45.976829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:45.976984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:45.977027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:45.977055] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:45.980455] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: DOWN (p=18.76%)
[2025-12-25T20:30:45.980773] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-25T20:30:45.980903] [INFO ] [sig       ] RIME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:46.117119] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RIME.txt
[2025-12-25T20:30:46.117273] [INFO ] [sig       ] [2716/3552] Completed RIME in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-25T20:30:46.117314] [INFO ] [sig       ] [2717/3552] Forecasting RING...
[2025-12-25T20:30:46.117347] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-25T20:30:46.117377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-25T20:30:46.127979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-25T20:30:46.128371] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-25T20:30:46.129162] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-25T20:30:46.129236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:46.129270] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:46.129296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:46.129353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:46.184906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:46.185675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:46.185758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:46.185791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:46.305893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:46.306050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:46.306089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:46.306117] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:46.309498] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: DOWN (p=20.51%)
[2025-12-25T20:30:46.309795] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-25T20:30:46.309924] [INFO ] [sig       ] RING: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:46.447373] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RING.txt
[2025-12-25T20:30:46.447560] [INFO ] [sig       ] [2717/3552] Completed RING in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-25T20:30:46.447627] [INFO ] [sig       ] [2718/3552] Forecasting RIO...
[2025-12-25T20:30:46.447662] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-25T20:30:46.447729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-25T20:30:46.457916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-25T20:30:46.458278] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-25T20:30:46.459058] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-25T20:30:46.459124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:46.459157] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:46.459183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:46.459264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:46.514420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:46.515074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:46.515152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:46.515185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:46.638565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:46.638730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:46.638769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:46.638798] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:46.642159] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=71.47%)
[2025-12-25T20:30:46.642429] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-25T20:30:46.642554] [INFO ] [sig       ] RIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:46.781220] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RIO.txt
[2025-12-25T20:30:46.781395] [INFO ] [sig       ] [2718/3552] Completed RIO in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-25T20:30:46.781455] [INFO ] [sig       ] [2719/3552] Forecasting RITM...
[2025-12-25T20:30:46.781499] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-25T20:30:46.781586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-25T20:30:46.792101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-25T20:30:46.792454] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-25T20:30:46.793263] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-25T20:30:46.793343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:46.793376] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:46.793402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:46.793459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:46.863777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:46.864677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:46.864764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:46.864797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:46.984690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:46.984849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:46.984891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:46.984920] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:46.988561] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=61.34%)
[2025-12-25T20:30:46.988930] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-25T20:30:46.989089] [INFO ] [sig       ] RITM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:47.137469] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RITM.txt
[2025-12-25T20:30:47.137634] [INFO ] [sig       ] [2719/3552] Completed RITM in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-25T20:30:47.137680] [INFO ] [sig       ] [2720/3552] Forecasting RIVN...
[2025-12-25T20:30:47.137711] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-25T20:30:47.137741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-25T20:30:47.148629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-25T20:30:47.148969] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-25T20:30:47.149838] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-25T20:30:47.149892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:47.149932] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:47.149968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:47.150050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:47.209915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:47.210673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:47.210762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:47.210799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:47.338624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:47.338788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:47.338849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:47.338895] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:47.342503] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=16.67%)
[2025-12-25T20:30:47.342800] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-25T20:30:47.342929] [INFO ] [sig       ] RIVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:47.491004] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RIVN.txt
[2025-12-25T20:30:47.491190] [INFO ] [sig       ] [2720/3552] Completed RIVN in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-25T20:30:47.491234] [INFO ] [sig       ] [2721/3552] Forecasting RKLB...
[2025-12-25T20:30:47.491265] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-25T20:30:47.491296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-25T20:30:47.502713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-25T20:30:47.503095] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-25T20:30:47.503987] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-25T20:30:47.504053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:47.504093] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:47.504121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:47.504181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:47.566094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:47.566844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:47.566928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:47.566960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:47.694227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:47.694382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:47.694422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:47.694450] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:47.697938] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-25T20:30:47.698257] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-25T20:30:47.698395] [INFO ] [sig       ] RKLB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:47.851447] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RKLB.txt
[2025-12-25T20:30:47.851631] [INFO ] [sig       ] [2721/3552] Completed RKLB in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-25T20:30:47.851675] [INFO ] [sig       ] [2722/3552] Forecasting RL...
[2025-12-25T20:30:47.851707] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-25T20:30:47.851763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-25T20:30:47.861960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-25T20:30:47.862315] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-25T20:30:47.863110] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-25T20:30:47.863162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:47.863193] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:47.863219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:47.863277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:47.919004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:47.919926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:47.920037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:47.920071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:48.046807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:48.046965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:48.047048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:48.047086] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:48.051011] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2025-12-25T20:30:48.051288] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-25T20:30:48.051416] [INFO ] [sig       ] RL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:48.194779] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RL.txt
[2025-12-25T20:30:48.194933] [INFO ] [sig       ] [2722/3552] Completed RL in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-25T20:30:48.194973] [INFO ] [sig       ] [2723/3552] Forecasting RLAY...
[2025-12-25T20:30:48.195003] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-25T20:30:48.195032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-25T20:30:48.206101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-25T20:30:48.206457] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-25T20:30:48.207475] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-25T20:30:48.207529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:48.207559] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:48.207605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:48.207664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:48.269067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:48.269978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:48.270063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:48.270094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:48.400642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:48.400797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:48.400838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:48.400866] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:48.404248] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=48.60%)
[2025-12-25T20:30:48.404551] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-25T20:30:48.404694] [INFO ] [sig       ] RLAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:48.540877] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RLAY.txt
[2025-12-25T20:30:48.541015] [INFO ] [sig       ] [2723/3552] Completed RLAY in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-25T20:30:48.541055] [INFO ] [sig       ] [2724/3552] Forecasting RLI...
[2025-12-25T20:30:48.541083] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-25T20:30:48.541113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-25T20:30:48.551124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-25T20:30:48.551463] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-25T20:30:48.552239] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-25T20:30:48.552291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:48.552322] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:48.552349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:48.552407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:48.607670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:48.608405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:48.608484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:48.608517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:48.734391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:48.734545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:48.734602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:48.734633] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:48.738127] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-25T20:30:48.738416] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-25T20:30:48.738554] [INFO ] [sig       ] RLI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:48.876542] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RLI.txt
[2025-12-25T20:30:48.876706] [INFO ] [sig       ] [2724/3552] Completed RLI in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-25T20:30:48.876747] [INFO ] [sig       ] [2725/3552] Forecasting RLJ...
[2025-12-25T20:30:48.876777] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-25T20:30:48.876806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-25T20:30:48.886559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-25T20:30:48.886914] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-25T20:30:48.887683] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-25T20:30:48.887734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:48.887764] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:48.887790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:48.887846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:48.943000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:48.943743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:48.943821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:48.943852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:49.059867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:49.060031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:49.060070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:49.060098] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:49.063401] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-12-25T20:30:49.063690] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-25T20:30:49.063812] [INFO ] [sig       ] RLJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:49.200476] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RLJ.txt
[2025-12-25T20:30:49.200626] [INFO ] [sig       ] [2725/3552] Completed RLJ in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-25T20:30:49.200666] [INFO ] [sig       ] [2726/3552] Forecasting RLMD...
[2025-12-25T20:30:49.200696] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-25T20:30:49.200753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-25T20:30:49.210092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-25T20:30:49.210393] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-25T20:30:49.211168] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-25T20:30:49.211220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:49.211252] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:49.211279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:49.211338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:49.266639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:49.267243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:49.267320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:49.267351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:49.386802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:49.386957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:49.386997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:49.387025] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:49.390733] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: DOWN (p=8.58%)
[2025-12-25T20:30:49.391003] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-25T20:30:49.391127] [INFO ] [sig       ] RLMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:49.533047] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RLMD.txt
[2025-12-25T20:30:49.533196] [INFO ] [sig       ] [2726/3552] Completed RLMD in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-25T20:30:49.533238] [INFO ] [sig       ] [2727/3552] Forecasting RLTY...
[2025-12-25T20:30:49.533268] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-25T20:30:49.533301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-25T20:30:49.543813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-25T20:30:49.544130] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-25T20:30:49.544946] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-25T20:30:49.545000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:49.545033] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:49.545059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:49.545117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:49.601784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:49.602394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:49.602471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:49.602503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:49.715327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:49.715488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:49.715528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:49.715558] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:49.718979] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=76.71%)
[2025-12-25T20:30:49.719282] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-25T20:30:49.719421] [INFO ] [sig       ] RLTY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:49.858783] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RLTY.txt
[2025-12-25T20:30:49.858920] [INFO ] [sig       ] [2727/3552] Completed RLTY in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-25T20:30:49.858960] [INFO ] [sig       ] [2728/3552] Forecasting RLX...
[2025-12-25T20:30:49.858990] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-25T20:30:49.859020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-25T20:30:49.869499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-25T20:30:49.869852] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-25T20:30:49.870701] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-25T20:30:49.870755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:49.870787] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:49.870815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:49.870874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:49.927919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:49.928508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:49.928600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:49.928635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:50.044657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:50.044792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:50.044831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:50.044860] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:50.048108] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=60.38%)
[2025-12-25T20:30:50.048375] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-25T20:30:50.048501] [INFO ] [sig       ] RLX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:50.185604] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RLX.txt
[2025-12-25T20:30:50.185726] [INFO ] [sig       ] [2728/3552] Completed RLX in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-25T20:30:50.185765] [INFO ] [sig       ] [2729/3552] Forecasting RM...
[2025-12-25T20:30:50.185795] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-25T20:30:50.185824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-25T20:30:50.195914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-25T20:30:50.196212] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-25T20:30:50.197061] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-25T20:30:50.197114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:50.197162] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:50.197191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:50.197251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:50.253443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:50.254053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:50.254129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:50.254160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:50.370543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:50.370672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:50.370711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:50.370740] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:50.374000] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-12-25T20:30:50.374266] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-25T20:30:50.374393] [INFO ] [sig       ] RM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:50.511137] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RM.txt
[2025-12-25T20:30:50.511251] [INFO ] [sig       ] [2729/3552] Completed RM in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-25T20:30:50.511289] [INFO ] [sig       ] [2730/3552] Forecasting RMAX...
[2025-12-25T20:30:50.511319] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-25T20:30:50.511351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-25T20:30:50.521834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-25T20:30:50.522153] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-25T20:30:50.522985] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-25T20:30:50.523039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:50.523072] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:50.523099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:50.523159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:50.580929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:50.581524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:50.581616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:50.581650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:50.696286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:50.696430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:50.696470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:50.696502] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:50.699878] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=87.04%)
[2025-12-25T20:30:50.700145] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-25T20:30:50.700265] [INFO ] [sig       ] RMAX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:50.838749] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RMAX.txt
[2025-12-25T20:30:50.838911] [INFO ] [sig       ] [2730/3552] Completed RMAX in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-25T20:30:50.838953] [INFO ] [sig       ] [2731/3552] Forecasting RMBI...
[2025-12-25T20:30:50.838982] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-25T20:30:50.839012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-25T20:30:50.849236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-25T20:30:50.849669] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-25T20:30:50.850453] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-25T20:30:50.850517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:50.850557] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:50.850614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:50.850676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:50.906080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:50.906744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:50.906823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:50.906855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:51.015809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:51.015956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:51.015996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:51.016024] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:51.019329] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: DOWN (p=48.80%)
[2025-12-25T20:30:51.019619] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-25T20:30:51.019743] [INFO ] [sig       ] RMBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:51.156691] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RMBI.txt
[2025-12-25T20:30:51.156828] [INFO ] [sig       ] [2731/3552] Completed RMBI in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-25T20:30:51.156868] [INFO ] [sig       ] [2732/3552] Forecasting RMBS...
[2025-12-25T20:30:51.156897] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-25T20:30:51.156925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-25T20:30:51.166615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-25T20:30:51.166923] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-25T20:30:51.167690] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-25T20:30:51.167742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:51.167774] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:51.167800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:51.167858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:51.223493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:51.224162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:51.224240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:51.224272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:51.340364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:51.340526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:51.340591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:51.340630] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:51.343984] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=22.17%)
[2025-12-25T20:30:51.344253] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-25T20:30:51.344410] [INFO ] [sig       ] RMBS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:51.482553] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RMBS.txt
[2025-12-25T20:30:51.482715] [INFO ] [sig       ] [2732/3552] Completed RMBS in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-25T20:30:51.482761] [INFO ] [sig       ] [2733/3552] Forecasting RMD...
[2025-12-25T20:30:51.482792] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-25T20:30:51.482822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-25T20:30:51.492851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-25T20:30:51.493175] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-25T20:30:51.493944] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-25T20:30:51.493995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:51.494026] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:51.494053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:51.494110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:51.550012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:51.550709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:51.550793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:51.550827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:51.675290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:51.675435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:51.675474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:51.675503] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:51.678825] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-12-25T20:30:51.679090] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-25T20:30:51.679227] [INFO ] [sig       ] RMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:51.819946] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RMD.txt
[2025-12-25T20:30:51.820080] [INFO ] [sig       ] [2733/3552] Completed RMD in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-25T20:30:51.820120] [INFO ] [sig       ] [2734/3552] Forecasting RMI...
[2025-12-25T20:30:51.820150] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-25T20:30:51.820178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-25T20:30:51.830287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-25T20:30:51.830639] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-25T20:30:51.831389] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-25T20:30:51.831440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:51.831472] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:51.831499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:51.831556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:51.888143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:51.888844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:51.888922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:51.888955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:52.000652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:52.000813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:52.000852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:52.000880] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:52.004242] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=20.31%)
[2025-12-25T20:30:52.004525] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-25T20:30:52.004670] [INFO ] [sig       ] RMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:52.142918] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RMI.txt
[2025-12-25T20:30:52.143056] [INFO ] [sig       ] [2734/3552] Completed RMI in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-25T20:30:52.143096] [INFO ] [sig       ] [2735/3552] Forecasting RMM...
[2025-12-25T20:30:52.143126] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-25T20:30:52.143156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-25T20:30:52.153513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-25T20:30:52.153895] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-25T20:30:52.154712] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-25T20:30:52.154765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:52.154797] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:52.154825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:52.154883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:52.214818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:52.215562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:52.215660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:52.215693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:52.343018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:52.343160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:52.343201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:52.343229] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:52.346553] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=54.26%)
[2025-12-25T20:30:52.346837] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-25T20:30:52.346959] [INFO ] [sig       ] RMM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:52.487527] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RMM.txt
[2025-12-25T20:30:52.487671] [INFO ] [sig       ] [2735/3552] Completed RMM in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-25T20:30:52.487713] [INFO ] [sig       ] [2736/3552] Forecasting RMMZ...
[2025-12-25T20:30:52.487743] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-25T20:30:52.487775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-25T20:30:52.497597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-25T20:30:52.497941] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-25T20:30:52.498992] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-25T20:30:52.499058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:52.499107] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:52.499149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:52.499261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:52.557494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:52.558395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:52.558484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:52.558521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:52.672688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:52.672839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:52.672878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:52.672921] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:52.676293] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=57.34%)
[2025-12-25T20:30:52.676598] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-25T20:30:52.676726] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:52.820319] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RMMZ.txt
[2025-12-25T20:30:52.820459] [INFO ] [sig       ] [2736/3552] Completed RMMZ in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-25T20:30:52.820501] [INFO ] [sig       ] [2737/3552] Forecasting RMNI...
[2025-12-25T20:30:52.820537] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-25T20:30:52.820592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-25T20:30:52.830754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-25T20:30:52.831146] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-25T20:30:52.832022] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-25T20:30:52.832077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:52.832111] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:52.832139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:52.832198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:52.891140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:52.892005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:52.892087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:52.892121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:53.014821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:53.014979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:53.015020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:53.015051] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:53.018657] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=91.94%)
[2025-12-25T20:30:53.019020] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-25T20:30:53.019164] [INFO ] [sig       ] RMNI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:53.164034] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RMNI.txt
[2025-12-25T20:30:53.164197] [INFO ] [sig       ] [2737/3552] Completed RMNI in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-25T20:30:53.164241] [INFO ] [sig       ] [2738/3552] Forecasting RNA...
[2025-12-25T20:30:53.164273] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-25T20:30:53.164303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-25T20:30:53.174111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-25T20:30:53.174430] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-25T20:30:53.175224] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-25T20:30:53.175276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:53.175308] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:53.175336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:53.175395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:53.233642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:53.234496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:53.234597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:53.234651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:53.349976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:53.350128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:53.350167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:53.350195] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:53.353699] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=16.17%)
[2025-12-25T20:30:53.353981] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-25T20:30:53.354107] [INFO ] [sig       ] RNA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:53.501176] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RNA.txt
[2025-12-25T20:30:53.501337] [INFO ] [sig       ] [2738/3552] Completed RNA in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-25T20:30:53.501383] [INFO ] [sig       ] [2739/3552] Forecasting RNAC...
[2025-12-25T20:30:53.501413] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-25T20:30:53.501443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-25T20:30:53.511192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-25T20:30:53.511502] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-25T20:30:53.512274] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-25T20:30:53.512326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:53.512357] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:53.512384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:53.512441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:53.570329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:53.571359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:53.571443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:53.571477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:53.691303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:53.691498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:53.691549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:53.691604] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:53.695950] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=61.50%)
[2025-12-25T20:30:53.696425] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-25T20:30:53.696654] [INFO ] [sig       ] RNAC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:53.839987] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RNAC.txt
[2025-12-25T20:30:53.840157] [INFO ] [sig       ] [2739/3552] Completed RNAC in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-25T20:30:53.840200] [INFO ] [sig       ] [2740/3552] Forecasting RNAZ...
[2025-12-25T20:30:53.840231] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-25T20:30:53.840261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-25T20:30:53.850757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-12-25T20:30:53.851143] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-25T20:30:53.851988] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-25T20:30:53.852042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:53.852074] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:53.852118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:53.852177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:53.909837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:53.910676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:53.910757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:53.910789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:54.028045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:54.028201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:54.028240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:54.028268] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:54.031751] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-12-25T20:30:54.032027] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-25T20:30:54.032152] [INFO ] [sig       ] RNAZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:54.172180] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RNAZ.txt
[2025-12-25T20:30:54.172341] [INFO ] [sig       ] [2740/3552] Completed RNAZ in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-25T20:30:54.172383] [INFO ] [sig       ] [2741/3552] Forecasting RNG...
[2025-12-25T20:30:54.172412] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-25T20:30:54.172442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-25T20:30:54.183113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-25T20:30:54.183467] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-25T20:30:54.184481] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-25T20:30:54.184538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:54.184611] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:54.184640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:54.184697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:54.241806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:54.242689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:54.242772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:54.242807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:54.368634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:54.368796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:54.368839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:54.368869] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:54.372415] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-12-25T20:30:54.372754] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-25T20:30:54.372886] [INFO ] [sig       ] RNG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:54.513316] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RNG.txt
[2025-12-25T20:30:54.513468] [INFO ] [sig       ] [2741/3552] Completed RNG in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-25T20:30:54.513517] [INFO ] [sig       ] [2742/3552] Forecasting RNP...
[2025-12-25T20:30:54.513554] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-25T20:30:54.513612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-25T20:30:54.524994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-25T20:30:54.525367] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-25T20:30:54.526309] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-25T20:30:54.526373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:54.526423] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:54.526467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:54.526554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:54.592024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:54.593086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:54.593190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:54.593228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:54.726726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:54.726887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:54.726931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:54.726959] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:54.730495] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: DOWN (p=16.12%)
[2025-12-25T20:30:54.730868] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-25T20:30:54.731008] [INFO ] [sig       ] RNP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:54.875832] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RNP.txt
[2025-12-25T20:30:54.876002] [INFO ] [sig       ] [2742/3552] Completed RNP in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-25T20:30:54.876072] [INFO ] [sig       ] [2743/3552] Forecasting ROAD...
[2025-12-25T20:30:54.876104] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-25T20:30:54.876134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-25T20:30:54.886201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-25T20:30:54.886569] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-25T20:30:54.887351] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-25T20:30:54.887402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:54.887434] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:54.887461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:54.887518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:54.943470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:54.944355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:54.944438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:54.944471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:55.068543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:55.068715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:55.068756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:55.068786] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:55.072756] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-25T20:30:55.073053] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-25T20:30:55.073207] [INFO ] [sig       ] ROAD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:55.239823] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ROAD.txt
[2025-12-25T20:30:55.239997] [INFO ] [sig       ] [2743/3552] Completed ROAD in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-25T20:30:55.240042] [INFO ] [sig       ] [2744/3552] Forecasting ROCK...
[2025-12-25T20:30:55.240079] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-25T20:30:55.240134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-25T20:30:55.251467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-25T20:30:55.251911] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-25T20:30:55.252884] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-25T20:30:55.252957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:55.252998] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:55.253036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:55.253101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:55.321537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:55.322543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:55.322682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:55.322729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:55.450515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:55.450686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:55.450726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:55.450755] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:55.454073] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-12-25T20:30:55.454339] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-25T20:30:55.454460] [INFO ] [sig       ] ROCK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:55.602397] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ROCK.txt
[2025-12-25T20:30:55.602561] [INFO ] [sig       ] [2744/3552] Completed ROCK in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-25T20:30:55.602654] [INFO ] [sig       ] [2745/3552] Forecasting ROE...
[2025-12-25T20:30:55.602687] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-25T20:30:55.602717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-25T20:30:55.613436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-25T20:30:55.613844] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-25T20:30:55.614652] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-25T20:30:55.614704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:55.614736] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:55.614764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:55.614822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:55.674870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:55.675761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:55.675845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:55.675878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:55.792885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:55.793036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:55.793078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:55.793106] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:55.796441] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=37.09%)
[2025-12-25T20:30:55.796732] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-25T20:30:55.796854] [INFO ] [sig       ] ROE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:55.940864] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ROE.txt
[2025-12-25T20:30:55.941037] [INFO ] [sig       ] [2745/3552] Completed ROE in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-25T20:30:55.941119] [INFO ] [sig       ] [2746/3552] Forecasting ROP...
[2025-12-25T20:30:55.941151] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-25T20:30:55.941182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-25T20:30:55.951101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-25T20:30:55.951462] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-25T20:30:55.952251] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-25T20:30:55.952304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:55.952335] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:55.952392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:55.952451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:56.009078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:56.010001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:56.010085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:56.010117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:56.127213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:56.127363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:56.127403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:56.127431] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:56.130819] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=49.76%)
[2025-12-25T20:30:56.131105] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-25T20:30:56.131231] [INFO ] [sig       ] ROP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:56.273076] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ROP.txt
[2025-12-25T20:30:56.273233] [INFO ] [sig       ] [2746/3552] Completed ROP in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-25T20:30:56.273274] [INFO ] [sig       ] [2747/3552] Forecasting RPAY...
[2025-12-25T20:30:56.273304] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-25T20:30:56.273334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-25T20:30:56.283220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-25T20:30:56.283528] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-25T20:30:56.284307] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-25T20:30:56.284360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:56.284391] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:56.284417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:56.284474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:56.342598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:56.343453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:56.343535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:56.343569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:56.463160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:56.463309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:56.463348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:56.463376] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:56.466818] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=72.40%)
[2025-12-25T20:30:56.467131] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-25T20:30:56.467262] [INFO ] [sig       ] RPAY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:56.608624] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RPAY.txt
[2025-12-25T20:30:56.608786] [INFO ] [sig       ] [2747/3552] Completed RPAY in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-25T20:30:56.608850] [INFO ] [sig       ] [2748/3552] Forecasting RPD...
[2025-12-25T20:30:56.608881] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-25T20:30:56.608910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-25T20:30:56.618622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-25T20:30:56.618944] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-25T20:30:56.619726] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-25T20:30:56.619777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:56.619807] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:56.619833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:56.619891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:56.676721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:56.677565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:56.677666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:56.677700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:56.799376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:56.799528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:56.799584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:56.799616] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:56.802923] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: UP (p=64.16%)
[2025-12-25T20:30:56.803197] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-25T20:30:56.803317] [INFO ] [sig       ] RPD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:56.946160] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RPD.txt
[2025-12-25T20:30:56.946320] [INFO ] [sig       ] [2748/3552] Completed RPD in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-25T20:30:56.946385] [INFO ] [sig       ] [2749/3552] Forecasting RPID...
[2025-12-25T20:30:56.946416] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-25T20:30:56.946449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-25T20:30:56.956423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-25T20:30:56.956816] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-25T20:30:56.957763] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-25T20:30:56.957817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:56.957848] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:56.957874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:56.957931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:57.014993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:57.015842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:57.015924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:57.015957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:57.134057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:57.134231] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:30:57.134271] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:57.134299] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:57.137783] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-25T20:30:57.138077] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-25T20:30:57.138209] [INFO ] [sig       ] RPID: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:57.284743] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RPID.txt
[2025-12-25T20:30:57.284882] [INFO ] [sig       ] [2749/3552] Completed RPID in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-25T20:30:57.284925] [INFO ] [sig       ] [2750/3552] Forecasting RPRX...
[2025-12-25T20:30:57.284955] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-25T20:30:57.284984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-25T20:30:57.294624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-25T20:30:57.295004] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-25T20:30:57.295817] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-25T20:30:57.295868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:57.295899] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:57.295926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:57.295984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:57.354522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:57.355386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:57.355467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:57.355501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:57.477268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:57.477422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:57.477462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:57.477491] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:57.480889] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=54.34%)
[2025-12-25T20:30:57.481175] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-25T20:30:57.481302] [INFO ] [sig       ] RPRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:57.674075] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RPRX.txt
[2025-12-25T20:30:57.674236] [INFO ] [sig       ] [2750/3552] Completed RPRX in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-25T20:30:57.674278] [INFO ] [sig       ] [2751/3552] Forecasting RPTX...
[2025-12-25T20:30:57.674307] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-25T20:30:57.674337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-25T20:30:57.684524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-25T20:30:57.684935] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-25T20:30:57.685746] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-25T20:30:57.685800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:57.685832] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:57.685859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:57.685917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:57.744487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:57.745372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:57.745460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:57.745494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:57.867087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:57.867242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:57.867282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:57.867311] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:57.871212] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-25T20:30:57.871540] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-25T20:30:57.871715] [INFO ] [sig       ] RPTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:58.014629] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RPTX.txt
[2025-12-25T20:30:58.014807] [INFO ] [sig       ] [2751/3552] Completed RPTX in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-25T20:30:58.014847] [INFO ] [sig       ] [2752/3552] Forecasting RQI...
[2025-12-25T20:30:58.014877] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-25T20:30:58.014907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-25T20:30:58.025160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-25T20:30:58.025538] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-25T20:30:58.026341] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-25T20:30:58.026393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:58.026425] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:58.026451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:58.026507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:58.084770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:58.085647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:58.085741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:58.085775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:58.207434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:58.207615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:58.207672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:58.207708] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:58.211240] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-25T20:30:58.211568] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-25T20:30:58.211728] [INFO ] [sig       ] RQI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:58.361680] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RQI.txt
[2025-12-25T20:30:58.361838] [INFO ] [sig       ] [2752/3552] Completed RQI in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-25T20:30:58.361879] [INFO ] [sig       ] [2753/3552] Forecasting RRBI...
[2025-12-25T20:30:58.361909] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-25T20:30:58.361939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-25T20:30:58.371246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-25T20:30:58.371601] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-25T20:30:58.372372] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-25T20:30:58.372439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:58.372472] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:58.372499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:58.372558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:58.430979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:58.431863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:58.431944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:58.431978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:58.538604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:58.538754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:58.538796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:58.538824] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:58.542160] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-25T20:30:58.542428] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-25T20:30:58.542549] [INFO ] [sig       ] RRBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:58.687871] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RRBI.txt
[2025-12-25T20:30:58.688035] [INFO ] [sig       ] [2753/3552] Completed RRBI in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-25T20:30:58.688077] [INFO ] [sig       ] [2754/3552] Forecasting RRC...
[2025-12-25T20:30:58.688109] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-25T20:30:58.688139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-25T20:30:58.698378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-25T20:30:58.698772] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-25T20:30:58.699610] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-25T20:30:58.699679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:58.699718] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:58.699752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:58.699817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:58.757242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:58.758126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:58.758210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:58.758244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:58.881305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:58.881460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:58.881501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:58.881531] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:58.885037] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=40.39%)
[2025-12-25T20:30:58.885347] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-25T20:30:58.885481] [INFO ] [sig       ] RRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:30:59.031985] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RRC.txt
[2025-12-25T20:30:59.032174] [INFO ] [sig       ] [2754/3552] Completed RRC in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-25T20:30:59.032216] [INFO ] [sig       ] [2755/3552] Forecasting RRGB...
[2025-12-25T20:30:59.032247] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-25T20:30:59.032306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-25T20:30:59.042673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-25T20:30:59.043044] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-25T20:30:59.043859] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-25T20:30:59.043913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:59.043944] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:59.043970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:59.044031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:59.101947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:59.102812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:59.102893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:59.102927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:59.227094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:59.227248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:59.227289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:59.227317] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:59.230881] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=53.48%)
[2025-12-25T20:30:59.231175] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-25T20:30:59.231306] [INFO ] [sig       ] RRGB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:59.373221] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RRGB.txt
[2025-12-25T20:30:59.373379] [INFO ] [sig       ] [2755/3552] Completed RRGB in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-25T20:30:59.373418] [INFO ] [sig       ] [2756/3552] Forecasting RRX...
[2025-12-25T20:30:59.373449] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-25T20:30:59.373507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-25T20:30:59.383932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-25T20:30:59.384345] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-25T20:30:59.385195] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-25T20:30:59.385252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:59.385285] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:59.385315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:59.385375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:59.442959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:59.443831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:59.443972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:59.444034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:59.565523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:59.565699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:59.565750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:59.565786] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:59.569160] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=63.54%)
[2025-12-25T20:30:59.569463] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-25T20:30:59.569613] [INFO ] [sig       ] RRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:30:59.712205] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RRX.txt
[2025-12-25T20:30:59.712366] [INFO ] [sig       ] [2756/3552] Completed RRX in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-25T20:30:59.712413] [INFO ] [sig       ] [2757/3552] Forecasting RS...
[2025-12-25T20:30:59.712443] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-25T20:30:59.712474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-25T20:30:59.722619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-25T20:30:59.722952] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-25T20:30:59.723784] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-25T20:30:59.723838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:30:59.723871] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:30:59.723900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:30:59.723959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:30:59.782653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:30:59.783474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:30:59.783556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:30:59.783608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:30:59.907035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:30:59.907190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:30:59.907230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:30:59.907258] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:30:59.910609] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=40.09%)
[2025-12-25T20:30:59.910907] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-25T20:30:59.911028] [INFO ] [sig       ] RS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:00.053335] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RS.txt
[2025-12-25T20:31:00.053499] [INFO ] [sig       ] [2757/3552] Completed RS in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-25T20:31:00.053538] [INFO ] [sig       ] [2758/3552] Forecasting RSG...
[2025-12-25T20:31:00.053613] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-25T20:31:00.053659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-25T20:31:00.064128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-25T20:31:00.064530] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-25T20:31:00.065399] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-25T20:31:00.065456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:00.065489] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:00.065517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:00.065600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:00.122586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:00.123428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:00.123509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:00.123542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:00.245960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:00.246121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:00.246162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:00.246193] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:00.249699] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-12-25T20:31:00.250007] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-25T20:31:00.250181] [INFO ] [sig       ] RSG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:00.394345] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RSG.txt
[2025-12-25T20:31:00.394493] [INFO ] [sig       ] [2758/3552] Completed RSG in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-25T20:31:00.394534] [INFO ] [sig       ] [2759/3552] Forecasting RSI...
[2025-12-25T20:31:00.394564] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-25T20:31:00.394642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-25T20:31:00.405248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-25T20:31:00.405686] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-25T20:31:00.406512] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-25T20:31:00.406568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:00.406637] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:00.406671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:00.406735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:00.464103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:00.464946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:00.465025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:00.465058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:00.601368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:00.601542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:00.601609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:00.601642] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:00.605210] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=21.19%)
[2025-12-25T20:31:00.605486] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-25T20:31:00.605659] [INFO ] [sig       ] RSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:00.749945] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RSI.txt
[2025-12-25T20:31:00.750117] [INFO ] [sig       ] [2759/3552] Completed RSI in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-25T20:31:00.750183] [INFO ] [sig       ] [2760/3552] Forecasting RSKD...
[2025-12-25T20:31:00.750219] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-25T20:31:00.750250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-25T20:31:00.761132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-25T20:31:00.761519] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-25T20:31:00.762348] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-25T20:31:00.762402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:00.762435] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:00.762462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:00.762519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:00.820156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:00.820999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:00.821082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:00.821118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:00.948369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:00.948527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:00.948604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:00.948637] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:00.952165] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=32.53%)
[2025-12-25T20:31:00.952447] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-25T20:31:00.952595] [INFO ] [sig       ] RSKD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:01.093750] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RSKD.txt
[2025-12-25T20:31:01.093883] [INFO ] [sig       ] [2760/3552] Completed RSKD in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-25T20:31:01.093923] [INFO ] [sig       ] [2761/3552] Forecasting RSSS...
[2025-12-25T20:31:01.093952] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-25T20:31:01.093981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-25T20:31:01.104192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-25T20:31:01.104485] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-25T20:31:01.105336] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-25T20:31:01.105390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:01.105423] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:01.105452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:01.105512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:01.169594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:01.170606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:01.170713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:01.170768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:01.298904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:01.299067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:01.299108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:01.299136] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:01.302626] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=71.65%)
[2025-12-25T20:31:01.302938] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-25T20:31:01.303064] [INFO ] [sig       ] RSSS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:01.442407] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RSSS.txt
[2025-12-25T20:31:01.442620] [INFO ] [sig       ] [2761/3552] Completed RSSS in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-25T20:31:01.442666] [INFO ] [sig       ] [2762/3552] Forecasting RTO...
[2025-12-25T20:31:01.442725] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-25T20:31:01.442759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-25T20:31:01.453677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-25T20:31:01.454095] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-25T20:31:01.454938] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-25T20:31:01.454992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:01.455026] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:01.455052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:01.455110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:01.527052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:01.528023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:01.528131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:01.528166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:01.655808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:01.655975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:01.656017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:01.656047] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:01.659645] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-12-25T20:31:01.659956] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-25T20:31:01.660086] [INFO ] [sig       ] RTO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:01.809185] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RTO.txt
[2025-12-25T20:31:01.809384] [INFO ] [sig       ] [2762/3552] Completed RTO in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-25T20:31:01.809425] [INFO ] [sig       ] [2763/3552] Forecasting RUM...
[2025-12-25T20:31:01.809486] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-25T20:31:01.809520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-25T20:31:01.819886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-25T20:31:01.820308] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-25T20:31:01.821211] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-25T20:31:01.821268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:01.821334] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:01.821364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:01.821423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:01.882552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:01.883440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:01.883532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:01.883567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:02.024591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:02.024764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:02.024816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:02.024854] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:02.029364] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2025-12-25T20:31:02.029737] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-25T20:31:02.029894] [INFO ] [sig       ] RUM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:02.172662] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RUM.txt
[2025-12-25T20:31:02.172824] [INFO ] [sig       ] [2763/3552] Completed RUM in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-25T20:31:02.172874] [INFO ] [sig       ] [2764/3552] Forecasting RUN...
[2025-12-25T20:31:02.172904] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-25T20:31:02.172935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-25T20:31:02.183978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-25T20:31:02.184283] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-25T20:31:02.185097] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-25T20:31:02.185151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:02.185200] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:02.185229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:02.185288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:02.246881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:02.247608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:02.247688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:02.247722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:02.366124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:02.366276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:02.366315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:02.366343] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:02.370149] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-25T20:31:02.370453] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-25T20:31:02.370617] [INFO ] [sig       ] RUN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:02.519696] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RUN.txt
[2025-12-25T20:31:02.519928] [INFO ] [sig       ] [2764/3552] Completed RUN in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-25T20:31:02.519993] [INFO ] [sig       ] [2765/3552] Forecasting RUNN...
[2025-12-25T20:31:02.520028] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-25T20:31:02.520059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-25T20:31:02.532093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-25T20:31:02.532468] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-25T20:31:02.533407] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-25T20:31:02.533463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:02.533496] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:02.533524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:02.533601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:02.598150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:02.599111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:02.599243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:02.599287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:02.725061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:02.725229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:02.725274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:02.725304] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:02.728831] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-25T20:31:02.729117] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-25T20:31:02.729274] [INFO ] [sig       ] RUNN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:02.868893] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RUNN.txt
[2025-12-25T20:31:02.869080] [INFO ] [sig       ] [2765/3552] Completed RUNN in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-25T20:31:02.869125] [INFO ] [sig       ] [2766/3552] Forecasting RUSHA...
[2025-12-25T20:31:02.869154] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-25T20:31:02.869185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-25T20:31:02.879334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-25T20:31:02.879759] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-25T20:31:02.880605] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-25T20:31:02.880662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:02.880693] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:02.880720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:02.880779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:02.939724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:02.940429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:02.940522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:02.940560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:03.065907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:03.066083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:03.066125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:03.066213] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:03.069872] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=46.71%)
[2025-12-25T20:31:03.070174] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-25T20:31:03.070363] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:03.210340] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RUSHA.txt
[2025-12-25T20:31:03.210505] [INFO ] [sig       ] [2766/3552] Completed RUSHA in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-25T20:31:03.210548] [INFO ] [sig       ] [2767/3552] Forecasting RUSHB...
[2025-12-25T20:31:03.210622] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-25T20:31:03.210657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-25T20:31:03.220523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-25T20:31:03.220873] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-25T20:31:03.221769] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-25T20:31:03.221822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:03.221853] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:03.221880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:03.221937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:03.277994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:03.278651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:03.278748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:03.278784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:03.382683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:03.382847] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:31:03.382887] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:03.382915] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:03.386278] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-12-25T20:31:03.386553] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-25T20:31:03.386692] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:03.535468] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RUSHB.txt
[2025-12-25T20:31:03.535652] [INFO ] [sig       ] [2767/3552] Completed RUSHB in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-25T20:31:03.535698] [INFO ] [sig       ] [2768/3552] Forecasting RVMD...
[2025-12-25T20:31:03.535750] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-25T20:31:03.535826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-25T20:31:03.546087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-25T20:31:03.546473] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-25T20:31:03.547270] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-25T20:31:03.547325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:03.547356] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:03.547384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:03.547443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:03.605745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:03.606615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:03.606704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:03.606738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:03.733838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:03.734005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:03.734045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:03.734075] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:03.737468] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: DOWN (p=34.29%)
[2025-12-25T20:31:03.737789] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-25T20:31:03.737945] [INFO ] [sig       ] RVMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:03.878241] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RVMD.txt
[2025-12-25T20:31:03.878391] [INFO ] [sig       ] [2768/3552] Completed RVMD in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-25T20:31:03.878434] [INFO ] [sig       ] [2769/3552] Forecasting RVSB...
[2025-12-25T20:31:03.878465] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-25T20:31:03.878497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-25T20:31:03.893022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-25T20:31:03.893432] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-25T20:31:03.894314] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-25T20:31:03.894369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:03.894402] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:03.894428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:03.894488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:03.953356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:03.954039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:03.954119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:03.954152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:04.075947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:04.076106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:04.076146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:04.076174] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:04.079730] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=99.88%)
[2025-12-25T20:31:04.080057] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-25T20:31:04.080196] [INFO ] [sig       ] RVSB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:04.218852] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RVSB.txt
[2025-12-25T20:31:04.218987] [INFO ] [sig       ] [2769/3552] Completed RVSB in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-25T20:31:04.219026] [INFO ] [sig       ] [2770/3552] Forecasting RVTY...
[2025-12-25T20:31:04.219055] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-25T20:31:04.219107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-25T20:31:04.229696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-25T20:31:04.230042] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-25T20:31:04.230850] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-25T20:31:04.230902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:04.230934] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:04.230961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:04.231018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:04.288566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:04.289395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:04.289478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:04.289509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:04.406738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:04.406892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:04.406934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:04.406963] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:04.410426] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=29.24%)
[2025-12-25T20:31:04.410720] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-25T20:31:04.410851] [INFO ] [sig       ] RVTY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:04.550552] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RVTY.txt
[2025-12-25T20:31:04.550739] [INFO ] [sig       ] [2770/3552] Completed RVTY in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-25T20:31:04.550786] [INFO ] [sig       ] [2771/3552] Forecasting RWAY...
[2025-12-25T20:31:04.550852] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-25T20:31:04.550892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-25T20:31:04.561167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-25T20:31:04.561525] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-25T20:31:04.562304] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-25T20:31:04.562357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:04.562388] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:04.562415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:04.562473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:04.618731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:04.619413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:04.619493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:04.619525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:04.741503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:04.741716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:04.741764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:04.741824] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:04.745298] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: DOWN (p=45.13%)
[2025-12-25T20:31:04.745593] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-25T20:31:04.745716] [INFO ] [sig       ] RWAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:04.884151] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RWAY.txt
[2025-12-25T20:31:04.884352] [INFO ] [sig       ] [2771/3552] Completed RWAY in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-25T20:31:04.884397] [INFO ] [sig       ] [2772/3552] Forecasting RXO...
[2025-12-25T20:31:04.884427] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-25T20:31:04.884458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-25T20:31:04.895040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-25T20:31:04.895391] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-25T20:31:04.896174] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-25T20:31:04.896227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:04.896259] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:04.896286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:04.896344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:04.952255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:04.952974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:04.953055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:04.953088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:05.074452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:05.074618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:05.074659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:05.074687] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:05.078065] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=92.79%)
[2025-12-25T20:31:05.078334] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-25T20:31:05.078456] [INFO ] [sig       ] RXO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:05.217287] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RXO.txt
[2025-12-25T20:31:05.217424] [INFO ] [sig       ] [2772/3552] Completed RXO in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-25T20:31:05.217463] [INFO ] [sig       ] [2773/3552] Forecasting RXRX...
[2025-12-25T20:31:05.217499] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-25T20:31:05.217530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-25T20:31:05.230382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-25T20:31:05.231023] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-25T20:31:05.232044] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-25T20:31:05.232101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:05.232137] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:05.232172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:05.232236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:05.291375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:05.292619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:05.292772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:05.292828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:05.423848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:05.424130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:05.424198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:05.424243] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:05.429532] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-25T20:31:05.430046] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-25T20:31:05.430232] [INFO ] [sig       ] RXRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:05.580308] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RXRX.txt
[2025-12-25T20:31:05.580506] [INFO ] [sig       ] [2773/3552] Completed RXRX in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-25T20:31:05.580553] [INFO ] [sig       ] [2774/3552] Forecasting RY...
[2025-12-25T20:31:05.580642] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-25T20:31:05.580677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-25T20:31:05.593504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-25T20:31:05.593961] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-25T20:31:05.594767] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-25T20:31:05.594830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:05.594869] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:05.594902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:05.594966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:05.655031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:05.655952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:05.656038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:05.656072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:05.783194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:05.783361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:05.783402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:05.783431] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:05.786870] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=56.46%)
[2025-12-25T20:31:05.787177] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-25T20:31:05.787310] [INFO ] [sig       ] RY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:05.936552] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RY.txt
[2025-12-25T20:31:05.936723] [INFO ] [sig       ] [2774/3552] Completed RY in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-25T20:31:05.936766] [INFO ] [sig       ] [2775/3552] Forecasting RYAAY...
[2025-12-25T20:31:05.936795] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-25T20:31:05.936828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-25T20:31:05.947611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-25T20:31:05.947968] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-25T20:31:05.948799] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-25T20:31:05.948860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:05.948903] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:05.948957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:05.949020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:06.011264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:06.012043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:06.012129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:06.012162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:06.143912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:06.144096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:06.144141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:06.144170] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:06.147901] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=30.45%)
[2025-12-25T20:31:06.148202] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-25T20:31:06.148334] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:06.287731] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RYAAY.txt
[2025-12-25T20:31:06.287906] [INFO ] [sig       ] [2775/3552] Completed RYAAY in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-25T20:31:06.287953] [INFO ] [sig       ] [2776/3552] Forecasting RYAM...
[2025-12-25T20:31:06.287983] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-25T20:31:06.288011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-25T20:31:06.298012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-25T20:31:06.298379] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-25T20:31:06.299174] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-25T20:31:06.299247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:06.299286] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:06.299312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:06.299369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:06.358599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:06.359412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:06.359504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:06.359540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:06.484512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:06.484693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:06.484734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:06.484763] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:06.488204] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-12-25T20:31:06.488477] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-25T20:31:06.488620] [INFO ] [sig       ] RYAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:06.630881] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RYAM.txt
[2025-12-25T20:31:06.631103] [INFO ] [sig       ] [2776/3552] Completed RYAM in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-25T20:31:06.631151] [INFO ] [sig       ] [2777/3552] Forecasting RYAN...
[2025-12-25T20:31:06.631189] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-25T20:31:06.631222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-25T20:31:06.641860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-25T20:31:06.642193] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-25T20:31:06.643027] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-25T20:31:06.643080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:06.643113] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:06.643140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:06.643200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:06.705125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:06.706019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:06.706104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:06.706138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:06.825791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:06.825956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:06.825995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:06.826022] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:06.829375] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=5.83%)
[2025-12-25T20:31:06.829672] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-25T20:31:06.829802] [INFO ] [sig       ] RYAN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:06.969770] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RYAN.txt
[2025-12-25T20:31:06.969926] [INFO ] [sig       ] [2777/3552] Completed RYAN in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-25T20:31:06.969973] [INFO ] [sig       ] [2778/3552] Forecasting RYI...
[2025-12-25T20:31:06.970008] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-25T20:31:06.970039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-25T20:31:06.979927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-25T20:31:06.980238] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-25T20:31:06.981040] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-25T20:31:06.981092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:06.981124] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:06.981155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:06.981232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:07.040349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:07.041218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:07.041303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:07.041336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:07.163474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:07.163653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:07.163696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:07.163725] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:07.167129] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-12-25T20:31:07.167402] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-25T20:31:07.167527] [INFO ] [sig       ] RYI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:07.310391] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RYI.txt
[2025-12-25T20:31:07.310538] [INFO ] [sig       ] [2778/3552] Completed RYI in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-25T20:31:07.310598] [INFO ] [sig       ] [2779/3552] Forecasting RYN...
[2025-12-25T20:31:07.310630] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-25T20:31:07.310693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-25T20:31:07.321270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-25T20:31:07.321633] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-25T20:31:07.322401] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-25T20:31:07.322453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:07.322485] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:07.322511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:07.322592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:07.379429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:07.380360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:07.380443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:07.380476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:07.494325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:07.494492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:07.494532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:07.494560] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:07.497987] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=10.02%)
[2025-12-25T20:31:07.498273] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-25T20:31:07.498397] [INFO ] [sig       ] RYN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:07.638426] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RYN.txt
[2025-12-25T20:31:07.638615] [INFO ] [sig       ] [2779/3552] Completed RYN in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-25T20:31:07.638657] [INFO ] [sig       ] [2780/3552] Forecasting RYTM...
[2025-12-25T20:31:07.638688] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-25T20:31:07.638747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-25T20:31:07.649791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-25T20:31:07.650297] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-25T20:31:07.651171] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-25T20:31:07.651225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:07.651292] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:07.651321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:07.651384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:07.710423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:07.711325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:07.711413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:07.711446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:07.839112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:07.839295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:07.839335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:07.839363] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:07.842780] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-12-25T20:31:07.843066] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-25T20:31:07.843197] [INFO ] [sig       ] RYTM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:07.984124] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RYTM.txt
[2025-12-25T20:31:07.984294] [INFO ] [sig       ] [2780/3552] Completed RYTM in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-25T20:31:07.984337] [INFO ] [sig       ] [2781/3552] Forecasting RZB...
[2025-12-25T20:31:07.984367] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-25T20:31:07.984396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-25T20:31:07.996979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-25T20:31:07.997440] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-25T20:31:07.998254] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-25T20:31:07.998307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:07.998339] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:07.998365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:07.998423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:08.056892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:08.058017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:08.058103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:08.058134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:08.174293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:08.174461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:08.174502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:08.174529] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:08.177870] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-25T20:31:08.178139] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-25T20:31:08.178262] [INFO ] [sig       ] RZB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:08.326753] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RZB.txt
[2025-12-25T20:31:08.326910] [INFO ] [sig       ] [2781/3552] Completed RZB in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-25T20:31:08.326951] [INFO ] [sig       ] [2782/3552] Forecasting RZC...
[2025-12-25T20:31:08.326981] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-25T20:31:08.327039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-25T20:31:08.337716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-25T20:31:08.338100] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-25T20:31:08.338899] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-25T20:31:08.338951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:08.338983] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:08.339009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:08.339066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:08.395275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:08.395961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:08.396039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:08.396072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:08.510008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:08.510184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:08.510223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:08.510251] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:08.513643] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=78.85%)
[2025-12-25T20:31:08.513919] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-25T20:31:08.514042] [INFO ] [sig       ] RZC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:08.652993] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RZC.txt
[2025-12-25T20:31:08.653128] [INFO ] [sig       ] [2782/3552] Completed RZC in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:08.653168] [INFO ] [sig       ] [2783/3552] Forecasting S...
[2025-12-25T20:31:08.653197] [INFO ] [sig       ] Generating forecast for: S
[2025-12-25T20:31:08.653227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-25T20:31:08.664107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-25T20:31:08.664425] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-25T20:31:08.665214] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-25T20:31:08.665266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:08.665296] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:08.665322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:08.665379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:08.722457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:08.723139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:08.723217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:08.723249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:08.849165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:08.849335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:08.849374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:08.849403] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:08.852870] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=77.83%)
[2025-12-25T20:31:08.853171] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-25T20:31:08.853294] [INFO ] [sig       ] S: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:08.996636] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/S.txt
[2025-12-25T20:31:08.996802] [INFO ] [sig       ] [2783/3552] Completed S in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:08.996843] [INFO ] [sig       ] [2784/3552] Forecasting SA...
[2025-12-25T20:31:08.996873] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-25T20:31:08.996902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-25T20:31:09.007616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-25T20:31:09.007929] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-25T20:31:09.008703] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-25T20:31:09.008754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:09.008786] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:09.008812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:09.008869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:09.065787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:09.066398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:09.066475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:09.066506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:09.188774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:09.188957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:09.188997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:09.189025] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:09.192457] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-25T20:31:09.192745] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-25T20:31:09.192871] [INFO ] [sig       ] SA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:09.330914] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SA.txt
[2025-12-25T20:31:09.331071] [INFO ] [sig       ] [2784/3552] Completed SA in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:09.331112] [INFO ] [sig       ] [2785/3552] Forecasting SAFE...
[2025-12-25T20:31:09.331141] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-25T20:31:09.331169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-25T20:31:09.341627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-25T20:31:09.341941] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-25T20:31:09.342709] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-25T20:31:09.342761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:09.342792] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:09.342818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:09.342875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:09.399298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:09.399961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:09.400056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:09.400091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:09.522086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:09.522248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:09.522288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:09.522316] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:09.525713] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-25T20:31:09.526019] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-25T20:31:09.526145] [INFO ] [sig       ] SAFE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:09.665742] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SAFE.txt
[2025-12-25T20:31:09.665882] [INFO ] [sig       ] [2785/3552] Completed SAFE in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:09.665921] [INFO ] [sig       ] [2786/3552] Forecasting SAH...
[2025-12-25T20:31:09.665950] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-25T20:31:09.665979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-25T20:31:09.676053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-25T20:31:09.676367] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-25T20:31:09.677145] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-25T20:31:09.677198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:09.677230] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:09.677256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:09.677314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:09.733915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:09.734600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:09.734684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:09.734718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:09.858884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:09.859045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:09.859085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:09.859113] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:09.862613] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=26.05%)
[2025-12-25T20:31:09.862897] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-25T20:31:09.863023] [INFO ] [sig       ] SAH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:10.003393] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SAH.txt
[2025-12-25T20:31:10.003554] [INFO ] [sig       ] [2786/3552] Completed SAH in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:10.003614] [INFO ] [sig       ] [2787/3552] Forecasting SAIA...
[2025-12-25T20:31:10.003668] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-25T20:31:10.003698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-25T20:31:10.015302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-25T20:31:10.015790] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-25T20:31:10.016645] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-25T20:31:10.016702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:10.016735] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:10.016762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:10.016833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:10.075237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:10.076431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:10.076527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:10.076560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:10.203092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:10.203264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:10.203306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:10.203335] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:10.206943] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=38.88%)
[2025-12-25T20:31:10.207255] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-25T20:31:10.207394] [INFO ] [sig       ] SAIA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:10.348835] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SAIA.txt
[2025-12-25T20:31:10.349014] [INFO ] [sig       ] [2787/3552] Completed SAIA in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:10.349057] [INFO ] [sig       ] [2788/3552] Forecasting SAIC...
[2025-12-25T20:31:10.349090] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-25T20:31:10.349153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-25T20:31:10.362310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-25T20:31:10.362750] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-25T20:31:10.363719] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-25T20:31:10.363780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:10.363838] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:10.363876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:10.363956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:10.423500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:10.424106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:10.424185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:10.424217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:10.546059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:10.546221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:10.546263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:10.546291] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:10.549658] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: DOWN (p=18.59%)
[2025-12-25T20:31:10.549946] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-25T20:31:10.550092] [INFO ] [sig       ] SAIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:10.687459] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SAIC.txt
[2025-12-25T20:31:10.687599] [INFO ] [sig       ] [2788/3552] Completed SAIC in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:10.687641] [INFO ] [sig       ] [2789/3552] Forecasting SAM...
[2025-12-25T20:31:10.687672] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-25T20:31:10.687701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-25T20:31:10.697894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-25T20:31:10.698207] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-25T20:31:10.698974] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-25T20:31:10.699025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:10.699056] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:10.699083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:10.699140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:10.755764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:10.756364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:10.756439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:10.756470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:10.879272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:10.879429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:10.879473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:10.879501] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:10.882955] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-12-25T20:31:10.883230] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-25T20:31:10.883356] [INFO ] [sig       ] SAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:11.028808] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SAM.txt
[2025-12-25T20:31:11.028945] [INFO ] [sig       ] [2789/3552] Completed SAM in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:11.028984] [INFO ] [sig       ] [2790/3552] Forecasting SAMG...
[2025-12-25T20:31:11.029013] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-25T20:31:11.029043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-25T20:31:11.039096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-25T20:31:11.039430] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-25T20:31:11.040276] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-25T20:31:11.040330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:11.040361] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:11.040387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:11.040458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:11.101288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:11.102144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:11.102247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:11.102282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:11.219882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:11.220052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:11.220096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:11.220126] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:11.223491] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=24.91%)
[2025-12-25T20:31:11.223780] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-25T20:31:11.223903] [INFO ] [sig       ] SAMG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:11.361642] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SAMG.txt
[2025-12-25T20:31:11.361782] [INFO ] [sig       ] [2790/3552] Completed SAMG in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:11.361824] [INFO ] [sig       ] [2791/3552] Forecasting SAN...
[2025-12-25T20:31:11.361854] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-25T20:31:11.361892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-25T20:31:11.371764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-25T20:31:11.372073] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-25T20:31:11.372844] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-25T20:31:11.372896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:11.372928] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:11.372955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:11.373012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:11.428753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:11.429400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:11.429478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:11.429510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:11.553991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:11.554169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:11.554216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:11.554247] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:11.557857] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=88.15%)
[2025-12-25T20:31:11.558166] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-25T20:31:11.558303] [INFO ] [sig       ] SAN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:11.699757] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SAN.txt
[2025-12-25T20:31:11.699892] [INFO ] [sig       ] [2791/3552] Completed SAN in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:11.699949] [INFO ] [sig       ] [2792/3552] Forecasting SANA...
[2025-12-25T20:31:11.699988] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-25T20:31:11.700033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-25T20:31:11.710136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-25T20:31:11.710537] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-25T20:31:11.711437] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-25T20:31:11.711492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:11.711525] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:11.711551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:11.711635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:11.767357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:11.768076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:11.768155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:11.768186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:11.892723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:11.892905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:11.892948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:11.892979] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:11.896428] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: DOWN (p=35.87%)
[2025-12-25T20:31:11.896721] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-25T20:31:11.896845] [INFO ] [sig       ] SANA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:12.035439] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SANA.txt
[2025-12-25T20:31:12.035594] [INFO ] [sig       ] [2792/3552] Completed SANA in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:12.035637] [INFO ] [sig       ] [2793/3552] Forecasting SANM...
[2025-12-25T20:31:12.035665] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-25T20:31:12.035721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-25T20:31:12.046074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-25T20:31:12.046391] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-25T20:31:12.047155] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-25T20:31:12.047206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:12.047237] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:12.047267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:12.047325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:12.103215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:12.103845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:12.103925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:12.103957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:12.223468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:12.223653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:12.223716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:12.223745] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:12.227038] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-25T20:31:12.227308] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-25T20:31:12.227453] [INFO ] [sig       ] SANM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:12.365425] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SANM.txt
[2025-12-25T20:31:12.365557] [INFO ] [sig       ] [2793/3552] Completed SANM in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:12.365651] [INFO ] [sig       ] [2794/3552] Forecasting SAP...
[2025-12-25T20:31:12.365708] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-25T20:31:12.365743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-25T20:31:12.376226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-25T20:31:12.376549] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-25T20:31:12.377314] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-25T20:31:12.377366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:12.377397] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:12.377423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:12.377480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:12.433641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:12.434241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:12.434318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:12.434349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:12.555795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:12.555950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:12.555990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:12.556018] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:12.559372] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=14.45%)
[2025-12-25T20:31:12.559694] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-25T20:31:12.559838] [INFO ] [sig       ] SAP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:12.701978] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SAP.txt
[2025-12-25T20:31:12.702134] [INFO ] [sig       ] [2794/3552] Completed SAP in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:12.702182] [INFO ] [sig       ] [2795/3552] Forecasting SARK...
[2025-12-25T20:31:12.702212] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-25T20:31:12.702242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-25T20:31:12.714342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-25T20:31:12.714817] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-25T20:31:12.715766] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-25T20:31:12.715829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:12.715862] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:12.715888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:12.715948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:12.772967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:12.773990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:12.774080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:12.774121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:12.897491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:12.897678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:12.897736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:12.897766] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:12.901228] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=80.11%)
[2025-12-25T20:31:12.901507] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-25T20:31:12.901651] [INFO ] [sig       ] SARK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:13.046848] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SARK.txt
[2025-12-25T20:31:13.047002] [INFO ] [sig       ] [2795/3552] Completed SARK in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:13.047043] [INFO ] [sig       ] [2796/3552] Forecasting SATL...
[2025-12-25T20:31:13.047072] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-25T20:31:13.047137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-25T20:31:13.060145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-25T20:31:13.060782] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-25T20:31:13.061796] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-25T20:31:13.061854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:13.061891] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:13.061921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:13.061983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:13.121082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:13.122237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:13.122340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:13.122374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:13.243643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:13.243877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:13.243928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:13.243962] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:13.248285] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: UP (p=55.67%)
[2025-12-25T20:31:13.248773] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-25T20:31:13.248943] [INFO ] [sig       ] SATL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:13.398808] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SATL.txt
[2025-12-25T20:31:13.399046] [INFO ] [sig       ] [2796/3552] Completed SATL in 0.4s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:13.399098] [INFO ] [sig       ] [2797/3552] Forecasting SATS...
[2025-12-25T20:31:13.399131] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-25T20:31:13.399164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-25T20:31:13.410913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-25T20:31:13.411360] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-25T20:31:13.412191] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-25T20:31:13.412245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:13.412276] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:13.412336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:13.412395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:13.468634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:13.469628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:13.469733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:13.469766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:13.601768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:13.602089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:13.602135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:13.602164] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:13.606025] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2025-12-25T20:31:13.606343] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-25T20:31:13.606482] [INFO ] [sig       ] SATS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:13.758010] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SATS.txt
[2025-12-25T20:31:13.758198] [INFO ] [sig       ] [2797/3552] Completed SATS in 0.4s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-25T20:31:13.758250] [INFO ] [sig       ] [2798/3552] Forecasting SAVA...
[2025-12-25T20:31:13.758298] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-25T20:31:13.758344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-25T20:31:13.769891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-25T20:31:13.770309] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-25T20:31:13.771127] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-25T20:31:13.771181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:13.771214] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:13.771241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:13.771297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:13.835457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:13.836415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:13.836504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:13.836538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:13.965077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:13.965257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:13.965315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:13.965347] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:13.968800] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: UP (p=72.93%)
[2025-12-25T20:31:13.969108] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-25T20:31:13.969265] [INFO ] [sig       ] SAVA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:14.120460] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SAVA.txt
[2025-12-25T20:31:14.120668] [INFO ] [sig       ] [2798/3552] Completed SAVA in 0.4s | 2.89 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-25T20:31:14.120719] [INFO ] [sig       ] [2799/3552] Forecasting SB...
[2025-12-25T20:31:14.120751] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-25T20:31:14.120781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-25T20:31:14.132241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-25T20:31:14.132642] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-25T20:31:14.133469] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-25T20:31:14.133533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:14.133634] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:14.133677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:14.133738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:14.196981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:14.197901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:14.197991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:14.198026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:14.316782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:14.316941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:14.316982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:14.317011] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:14.320371] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=30.90%)
[2025-12-25T20:31:14.320672] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-25T20:31:14.320796] [INFO ] [sig       ] SB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:14.460606] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SB.txt
[2025-12-25T20:31:14.460732] [INFO ] [sig       ] [2799/3552] Completed SB in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:14.460771] [INFO ] [sig       ] [2800/3552] Forecasting SBAC...
[2025-12-25T20:31:14.460800] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-25T20:31:14.460829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-25T20:31:14.471614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-25T20:31:14.471927] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-25T20:31:14.472703] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-25T20:31:14.472754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:14.472786] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:14.472812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:14.472869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:14.528893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:14.529712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:14.529794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:14.529827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:14.649347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:14.649506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:14.649545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:14.649591] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:14.652929] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=8.47%)
[2025-12-25T20:31:14.653201] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-25T20:31:14.653322] [INFO ] [sig       ] SBAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:14.790930] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SBAC.txt
[2025-12-25T20:31:14.791091] [INFO ] [sig       ] [2800/3552] Completed SBAC in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:14.791132] [INFO ] [sig       ] [2801/3552] Forecasting SBCF...
[2025-12-25T20:31:14.791192] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-25T20:31:14.791224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-25T20:31:14.801092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-25T20:31:14.801398] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-25T20:31:14.802184] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-25T20:31:14.802235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:14.802267] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:14.802294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:14.802351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:14.858041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:14.858651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:14.858727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:14.858759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:14.977244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:14.977402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:14.977440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:14.977468] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:14.980842] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2025-12-25T20:31:14.981113] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-25T20:31:14.981238] [INFO ] [sig       ] SBCF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:15.124065] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SBCF.txt
[2025-12-25T20:31:15.124201] [INFO ] [sig       ] [2801/3552] Completed SBCF in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:15.124241] [INFO ] [sig       ] [2802/3552] Forecasting SBFM...
[2025-12-25T20:31:15.124271] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-25T20:31:15.124325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-25T20:31:15.134186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-25T20:31:15.134485] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-25T20:31:15.135251] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-25T20:31:15.135304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:15.135335] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:15.135362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:15.135420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:15.191518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:15.192180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:15.192260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:15.192292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:15.315427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:15.315636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:15.315684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:15.315714] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:15.319152] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: UP (p=79.38%)
[2025-12-25T20:31:15.319476] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-25T20:31:15.319621] [INFO ] [sig       ] SBFM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:15.457158] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SBFM.txt
[2025-12-25T20:31:15.457294] [INFO ] [sig       ] [2802/3552] Completed SBFM in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:15.457333] [INFO ] [sig       ] [2803/3552] Forecasting SBGI...
[2025-12-25T20:31:15.457398] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-25T20:31:15.457431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-25T20:31:15.468460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-25T20:31:15.468842] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-25T20:31:15.469741] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-25T20:31:15.469793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:15.469825] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:15.469852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:15.469912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:15.525537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:15.526227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:15.526307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:15.526339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:15.642499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:15.642675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:15.642717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:15.642746] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:15.646154] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-25T20:31:15.646458] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-25T20:31:15.646608] [INFO ] [sig       ] SBGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:15.785332] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SBGI.txt
[2025-12-25T20:31:15.785486] [INFO ] [sig       ] [2803/3552] Completed SBGI in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:15.785528] [INFO ] [sig       ] [2804/3552] Forecasting SBH...
[2025-12-25T20:31:15.785558] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-25T20:31:15.785606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-25T20:31:15.796519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-25T20:31:15.796867] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-25T20:31:15.797645] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-25T20:31:15.797697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:15.797756] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:15.797784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:15.797841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:15.854019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:15.854758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:15.854837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:15.854869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:15.977685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:15.977845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:15.977884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:15.977912] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:15.981365] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=66.45%)
[2025-12-25T20:31:15.981655] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-25T20:31:15.981781] [INFO ] [sig       ] SBH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:16.124904] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SBH.txt
[2025-12-25T20:31:16.125161] [INFO ] [sig       ] [2804/3552] Completed SBH in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:16.125220] [INFO ] [sig       ] [2805/3552] Forecasting SBI...
[2025-12-25T20:31:16.125263] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-25T20:31:16.125302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-25T20:31:16.138803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-25T20:31:16.139143] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-25T20:31:16.140155] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-25T20:31:16.140219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:16.140260] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:16.140296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:16.140375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:16.198987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:16.199628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:16.199705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:16.199737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:16.313249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:16.313388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:16.313426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:16.313454] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:16.316720] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=11.73%)
[2025-12-25T20:31:16.316984] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-25T20:31:16.317102] [INFO ] [sig       ] SBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:16.454589] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SBI.txt
[2025-12-25T20:31:16.454701] [INFO ] [sig       ] [2805/3552] Completed SBI in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:16.454739] [INFO ] [sig       ] [2806/3552] Forecasting SBLK...
[2025-12-25T20:31:16.454769] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-25T20:31:16.454798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-25T20:31:16.465423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-25T20:31:16.465762] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-25T20:31:16.466505] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-25T20:31:16.466556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:16.466617] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:16.466644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:16.466701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:16.522555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:16.523152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:16.523228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:16.523259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:16.639820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:16.639981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:16.640021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:16.640067] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:16.643375] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=23.93%)
[2025-12-25T20:31:16.643660] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-25T20:31:16.643783] [INFO ] [sig       ] SBLK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:16.780491] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SBLK.txt
[2025-12-25T20:31:16.780616] [INFO ] [sig       ] [2806/3552] Completed SBLK in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:16.780656] [INFO ] [sig       ] [2807/3552] Forecasting SBRA...
[2025-12-25T20:31:16.780685] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-25T20:31:16.780715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-25T20:31:16.791743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-25T20:31:16.792178] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-25T20:31:16.793018] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-25T20:31:16.793075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:16.793106] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:16.793133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:16.793190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:16.849749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:16.850649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:16.850784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:16.850817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:16.970551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:16.970728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:16.970771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:16.970800] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:16.974283] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-12-25T20:31:16.974568] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-25T20:31:16.974715] [INFO ] [sig       ] SBRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:17.115903] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SBRA.txt
[2025-12-25T20:31:17.116030] [INFO ] [sig       ] [2807/3552] Completed SBRA in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:17.116069] [INFO ] [sig       ] [2808/3552] Forecasting SBS...
[2025-12-25T20:31:17.116099] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-25T20:31:17.116129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-25T20:31:17.127164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-25T20:31:17.127512] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-25T20:31:17.128303] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-25T20:31:17.128355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:17.128387] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:17.128413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:17.128469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:17.184456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:17.185058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:17.185135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:17.185167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:17.315330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:17.315501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:17.315540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:17.315582] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:17.318993] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-12-25T20:31:17.319295] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-25T20:31:17.319428] [INFO ] [sig       ] SBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:17.456084] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SBS.txt
[2025-12-25T20:31:17.456201] [INFO ] [sig       ] [2808/3552] Completed SBS in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:17.456240] [INFO ] [sig       ] [2809/3552] Forecasting SBSI...
[2025-12-25T20:31:17.456269] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-25T20:31:17.456324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-25T20:31:17.468707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-25T20:31:17.469187] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-25T20:31:17.470108] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-25T20:31:17.470163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:17.470195] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:17.470221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:17.470278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:17.536083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:17.537084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:17.537175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:17.537208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:17.662912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:17.663094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:17.663156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:17.663197] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:17.667007] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=13.22%)
[2025-12-25T20:31:17.667304] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-25T20:31:17.667469] [INFO ] [sig       ] SBSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:17.818446] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SBSI.txt
[2025-12-25T20:31:17.818634] [INFO ] [sig       ] [2809/3552] Completed SBSI in 0.4s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:17.818707] [INFO ] [sig       ] [2810/3552] Forecasting SBUX...
[2025-12-25T20:31:17.818739] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-25T20:31:17.818768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-25T20:31:17.830008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-25T20:31:17.830424] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-25T20:31:17.831231] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-25T20:31:17.831284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:17.831318] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:17.831344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:17.831420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:17.886423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:17.887201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:17.887281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:17.887313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:18.011874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:18.012027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:18.012066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:18.012099] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:18.015460] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: UP (p=90.37%)
[2025-12-25T20:31:18.015755] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-25T20:31:18.015882] [INFO ] [sig       ] SBUX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:18.154205] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SBUX.txt
[2025-12-25T20:31:18.154373] [INFO ] [sig       ] [2810/3552] Completed SBUX in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:18.154415] [INFO ] [sig       ] [2811/3552] Forecasting SCD...
[2025-12-25T20:31:18.154444] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-25T20:31:18.154473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-25T20:31:18.165128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-25T20:31:18.165470] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-25T20:31:18.166243] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-25T20:31:18.166294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:18.166326] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:18.166351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:18.166408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:18.227973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:18.228961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:18.229049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:18.229082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:18.350861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:18.351031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:18.351073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:18.351105] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:18.354547] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: DOWN (p=36.94%)
[2025-12-25T20:31:18.354846] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-25T20:31:18.354973] [INFO ] [sig       ] SCD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:18.497153] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SCD.txt
[2025-12-25T20:31:18.497351] [INFO ] [sig       ] [2811/3552] Completed SCD in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:18.497438] [INFO ] [sig       ] [2812/3552] Forecasting SCHL...
[2025-12-25T20:31:18.497470] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-25T20:31:18.497502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-25T20:31:18.508261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-25T20:31:18.508623] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-25T20:31:18.509399] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-25T20:31:18.509466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:18.509498] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:18.509525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:18.509599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:18.565886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:18.566486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:18.566564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:18.566614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:18.687443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:18.687619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:18.687660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:18.687688] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:18.691087] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-25T20:31:18.691365] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-25T20:31:18.691485] [INFO ] [sig       ] SCHL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:18.831819] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SCHL.txt
[2025-12-25T20:31:18.831951] [INFO ] [sig       ] [2812/3552] Completed SCHL in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:18.831990] [INFO ] [sig       ] [2813/3552] Forecasting SCI...
[2025-12-25T20:31:18.832019] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-25T20:31:18.832049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-25T20:31:18.845242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-25T20:31:18.845762] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-25T20:31:18.846802] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-25T20:31:18.846870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:18.846922] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:18.846971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:18.847050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:18.909083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:18.910327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:18.910443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:18.910495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:19.041308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:19.041475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:19.041516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:19.041549] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:19.045152] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=33.69%)
[2025-12-25T20:31:19.045461] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-25T20:31:19.045613] [INFO ] [sig       ] SCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:19.188204] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SCI.txt
[2025-12-25T20:31:19.188342] [INFO ] [sig       ] [2813/3552] Completed SCI in 0.4s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:19.188383] [INFO ] [sig       ] [2814/3552] Forecasting SCL...
[2025-12-25T20:31:19.188412] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-25T20:31:19.188442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-25T20:31:19.198081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-25T20:31:19.198404] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-25T20:31:19.199203] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-25T20:31:19.199280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:19.199343] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:19.199372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:19.199432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:19.256794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:19.257638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:19.257722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:19.257754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:19.378118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:19.378309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:19.378352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:19.378380] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:19.381938] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=78.13%)
[2025-12-25T20:31:19.382222] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-25T20:31:19.382357] [INFO ] [sig       ] SCL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:19.525064] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SCL.txt
[2025-12-25T20:31:19.525235] [INFO ] [sig       ] [2814/3552] Completed SCL in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-25T20:31:19.525276] [INFO ] [sig       ] [2815/3552] Forecasting SCM...
[2025-12-25T20:31:19.525306] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-25T20:31:19.525335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-25T20:31:19.538478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-25T20:31:19.538865] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-25T20:31:19.539925] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-25T20:31:19.539989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:19.540035] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:19.540077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:19.540172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:19.602594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:19.603416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:19.603499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:19.603532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:19.722084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:19.722237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:19.722279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:19.722308] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:19.725725] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-12-25T20:31:19.726004] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-25T20:31:19.726131] [INFO ] [sig       ] SCM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:19.866146] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SCM.txt
[2025-12-25T20:31:19.866287] [INFO ] [sig       ] [2815/3552] Completed SCM in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-25T20:31:19.866327] [INFO ] [sig       ] [2816/3552] Forecasting SCSC...
[2025-12-25T20:31:19.866358] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-25T20:31:19.866387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-25T20:31:19.875902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-25T20:31:19.876201] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-25T20:31:19.876972] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-25T20:31:19.877023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:19.877055] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:19.877081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:19.877138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:19.933109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:19.933790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:19.933870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:19.933902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:20.053469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:20.053638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:20.053678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:20.053706] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:20.057074] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-25T20:31:20.057344] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-25T20:31:20.057471] [INFO ] [sig       ] SCSC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:20.196963] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SCSC.txt
[2025-12-25T20:31:20.197106] [INFO ] [sig       ] [2816/3552] Completed SCSC in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:20.197146] [INFO ] [sig       ] [2817/3552] Forecasting SCVL...
[2025-12-25T20:31:20.197175] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-25T20:31:20.197205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-25T20:31:20.207123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-25T20:31:20.207429] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-25T20:31:20.208192] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-25T20:31:20.208243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:20.208274] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:20.208301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:20.208358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:20.265911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:20.266687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:20.266770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:20.266803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:20.388293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:20.388449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:20.388489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:20.388551] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:20.392052] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=24.15%)
[2025-12-25T20:31:20.392329] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-25T20:31:20.392455] [INFO ] [sig       ] SCVL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:20.532765] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SCVL.txt
[2025-12-25T20:31:20.532898] [INFO ] [sig       ] [2817/3552] Completed SCVL in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:20.532936] [INFO ] [sig       ] [2818/3552] Forecasting SCZ...
[2025-12-25T20:31:20.532967] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-25T20:31:20.532996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-25T20:31:20.542990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-25T20:31:20.543312] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-25T20:31:20.544229] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-25T20:31:20.544299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:20.544340] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:20.544369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:20.544429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:20.601590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:20.602448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:20.602736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:20.602771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:20.721822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:20.721988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:20.722030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:20.722060] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:20.725462] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-25T20:31:20.725750] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-25T20:31:20.725878] [INFO ] [sig       ] SCZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:20.872708] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SCZ.txt
[2025-12-25T20:31:20.872871] [INFO ] [sig       ] [2818/3552] Completed SCZ in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:20.872913] [INFO ] [sig       ] [2819/3552] Forecasting SD...
[2025-12-25T20:31:20.872943] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-25T20:31:20.872972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-25T20:31:20.883153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-25T20:31:20.883527] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-25T20:31:20.884302] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-25T20:31:20.884354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:20.884385] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:20.884411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:20.884474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:20.942844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:20.943727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:20.943809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:20.943842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:21.067010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:21.067198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:21.067256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:21.067286] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:21.070683] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=78.52%)
[2025-12-25T20:31:21.070950] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-25T20:31:21.071081] [INFO ] [sig       ] SD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:21.209771] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SD.txt
[2025-12-25T20:31:21.209890] [INFO ] [sig       ] [2819/3552] Completed SD in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:21.209928] [INFO ] [sig       ] [2820/3552] Forecasting SDA...
[2025-12-25T20:31:21.209958] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-25T20:31:21.209989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-25T20:31:21.220468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-25T20:31:21.220832] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-25T20:31:21.221611] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-25T20:31:21.221663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:21.221694] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:21.221720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:21.221778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:21.282017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:21.282889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:21.282978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:21.283012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:21.403274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:21.403425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:21.403464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:21.403493] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:21.406809] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: UP (p=81.16%)
[2025-12-25T20:31:21.407079] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-25T20:31:21.407201] [INFO ] [sig       ] SDA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:21.545071] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SDA.txt
[2025-12-25T20:31:21.545189] [INFO ] [sig       ] [2820/3552] Completed SDA in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:21.545239] [INFO ] [sig       ] [2821/3552] Forecasting SDHY...
[2025-12-25T20:31:21.545271] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-25T20:31:21.545325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-25T20:31:21.556496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-25T20:31:21.556926] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-25T20:31:21.557773] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-25T20:31:21.557837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:21.557886] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:21.557914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:21.557972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:21.615479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:21.616272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:21.616359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:21.616391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:21.736750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:21.736927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:21.736969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:21.736998] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:21.740597] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=40.01%)
[2025-12-25T20:31:21.740910] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-25T20:31:21.741049] [INFO ] [sig       ] SDHY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:21.881498] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SDHY.txt
[2025-12-25T20:31:21.881703] [INFO ] [sig       ] [2821/3552] Completed SDHY in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:21.881747] [INFO ] [sig       ] [2822/3552] Forecasting SDRL...
[2025-12-25T20:31:21.881779] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-25T20:31:21.881808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-25T20:31:21.892569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-25T20:31:21.892974] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-25T20:31:21.893750] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-25T20:31:21.893801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:21.893834] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:21.893861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:21.893918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:21.951515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:21.952364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:21.952448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:21.952481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:22.072658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:22.072816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:22.072856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:22.072885] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:22.076212] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: UP (p=87.07%)
[2025-12-25T20:31:22.076489] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-25T20:31:22.076628] [INFO ] [sig       ] SDRL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:22.220057] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SDRL.txt
[2025-12-25T20:31:22.220191] [INFO ] [sig       ] [2822/3552] Completed SDRL in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:22.220230] [INFO ] [sig       ] [2823/3552] Forecasting SDVY...
[2025-12-25T20:31:22.220264] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-25T20:31:22.220293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-25T20:31:22.230980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-25T20:31:22.231343] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-25T20:31:22.232137] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-25T20:31:22.232190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:22.232240] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:22.232268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:22.232325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:22.288885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:22.289557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:22.289652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:22.289684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:22.409334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:22.409495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:22.409535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:22.409563] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:22.413038] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-12-25T20:31:22.413324] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-25T20:31:22.413451] [INFO ] [sig       ] SDVY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:22.555345] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SDVY.txt
[2025-12-25T20:31:22.555486] [INFO ] [sig       ] [2823/3552] Completed SDVY in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:22.555525] [INFO ] [sig       ] [2824/3552] Forecasting SE...
[2025-12-25T20:31:22.555555] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-25T20:31:22.555604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-25T20:31:22.569559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-25T20:31:22.569990] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-25T20:31:22.571060] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-25T20:31:22.571126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:22.571171] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:22.571211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:22.571293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:22.640443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:22.641380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:22.641504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:22.641537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:22.766102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:22.766279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:22.766321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:22.766349] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:22.769870] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=25.78%)
[2025-12-25T20:31:22.770194] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-25T20:31:22.770357] [INFO ] [sig       ] SE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:22.909748] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SE.txt
[2025-12-25T20:31:22.909906] [INFO ] [sig       ] [2824/3552] Completed SE in 0.4s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:22.909948] [INFO ] [sig       ] [2825/3552] Forecasting SEDG...
[2025-12-25T20:31:22.909979] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-25T20:31:22.910008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-25T20:31:22.920986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-25T20:31:22.921462] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-25T20:31:22.922364] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-25T20:31:22.922428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:22.922469] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:22.922497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:22.922555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:22.979519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:22.980408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:22.980490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:22.980522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:23.099487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:23.099663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:23.099705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:23.099732] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:23.103159] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-12-25T20:31:23.103440] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-25T20:31:23.103561] [INFO ] [sig       ] SEDG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:23.242616] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SEDG.txt
[2025-12-25T20:31:23.242752] [INFO ] [sig       ] [2825/3552] Completed SEDG in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:23.242791] [INFO ] [sig       ] [2826/3552] Forecasting SEE...
[2025-12-25T20:31:23.242846] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-25T20:31:23.242877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-25T20:31:23.252898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-25T20:31:23.253213] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-25T20:31:23.254017] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-25T20:31:23.254071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:23.254114] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:23.254144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:23.254202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:23.312504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:23.313287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:23.313372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:23.313405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:23.439355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:23.439550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:23.439611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:23.439642] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:23.443071] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-25T20:31:23.443352] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-25T20:31:23.443482] [INFO ] [sig       ] SEE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:23.585506] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SEE.txt
[2025-12-25T20:31:23.585701] [INFO ] [sig       ] [2826/3552] Completed SEE in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:23.585745] [INFO ] [sig       ] [2827/3552] Forecasting SEIC...
[2025-12-25T20:31:23.585813] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-25T20:31:23.585846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-25T20:31:23.596409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-25T20:31:23.596803] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-25T20:31:23.597605] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-25T20:31:23.597658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:23.597691] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:23.597717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:23.597773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:23.657241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:23.658218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:23.658304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:23.658337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:23.777104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:23.777265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:23.777305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:23.777335] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:23.780801] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-25T20:31:23.781088] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-25T20:31:23.781221] [INFO ] [sig       ] SEIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:23.926287] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SEIC.txt
[2025-12-25T20:31:23.926444] [INFO ] [sig       ] [2827/3552] Completed SEIC in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:23.926493] [INFO ] [sig       ] [2828/3552] Forecasting SELF...
[2025-12-25T20:31:23.926561] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-25T20:31:23.926628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-25T20:31:23.936497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-25T20:31:23.936795] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-25T20:31:23.937533] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-25T20:31:23.937618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:23.937657] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:23.937684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:23.937742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:23.997136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:23.997779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:23.997858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:23.997892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:24.105980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:24.106136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:24.106177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:24.106204] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:24.109560] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=64.33%)
[2025-12-25T20:31:24.109859] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-25T20:31:24.109984] [INFO ] [sig       ] SELF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:24.257011] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SELF.txt
[2025-12-25T20:31:24.257144] [INFO ] [sig       ] [2828/3552] Completed SELF in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:24.257191] [INFO ] [sig       ] [2829/3552] Forecasting SEM...
[2025-12-25T20:31:24.257223] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-25T20:31:24.257253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-25T20:31:24.267930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-25T20:31:24.268284] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-25T20:31:24.269114] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-25T20:31:24.269168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:24.269201] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:24.269252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:24.269313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:24.328080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:24.328957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:24.329064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:24.329100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:24.449313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:24.449472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:24.449513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:24.449541] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:24.453057] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: UP (p=50.96%)
[2025-12-25T20:31:24.453351] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-25T20:31:24.453477] [INFO ] [sig       ] SEM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:24.601906] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SEM.txt
[2025-12-25T20:31:24.602070] [INFO ] [sig       ] [2829/3552] Completed SEM in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:24.602111] [INFO ] [sig       ] [2830/3552] Forecasting SENEA...
[2025-12-25T20:31:24.602141] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-25T20:31:24.602170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-25T20:31:24.612415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-25T20:31:24.612814] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-25T20:31:24.613660] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-25T20:31:24.613713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:24.613747] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:24.613775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:24.613834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:24.672809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:24.673453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:24.673533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:24.673567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:24.786753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:24.786882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:24.786919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:24.786967] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:24.790372] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=21.70%)
[2025-12-25T20:31:24.790675] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-25T20:31:24.790805] [INFO ] [sig       ] SENEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:24.936510] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SENEA.txt
[2025-12-25T20:31:24.936681] [INFO ] [sig       ] [2830/3552] Completed SENEA in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:24.936723] [INFO ] [sig       ] [2831/3552] Forecasting SENS...
[2025-12-25T20:31:24.936752] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-25T20:31:24.936786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-25T20:31:24.947297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-25T20:31:24.947678] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-25T20:31:24.948457] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-25T20:31:24.948510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:24.948597] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:24.948631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:24.948692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:25.008828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:25.009771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:25.009860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:25.009893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:25.134197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:25.134372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:25.134419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:25.134448] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:25.138005] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=40.92%)
[2025-12-25T20:31:25.138288] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-25T20:31:25.138416] [INFO ] [sig       ] SENS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:25.284584] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SENS.txt
[2025-12-25T20:31:25.284725] [INFO ] [sig       ] [2831/3552] Completed SENS in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:25.284768] [INFO ] [sig       ] [2832/3552] Forecasting SERA...
[2025-12-25T20:31:25.284799] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-25T20:31:25.284829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-25T20:31:25.294661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-25T20:31:25.294963] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-25T20:31:25.295790] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-25T20:31:25.295844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:25.295877] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:25.295906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:25.295965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:25.355028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:25.355697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:25.355812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:25.355848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:25.475305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:25.475439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:25.475478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:25.475507] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:25.478908] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-25T20:31:25.479188] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-25T20:31:25.479345] [INFO ] [sig       ] SERA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:25.628534] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SERA.txt
[2025-12-25T20:31:25.628712] [INFO ] [sig       ] [2832/3552] Completed SERA in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-25T20:31:25.628755] [INFO ] [sig       ] [2833/3552] Forecasting SES...
[2025-12-25T20:31:25.628785] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-25T20:31:25.628843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-25T20:31:25.638450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-25T20:31:25.638820] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-25T20:31:25.639641] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-25T20:31:25.639692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:25.639724] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:25.639750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:25.639806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:25.698758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:25.699623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:25.699709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:25.699742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:25.825615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:25.825777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:25.825817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:25.825846] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:25.829808] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=77.57%)
[2025-12-25T20:31:25.830100] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-25T20:31:25.830230] [INFO ] [sig       ] SES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:25.977799] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SES.txt
[2025-12-25T20:31:25.977933] [INFO ] [sig       ] [2833/3552] Completed SES in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-25T20:31:25.977975] [INFO ] [sig       ] [2834/3552] Forecasting SEVN...
[2025-12-25T20:31:25.978006] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-25T20:31:25.978037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-25T20:31:25.989078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-25T20:31:25.989470] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-25T20:31:25.990482] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-25T20:31:25.990534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:25.990565] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:25.990623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:25.990681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:26.048182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:26.049013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:26.049095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:26.049127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:26.166304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:26.166456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:26.166496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:26.166565] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:26.170106] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-25T20:31:26.170386] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-25T20:31:26.170511] [INFO ] [sig       ] SEVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:26.308256] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SEVN.txt
[2025-12-25T20:31:26.308396] [INFO ] [sig       ] [2834/3552] Completed SEVN in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:26.308436] [INFO ] [sig       ] [2835/3552] Forecasting SEZL...
[2025-12-25T20:31:26.308466] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-25T20:31:26.308496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-25T20:31:26.319031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-25T20:31:26.319457] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-25T20:31:26.320253] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-25T20:31:26.320306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:26.320338] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:26.320364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:26.320421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:26.378474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:26.379408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:26.379499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:26.379533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:26.497332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:26.497496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:26.497537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:26.497565] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:26.501078] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-25T20:31:26.501377] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-25T20:31:26.501506] [INFO ] [sig       ] SEZL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:26.642251] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SEZL.txt
[2025-12-25T20:31:26.642385] [INFO ] [sig       ] [2835/3552] Completed SEZL in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:26.642426] [INFO ] [sig       ] [2836/3552] Forecasting SF...
[2025-12-25T20:31:26.642457] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-25T20:31:26.642486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-25T20:31:26.652383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-25T20:31:26.652697] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-25T20:31:26.653455] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-25T20:31:26.653506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:26.653538] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:26.653564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:26.653642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:26.710889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:26.711501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:26.711593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:26.711628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:26.836066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:26.836217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:26.836259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:26.836288] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:26.839818] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-25T20:31:26.840085] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-25T20:31:26.840206] [INFO ] [sig       ] SF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:26.979026] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SF.txt
[2025-12-25T20:31:26.979141] [INFO ] [sig       ] [2836/3552] Completed SF in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:26.979181] [INFO ] [sig       ] [2837/3552] Forecasting SFB...
[2025-12-25T20:31:26.979222] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-25T20:31:26.979254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-25T20:31:26.989889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-25T20:31:26.990264] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-25T20:31:26.991098] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-25T20:31:26.991151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:26.991183] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:26.991210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:26.991267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:27.049586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:27.050484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:27.050570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:27.050622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:27.161058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:27.161216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:27.161258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:27.161286] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:27.164693] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-12-25T20:31:27.164964] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-25T20:31:27.165090] [INFO ] [sig       ] SFB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:27.308318] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SFB.txt
[2025-12-25T20:31:27.308480] [INFO ] [sig       ] [2837/3552] Completed SFB in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:27.308521] [INFO ] [sig       ] [2838/3552] Forecasting SFBS...
[2025-12-25T20:31:27.308551] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-25T20:31:27.308615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-25T20:31:27.318488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-25T20:31:27.318879] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-25T20:31:27.319730] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-25T20:31:27.319782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:27.319813] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:27.319839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:27.319897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:27.377322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:27.378158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:27.378240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:27.378273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:27.501941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:27.502101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:27.502142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:27.502171] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:27.505653] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=39.64%)
[2025-12-25T20:31:27.505949] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-25T20:31:27.506088] [INFO ] [sig       ] SFBS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:27.668297] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SFBS.txt
[2025-12-25T20:31:27.668461] [INFO ] [sig       ] [2838/3552] Completed SFBS in 0.4s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:27.668504] [INFO ] [sig       ] [2839/3552] Forecasting SFIX...
[2025-12-25T20:31:27.668535] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-25T20:31:27.668564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-25T20:31:27.679596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-25T20:31:27.680034] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-25T20:31:27.680904] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-25T20:31:27.680965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:27.681021] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:27.681053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:27.681113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:27.741515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:27.742442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:27.742548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:27.742606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:27.863525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:27.863702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:27.863743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:27.863771] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:27.867106] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: DOWN (p=29.44%)
[2025-12-25T20:31:27.867384] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-25T20:31:27.867509] [INFO ] [sig       ] SFIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:28.012523] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SFIX.txt
[2025-12-25T20:31:28.012695] [INFO ] [sig       ] [2839/3552] Completed SFIX in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:28.012741] [INFO ] [sig       ] [2840/3552] Forecasting SFL...
[2025-12-25T20:31:28.012773] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-25T20:31:28.012806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-25T20:31:28.023321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-25T20:31:28.023849] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-25T20:31:28.024790] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-25T20:31:28.024845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:28.024877] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:28.024904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:28.024963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:28.081968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:28.082844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:28.082930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:28.082963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:28.208784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:28.208946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:28.208990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:28.209020] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:28.212448] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-25T20:31:28.212746] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-25T20:31:28.212875] [INFO ] [sig       ] SFL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:28.352685] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SFL.txt
[2025-12-25T20:31:28.352844] [INFO ] [sig       ] [2840/3552] Completed SFL in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:28.352886] [INFO ] [sig       ] [2841/3552] Forecasting SFLO...
[2025-12-25T20:31:28.352917] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-25T20:31:28.352947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-25T20:31:28.363837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-25T20:31:28.364214] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-25T20:31:28.365043] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-25T20:31:28.365098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:28.365132] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:28.365162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:28.365221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:28.421756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:28.422500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:28.422631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:28.422667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:28.549245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:28.549416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:28.549459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:28.549488] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:28.553179] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: DOWN (p=42.88%)
[2025-12-25T20:31:28.553568] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-25T20:31:28.553774] [INFO ] [sig       ] SFLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:28.695397] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SFLO.txt
[2025-12-25T20:31:28.695543] [INFO ] [sig       ] [2841/3552] Completed SFLO in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:28.695603] [INFO ] [sig       ] [2842/3552] Forecasting SFM...
[2025-12-25T20:31:28.695636] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-25T20:31:28.695666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-25T20:31:28.705398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-25T20:31:28.705741] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-25T20:31:28.706499] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-25T20:31:28.706551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:28.706611] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:28.706640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:28.706703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:28.762568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:28.763442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:28.763523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:28.763556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:28.881512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:28.881680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:28.881719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:28.881748] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:28.885055] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: UP (p=66.12%)
[2025-12-25T20:31:28.885322] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-25T20:31:28.885446] [INFO ] [sig       ] SFM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:29.023355] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SFM.txt
[2025-12-25T20:31:29.023512] [INFO ] [sig       ] [2842/3552] Completed SFM in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:29.023554] [INFO ] [sig       ] [2843/3552] Forecasting SFNC...
[2025-12-25T20:31:29.023605] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-25T20:31:29.023663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-25T20:31:29.033397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-25T20:31:29.033742] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-25T20:31:29.034487] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-25T20:31:29.034538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:29.034585] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:29.034615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:29.034673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:29.090374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:29.091094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:29.091175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:29.091206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:29.209953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:29.210106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:29.210146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:29.210174] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:29.213502] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-12-25T20:31:29.213789] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-25T20:31:29.213911] [INFO ] [sig       ] SFNC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:29.353956] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SFNC.txt
[2025-12-25T20:31:29.354104] [INFO ] [sig       ] [2843/3552] Completed SFNC in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:29.354149] [INFO ] [sig       ] [2844/3552] Forecasting SG...
[2025-12-25T20:31:29.354180] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-25T20:31:29.354212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-25T20:31:29.364656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-25T20:31:29.365018] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-25T20:31:29.365823] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-25T20:31:29.365884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:29.365922] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:29.365964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:29.366030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:29.425170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:29.426112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:29.426196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:29.426228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:29.547021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:29.547179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:29.547219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:29.547248] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:29.550604] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: UP (p=53.21%)
[2025-12-25T20:31:29.550876] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-25T20:31:29.551003] [INFO ] [sig       ] SG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:29.690148] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SG.txt
[2025-12-25T20:31:29.690313] [INFO ] [sig       ] [2844/3552] Completed SG in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:29.690354] [INFO ] [sig       ] [2845/3552] Forecasting SGBX...
[2025-12-25T20:31:29.690384] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-25T20:31:29.690418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-25T20:31:29.701195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-25T20:31:29.701709] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-25T20:31:29.702738] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-25T20:31:29.702804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:29.702845] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:29.702878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:29.702956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:29.763530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:29.764386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:29.764468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:29.764502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:29.884283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:29.884435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:29.884474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:29.884504] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:29.888277] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2025-12-25T20:31:29.888601] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-25T20:31:29.888735] [INFO ] [sig       ] SGBX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:30.030533] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SGBX.txt
[2025-12-25T20:31:30.030714] [INFO ] [sig       ] [2845/3552] Completed SGBX in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:30.030756] [INFO ] [sig       ] [2846/3552] Forecasting SGC...
[2025-12-25T20:31:30.030812] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-25T20:31:30.030845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-25T20:31:30.040829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-25T20:31:30.041215] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-25T20:31:30.041997] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-25T20:31:30.042049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:30.042081] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:30.042107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:30.042164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:30.098072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:30.098928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:30.099010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:30.099042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:30.220094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:30.220248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:30.220287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:30.220315] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:30.223687] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=19.53%)
[2025-12-25T20:31:30.223959] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-25T20:31:30.224080] [INFO ] [sig       ] SGC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:30.362687] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SGC.txt
[2025-12-25T20:31:30.362810] [INFO ] [sig       ] [2846/3552] Completed SGC in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:30.362849] [INFO ] [sig       ] [2847/3552] Forecasting SGHC...
[2025-12-25T20:31:30.362879] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-25T20:31:30.362908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-25T20:31:30.373620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-25T20:31:30.373904] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-25T20:31:30.374675] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-25T20:31:30.374742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:30.374775] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:30.374801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:30.374859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:30.434851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:30.435499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:30.435594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:30.435629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:30.559158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:30.559329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:30.559370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:30.559398] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:30.562890] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=99.35%)
[2025-12-25T20:31:30.563157] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-25T20:31:30.563277] [INFO ] [sig       ] SGHC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:30.703388] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SGHC.txt
[2025-12-25T20:31:30.703521] [INFO ] [sig       ] [2847/3552] Completed SGHC in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:30.703561] [INFO ] [sig       ] [2848/3552] Forecasting SGRY...
[2025-12-25T20:31:30.703615] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-25T20:31:30.703670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-25T20:31:30.713820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-25T20:31:30.714124] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-25T20:31:30.715086] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-25T20:31:30.715137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:30.715195] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:30.715223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:30.715280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:30.773159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:30.773827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:30.773905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:30.773937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:30.897907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:30.898069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:30.898108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:30.898137] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:30.901496] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2025-12-25T20:31:30.901792] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-25T20:31:30.901916] [INFO ] [sig       ] SGRY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:31.051849] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SGRY.txt
[2025-12-25T20:31:31.052014] [INFO ] [sig       ] [2848/3552] Completed SGRY in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:31.052054] [INFO ] [sig       ] [2849/3552] Forecasting SHAK...
[2025-12-25T20:31:31.052085] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-25T20:31:31.052119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-25T20:31:31.064108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-25T20:31:31.064543] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-25T20:31:31.065492] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-25T20:31:31.065556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:31.065609] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:31.065638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:31.065698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:31.138665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:31.139889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:31.140002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:31.140055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:31.297731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:31.297909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:31.297960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:31.297997] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:31.302699] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-25T20:31:31.303114] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-25T20:31:31.303294] [INFO ] [sig       ] SHAK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:31.520650] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHAK.txt
[2025-12-25T20:31:31.520835] [INFO ] [sig       ] [2849/3552] Completed SHAK in 0.5s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-25T20:31:31.520879] [INFO ] [sig       ] [2850/3552] Forecasting SHBI...
[2025-12-25T20:31:31.520910] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-25T20:31:31.520969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-25T20:31:31.538411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-25T20:31:31.538932] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-25T20:31:31.540193] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-25T20:31:31.540258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:31.540298] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:31.540331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:31.540408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:31.615469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:31.616631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:31.616743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:31.616785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:31.777003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:31.777169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:31.777210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:31.777241] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:31.780762] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=41.06%)
[2025-12-25T20:31:31.781069] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-25T20:31:31.781214] [INFO ] [sig       ] SHBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:31.949524] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHBI.txt
[2025-12-25T20:31:31.949782] [INFO ] [sig       ] [2850/3552] Completed SHBI in 0.4s | 2.89 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-25T20:31:31.949860] [INFO ] [sig       ] [2851/3552] Forecasting SHC...
[2025-12-25T20:31:31.949944] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-25T20:31:31.949999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-25T20:31:31.965473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-25T20:31:31.966022] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-25T20:31:31.967221] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-25T20:31:31.967300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:31.967348] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:31.967392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:31.967488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:32.047459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:32.048555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:32.048697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:32.048749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:32.214429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:32.214830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:32.214882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:32.214949] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:32.219721] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-12-25T20:31:32.220315] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-25T20:31:32.220493] [INFO ] [sig       ] SHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:32.372348] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHC.txt
[2025-12-25T20:31:32.372511] [INFO ] [sig       ] [2851/3552] Completed SHC in 0.4s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:32.372553] [INFO ] [sig       ] [2852/3552] Forecasting SHCO...
[2025-12-25T20:31:32.372603] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-25T20:31:32.372663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-25T20:31:32.382636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-25T20:31:32.383027] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-25T20:31:32.383869] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-25T20:31:32.383923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:32.383955] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:32.383981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:32.384038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:32.440218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:32.441132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:32.441216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:32.441249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:32.565169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:32.565329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:32.565370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:32.565400] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:32.568877] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=68.22%)
[2025-12-25T20:31:32.569173] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-25T20:31:32.569350] [INFO ] [sig       ] SHCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:32.714195] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SHCO.txt
[2025-12-25T20:31:32.714370] [INFO ] [sig       ] [2852/3552] Completed SHCO in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:32.714411] [INFO ] [sig       ] [2853/3552] Forecasting SHEL...
[2025-12-25T20:31:32.714441] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-25T20:31:32.714471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-25T20:31:32.726465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-25T20:31:32.726905] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-25T20:31:32.727785] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-25T20:31:32.727841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:32.727873] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:32.727901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:32.727961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:32.786754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:32.787693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:32.787790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:32.787826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:32.918920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:32.919098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:32.919146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:32.919178] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:32.923381] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=76.60%)
[2025-12-25T20:31:32.923821] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-25T20:31:32.923971] [INFO ] [sig       ] SHEL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:33.075244] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SHEL.txt
[2025-12-25T20:31:33.075417] [INFO ] [sig       ] [2853/3552] Completed SHEL in 0.4s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:33.075460] [INFO ] [sig       ] [2854/3552] Forecasting SHEN...
[2025-12-25T20:31:33.075492] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-25T20:31:33.075556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-25T20:31:33.090708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-25T20:31:33.091198] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-25T20:31:33.092380] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-25T20:31:33.092441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:33.092478] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:33.092509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:33.092604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:33.156834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:33.157975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:33.158065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:33.158098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:33.305539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:33.305726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:33.305813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:33.305855] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:33.309434] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=75.21%)
[2025-12-25T20:31:33.309761] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-25T20:31:33.309895] [INFO ] [sig       ] SHEN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:33.456625] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SHEN.txt
[2025-12-25T20:31:33.456815] [INFO ] [sig       ] [2854/3552] Completed SHEN in 0.4s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:33.456874] [INFO ] [sig       ] [2855/3552] Forecasting SHFS...
[2025-12-25T20:31:33.456907] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-25T20:31:33.456938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-25T20:31:33.468447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-25T20:31:33.468863] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-25T20:31:33.469791] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-25T20:31:33.469846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:33.469878] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:33.469904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:33.469962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:33.534221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:33.535076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:33.535160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:33.535193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:33.661321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:33.661477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:33.661518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:33.661546] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:33.665569] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: UP (p=94.80%)
[2025-12-25T20:31:33.665925] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-25T20:31:33.666088] [INFO ] [sig       ] SHFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:33.818049] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SHFS.txt
[2025-12-25T20:31:33.818205] [INFO ] [sig       ] [2855/3552] Completed SHFS in 0.4s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:33.818246] [INFO ] [sig       ] [2856/3552] Forecasting SHG...
[2025-12-25T20:31:33.818278] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-25T20:31:33.818308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-25T20:31:33.828915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-25T20:31:33.829336] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-25T20:31:33.830215] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-25T20:31:33.830278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:33.830325] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:33.830363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:33.830422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:33.891530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:33.892528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:33.892646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:33.892694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:34.013528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:34.013704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:34.013744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:34.013772] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:34.017105] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=16.36%)
[2025-12-25T20:31:34.017378] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-25T20:31:34.017500] [INFO ] [sig       ] SHG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:34.158177] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHG.txt
[2025-12-25T20:31:34.158321] [INFO ] [sig       ] [2856/3552] Completed SHG in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:34.158360] [INFO ] [sig       ] [2857/3552] Forecasting SHIP...
[2025-12-25T20:31:34.158390] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-25T20:31:34.158419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-25T20:31:34.168483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-25T20:31:34.168871] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-25T20:31:34.169682] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-25T20:31:34.169733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:34.169764] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:34.169790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:34.169847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:34.226680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:34.227364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:34.227444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:34.227477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:34.349386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:34.349546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:34.349610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:34.349650] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:34.353171] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=13.05%)
[2025-12-25T20:31:34.353445] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-25T20:31:34.353597] [INFO ] [sig       ] SHIP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:34.503372] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHIP.txt
[2025-12-25T20:31:34.503528] [INFO ] [sig       ] [2857/3552] Completed SHIP in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:34.503586] [INFO ] [sig       ] [2858/3552] Forecasting SHLS...
[2025-12-25T20:31:34.503621] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-25T20:31:34.503651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-25T20:31:34.514359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-25T20:31:34.514804] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-25T20:31:34.515773] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-25T20:31:34.515829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:34.515888] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:34.515922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:34.516003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:34.583785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:34.584689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:34.584806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:34.584851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:34.721511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:34.721685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:34.721738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:34.721772] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:34.725982] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: DOWN (p=41.95%)
[2025-12-25T20:31:34.726257] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-25T20:31:34.726385] [INFO ] [sig       ] SHLS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:34.877500] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHLS.txt
[2025-12-25T20:31:34.877682] [INFO ] [sig       ] [2858/3552] Completed SHLS in 0.4s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:34.877742] [INFO ] [sig       ] [2859/3552] Forecasting SHO...
[2025-12-25T20:31:34.877785] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-25T20:31:34.877816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-25T20:31:34.888005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-25T20:31:34.888361] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-25T20:31:34.889211] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-25T20:31:34.889294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:34.889326] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:34.889352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:34.889409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:34.952415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:34.953304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:34.953406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:34.953452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:35.081519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:35.081696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:35.081737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:35.081775] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:35.085451] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=57.94%)
[2025-12-25T20:31:35.085806] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-25T20:31:35.085949] [INFO ] [sig       ] SHO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:35.233346] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SHO.txt
[2025-12-25T20:31:35.233502] [INFO ] [sig       ] [2859/3552] Completed SHO in 0.4s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:35.233545] [INFO ] [sig       ] [2860/3552] Forecasting SHOC...
[2025-12-25T20:31:35.233593] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-25T20:31:35.233627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-25T20:31:35.244099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-25T20:31:35.244591] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-25T20:31:35.245527] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-25T20:31:35.245609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:35.245647] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:35.245675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:35.245732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:35.309410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:35.310318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:35.310405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:35.310439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:35.430463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:35.430669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:35.430730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:35.430773] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:35.434439] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-25T20:31:35.434745] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-25T20:31:35.434877] [INFO ] [sig       ] SHOC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:35.588089] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SHOC.txt
[2025-12-25T20:31:35.588252] [INFO ] [sig       ] [2860/3552] Completed SHOC in 0.4s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:35.588296] [INFO ] [sig       ] [2861/3552] Forecasting SHOO...
[2025-12-25T20:31:35.588327] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-25T20:31:35.588391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-25T20:31:35.598928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-25T20:31:35.599329] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-25T20:31:35.600203] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-25T20:31:35.600257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:35.600289] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:35.600317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:35.600376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:35.660113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:35.661058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:35.661143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:35.661175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:35.779278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:35.779395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:35.779433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:35.779461] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:35.782688] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-12-25T20:31:35.782958] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-25T20:31:35.783079] [INFO ] [sig       ] SHOO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:35.919875] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHOO.txt
[2025-12-25T20:31:35.920021] [INFO ] [sig       ] [2861/3552] Completed SHOO in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:35.920067] [INFO ] [sig       ] [2862/3552] Forecasting SHOP...
[2025-12-25T20:31:35.920100] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-25T20:31:35.920129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-25T20:31:35.930179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-25T20:31:35.930463] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-25T20:31:35.931245] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-25T20:31:35.931297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:35.931328] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:35.931354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:35.931410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:35.987664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:35.988238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:35.988314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:35.988346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:36.112203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:36.112362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:36.112405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:36.112434] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:36.115968] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-25T20:31:36.116254] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-25T20:31:36.116384] [INFO ] [sig       ] SHOP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:36.260966] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHOP.txt
[2025-12-25T20:31:36.261126] [INFO ] [sig       ] [2862/3552] Completed SHOP in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:36.261168] [INFO ] [sig       ] [2863/3552] Forecasting SHY...
[2025-12-25T20:31:36.261198] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-25T20:31:36.261228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-25T20:31:36.271703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-25T20:31:36.272085] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-25T20:31:36.272906] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-25T20:31:36.272957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:36.272988] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:36.273014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:36.273071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:36.330453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:36.331311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:36.331395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:36.331428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:36.453972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:36.454122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:36.454164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:36.454193] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:36.457644] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=99.82%)
[2025-12-25T20:31:36.457912] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-25T20:31:36.458049] [INFO ] [sig       ] SHY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:36.600660] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SHY.txt
[2025-12-25T20:31:36.600816] [INFO ] [sig       ] [2863/3552] Completed SHY in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:36.600856] [INFO ] [sig       ] [2864/3552] Forecasting SIBN...
[2025-12-25T20:31:36.600887] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-25T20:31:36.600917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-25T20:31:36.610966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-25T20:31:36.611300] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-25T20:31:36.612164] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-25T20:31:36.612218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:36.612251] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:36.612278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:36.612336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:36.669072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:36.670019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:36.670114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:36.670148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:36.791618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:36.791776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:36.791817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:36.791848] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:36.795419] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-12-25T20:31:36.795738] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-25T20:31:36.795876] [INFO ] [sig       ] SIBN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:36.944080] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SIBN.txt
[2025-12-25T20:31:36.944277] [INFO ] [sig       ] [2864/3552] Completed SIBN in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:36.944332] [INFO ] [sig       ] [2865/3552] Forecasting SID...
[2025-12-25T20:31:36.944364] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-25T20:31:36.944394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-25T20:31:36.955234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-25T20:31:36.955695] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-25T20:31:36.956643] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-25T20:31:36.956701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:36.956765] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:36.956794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:36.956851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:37.015239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:37.016148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:37.016236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:37.016270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:37.134685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:37.134846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:37.134888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:37.134932] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:37.138329] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: UP (p=81.43%)
[2025-12-25T20:31:37.138624] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-25T20:31:37.138751] [INFO ] [sig       ] SID: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:37.274872] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SID.txt
[2025-12-25T20:31:37.275040] [INFO ] [sig       ] [2865/3552] Completed SID in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:37.275081] [INFO ] [sig       ] [2866/3552] Forecasting SIEB...
[2025-12-25T20:31:37.275113] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-25T20:31:37.275146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-25T20:31:37.284823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-25T20:31:37.285133] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-25T20:31:37.285898] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-25T20:31:37.285953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:37.285993] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:37.286019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:37.286076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:37.343669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:37.344652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:37.344741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:37.344774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:37.464009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:37.464173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:37.464224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:37.464253] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:37.467915] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: UP (p=90.72%)
[2025-12-25T20:31:37.468197] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-25T20:31:37.468324] [INFO ] [sig       ] SIEB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:37.610620] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SIEB.txt
[2025-12-25T20:31:37.610771] [INFO ] [sig       ] [2866/3552] Completed SIEB in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-25T20:31:37.610810] [INFO ] [sig       ] [2867/3552] Forecasting SIFY...
[2025-12-25T20:31:37.610839] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-25T20:31:37.610868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-25T20:31:37.621268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-25T20:31:37.621627] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-25T20:31:37.622386] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-25T20:31:37.622437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:37.622470] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:37.622496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:37.622554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:37.681293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:37.682133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:37.682233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:37.682267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:37.818609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:37.818773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:37.818814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:37.818843] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:37.822279] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-25T20:31:37.822563] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-25T20:31:37.822710] [INFO ] [sig       ] SIFY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:37.962930] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SIFY.txt
[2025-12-25T20:31:37.963096] [INFO ] [sig       ] [2867/3552] Completed SIFY in 0.4s | 2.89 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-25T20:31:37.963136] [INFO ] [sig       ] [2868/3552] Forecasting SIG...
[2025-12-25T20:31:37.963166] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-25T20:31:37.963195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-25T20:31:37.973069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-25T20:31:37.973433] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-25T20:31:37.974210] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-25T20:31:37.974262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:37.974292] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:37.974318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:37.974375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:38.032154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:38.033013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:38.033098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:38.033131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:38.149654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:38.149811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:38.149851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:38.149915] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:38.153338] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-25T20:31:38.153638] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-25T20:31:38.153781] [INFO ] [sig       ] SIG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:38.299071] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SIG.txt
[2025-12-25T20:31:38.299257] [INFO ] [sig       ] [2868/3552] Completed SIG in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:38.299333] [INFO ] [sig       ] [2869/3552] Forecasting SIGA...
[2025-12-25T20:31:38.299364] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-25T20:31:38.299396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-25T20:31:38.310134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-25T20:31:38.310608] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-25T20:31:38.311426] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-25T20:31:38.311480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:38.311513] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:38.311599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:38.311663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:38.368423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:38.369423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:38.369525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:38.369560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:38.492661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:38.492821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:38.492859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:38.492887] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:38.496388] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: DOWN (p=46.10%)
[2025-12-25T20:31:38.496718] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-25T20:31:38.496857] [INFO ] [sig       ] SIGA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:38.647134] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SIGA.txt
[2025-12-25T20:31:38.647269] [INFO ] [sig       ] [2869/3552] Completed SIGA in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:38.647308] [INFO ] [sig       ] [2870/3552] Forecasting SIGI...
[2025-12-25T20:31:38.647338] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-25T20:31:38.647395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-25T20:31:38.656860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-25T20:31:38.657176] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-25T20:31:38.657959] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-25T20:31:38.658011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:38.658043] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:38.658070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:38.658127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:38.714958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:38.715803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:38.715885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:38.715918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:38.837312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:38.837474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:38.837515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:38.837545] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:38.841019] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-12-25T20:31:38.841298] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-25T20:31:38.841423] [INFO ] [sig       ] SIGI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:38.983291] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SIGI.txt
[2025-12-25T20:31:38.983489] [INFO ] [sig       ] [2870/3552] Completed SIGI in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:38.983536] [INFO ] [sig       ] [2871/3552] Forecasting SII...
[2025-12-25T20:31:38.983586] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-25T20:31:38.983623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-25T20:31:38.993689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-25T20:31:38.994063] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-25T20:31:38.994959] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-25T20:31:38.995013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:38.995045] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:38.995072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:38.995130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:39.052108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:39.052964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:39.053052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:39.053086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:39.168486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:39.168653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:39.168693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:39.168720] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:39.172112] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-25T20:31:39.172388] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-25T20:31:39.172511] [INFO ] [sig       ] SII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:39.312339] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SII.txt
[2025-12-25T20:31:39.312497] [INFO ] [sig       ] [2871/3552] Completed SII in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:39.312539] [INFO ] [sig       ] [2872/3552] Forecasting SIMO...
[2025-12-25T20:31:39.312615] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-25T20:31:39.312651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-25T20:31:39.322544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-25T20:31:39.322939] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-25T20:31:39.323732] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-25T20:31:39.323786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:39.323819] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:39.323846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:39.323903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:39.380384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:39.381218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:39.381305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:39.381349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:39.501141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:39.501294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:39.501334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:39.501363] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:39.504725] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=96.14%)
[2025-12-25T20:31:39.504998] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-25T20:31:39.505120] [INFO ] [sig       ] SIMO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:39.647687] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SIMO.txt
[2025-12-25T20:31:39.647847] [INFO ] [sig       ] [2872/3552] Completed SIMO in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:39.647889] [INFO ] [sig       ] [2873/3552] Forecasting SIRI...
[2025-12-25T20:31:39.647919] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-25T20:31:39.647983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-25T20:31:39.660078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-25T20:31:39.660473] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-25T20:31:39.661485] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-25T20:31:39.661539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:39.661590] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:39.661623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:39.661681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:39.717837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:39.718675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:39.718759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:39.718791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:39.838715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:39.838874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:39.838913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:39.838942] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:39.842352] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: DOWN (p=49.69%)
[2025-12-25T20:31:39.842667] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-25T20:31:39.842813] [INFO ] [sig       ] SIRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:39.993278] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SIRI.txt
[2025-12-25T20:31:39.993440] [INFO ] [sig       ] [2873/3552] Completed SIRI in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:39.993483] [INFO ] [sig       ] [2874/3552] Forecasting SITC...
[2025-12-25T20:31:39.993512] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-25T20:31:39.993541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-25T20:31:40.003823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-25T20:31:40.004194] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-25T20:31:40.004993] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-25T20:31:40.005045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:40.005076] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:40.005103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:40.005160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:40.061531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:40.062387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:40.062471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:40.062503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:40.184699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:40.184855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:40.184896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:40.184924] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:40.188348] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-12-25T20:31:40.188653] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-25T20:31:40.188784] [INFO ] [sig       ] SITC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:40.328337] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SITC.txt
[2025-12-25T20:31:40.328489] [INFO ] [sig       ] [2874/3552] Completed SITC in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:40.328531] [INFO ] [sig       ] [2875/3552] Forecasting SITE...
[2025-12-25T20:31:40.328559] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-25T20:31:40.328606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-25T20:31:40.339472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-25T20:31:40.339830] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-25T20:31:40.340653] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-25T20:31:40.340706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:40.340738] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:40.340767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:40.340826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:40.398176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:40.399038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:40.399155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:40.399198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:40.516702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:40.516845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:40.516885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:40.516913] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:40.520299] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-25T20:31:40.520594] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-25T20:31:40.520721] [INFO ] [sig       ] SITE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:40.659205] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SITE.txt
[2025-12-25T20:31:40.659418] [INFO ] [sig       ] [2875/3552] Completed SITE in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:40.659479] [INFO ] [sig       ] [2876/3552] Forecasting SITM...
[2025-12-25T20:31:40.659547] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-25T20:31:40.659626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-25T20:31:40.669611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-25T20:31:40.670003] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-25T20:31:40.670845] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-25T20:31:40.670900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:40.670932] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:40.670959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:40.671019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:40.729137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:40.730065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:40.730153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:40.730186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:40.856771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:40.856917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:40.856958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:40.857003] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:40.860414] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=29.56%)
[2025-12-25T20:31:40.860743] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-25T20:31:40.860885] [INFO ] [sig       ] SITM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:41.008789] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SITM.txt
[2025-12-25T20:31:41.008955] [INFO ] [sig       ] [2876/3552] Completed SITM in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:41.008996] [INFO ] [sig       ] [2877/3552] Forecasting SIXG...
[2025-12-25T20:31:41.009037] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-25T20:31:41.009106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-25T20:31:41.019165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-25T20:31:41.019599] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-25T20:31:41.020452] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-25T20:31:41.020506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:41.020538] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:41.020565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:41.020673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:41.077397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:41.078258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:41.078340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:41.078373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:41.198340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:41.198493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:41.198533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:41.198561] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:41.202060] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: DOWN (p=25.48%)
[2025-12-25T20:31:41.202340] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-25T20:31:41.202468] [INFO ] [sig       ] SIXG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:41.345494] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SIXG.txt
[2025-12-25T20:31:41.345692] [INFO ] [sig       ] [2877/3552] Completed SIXG in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:41.345737] [INFO ] [sig       ] [2878/3552] Forecasting SJM...
[2025-12-25T20:31:41.345793] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-25T20:31:41.345823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-25T20:31:41.356228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-25T20:31:41.356550] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-25T20:31:41.357355] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-25T20:31:41.357408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:41.357441] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:41.357469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:41.357527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:41.413432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:41.414067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:41.414149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:41.414180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:41.534463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:41.534637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:41.534677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:41.534707] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:41.538054] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=34.88%)
[2025-12-25T20:31:41.538338] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-25T20:31:41.538466] [INFO ] [sig       ] SJM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:41.677142] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SJM.txt
[2025-12-25T20:31:41.677305] [INFO ] [sig       ] [2878/3552] Completed SJM in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:41.677346] [INFO ] [sig       ] [2879/3552] Forecasting SKE...
[2025-12-25T20:31:41.677376] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-25T20:31:41.677406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-25T20:31:41.687281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-25T20:31:41.687766] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-25T20:31:41.688688] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-25T20:31:41.688758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:41.688798] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:41.688833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:41.688894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:41.746126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:41.747009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:41.747090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:41.747123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:41.865696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:41.865845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:41.865884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:41.865912] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:41.869237] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-12-25T20:31:41.869510] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-25T20:31:41.869650] [INFO ] [sig       ] SKE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:42.020948] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKE.txt
[2025-12-25T20:31:42.021122] [INFO ] [sig       ] [2879/3552] Completed SKE in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:42.021170] [INFO ] [sig       ] [2880/3552] Forecasting SKIL...
[2025-12-25T20:31:42.021201] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-25T20:31:42.021231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-25T20:31:42.031696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-25T20:31:42.032073] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-25T20:31:42.032909] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-25T20:31:42.032962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:42.032995] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:42.033022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:42.033096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:42.095124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:42.095999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:42.096084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:42.096118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:42.225110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:42.225262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:42.225302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:42.225340] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:42.228925] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=38.06%)
[2025-12-25T20:31:42.229257] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-25T20:31:42.229393] [INFO ] [sig       ] SKIL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:42.380194] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKIL.txt
[2025-12-25T20:31:42.380376] [INFO ] [sig       ] [2880/3552] Completed SKIL in 0.4s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:42.380431] [INFO ] [sig       ] [2881/3552] Forecasting SKIN...
[2025-12-25T20:31:42.380471] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-25T20:31:42.380511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-25T20:31:42.391919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-25T20:31:42.392336] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-25T20:31:42.393284] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-25T20:31:42.393348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:42.393394] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:42.393431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:42.393511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:42.455481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:42.456385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:42.456478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:42.456529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:42.596989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:42.597143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:42.597185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:42.597212] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:42.600737] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: DOWN (p=30.22%)
[2025-12-25T20:31:42.601013] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-25T20:31:42.601138] [INFO ] [sig       ] SKIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:42.803932] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKIN.txt
[2025-12-25T20:31:42.804305] [INFO ] [sig       ] [2881/3552] Completed SKIN in 0.4s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:42.804369] [INFO ] [sig       ] [2882/3552] Forecasting SKLZ...
[2025-12-25T20:31:42.804402] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-25T20:31:42.804431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-25T20:31:42.814341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-25T20:31:42.814659] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-25T20:31:42.815410] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-25T20:31:42.815489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:42.815547] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:42.815593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:42.815653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:42.871676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:42.872387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:42.872465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:42.872497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:42.992725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:42.992855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:42.992892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:42.992920] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:42.996145] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=3.74%)
[2025-12-25T20:31:42.996412] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-25T20:31:42.996533] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:43.134391] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKLZ.txt
[2025-12-25T20:31:43.134510] [INFO ] [sig       ] [2882/3552] Completed SKLZ in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:43.134550] [INFO ] [sig       ] [2883/3552] Forecasting SKM...
[2025-12-25T20:31:43.134599] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-25T20:31:43.134631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-25T20:31:43.145054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-25T20:31:43.145354] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-25T20:31:43.146208] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-25T20:31:43.146262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:43.146293] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:43.146320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:43.146378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:43.204397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:43.205088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:43.205168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:43.205200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:43.323142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:43.323268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:43.323304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:43.323333] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:43.326605] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=29.94%)
[2025-12-25T20:31:43.326879] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-25T20:31:43.326999] [INFO ] [sig       ] SKM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:43.465314] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKM.txt
[2025-12-25T20:31:43.465442] [INFO ] [sig       ] [2883/3552] Completed SKM in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-25T20:31:43.465483] [INFO ] [sig       ] [2884/3552] Forecasting SKRE...
[2025-12-25T20:31:43.465511] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-25T20:31:43.465541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-25T20:31:43.475781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-25T20:31:43.476114] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-25T20:31:43.476964] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-25T20:31:43.477017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:43.477050] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:43.477078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:43.477136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:43.534132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:43.534861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:43.534941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:43.534975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:43.653503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:43.653682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:43.653727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:43.653757] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:43.657238] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: UP (p=54.11%)
[2025-12-25T20:31:43.657561] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-25T20:31:43.657721] [INFO ] [sig       ] SKRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:43.832834] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SKRE.txt
[2025-12-25T20:31:43.833003] [INFO ] [sig       ] [2884/3552] Completed SKRE in 0.4s | 2.89 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-25T20:31:43.833045] [INFO ] [sig       ] [2885/3552] Forecasting SKWD...
[2025-12-25T20:31:43.833074] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-25T20:31:43.833104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-25T20:31:43.843003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-25T20:31:43.843401] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-25T20:31:43.844197] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-25T20:31:43.844248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:43.844279] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:43.844305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:43.844361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:43.900367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:43.901216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:43.901302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:43.901334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:44.021293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:44.021452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:44.021492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:44.021560] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:44.024929] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-25T20:31:44.025210] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-25T20:31:44.025337] [INFO ] [sig       ] SKWD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:44.165845] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKWD.txt
[2025-12-25T20:31:44.166013] [INFO ] [sig       ] [2885/3552] Completed SKWD in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-25T20:31:44.166056] [INFO ] [sig       ] [2886/3552] Forecasting SKY...
[2025-12-25T20:31:44.166086] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-25T20:31:44.166116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-25T20:31:44.176086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-25T20:31:44.176452] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-25T20:31:44.177236] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-25T20:31:44.177289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:44.177321] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:44.177347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:44.177405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:44.234918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:44.235838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:44.235932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:44.235963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:44.360028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:44.360194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:44.360233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:44.360261] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:44.363602] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=23.35%)
[2025-12-25T20:31:44.363884] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-25T20:31:44.364009] [INFO ] [sig       ] SKY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:44.507994] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKY.txt
[2025-12-25T20:31:44.508129] [INFO ] [sig       ] [2886/3552] Completed SKY in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:44.508169] [INFO ] [sig       ] [2887/3552] Forecasting SKYH...
[2025-12-25T20:31:44.508199] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-25T20:31:44.508250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-25T20:31:44.518109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-25T20:31:44.518413] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-25T20:31:44.519177] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-25T20:31:44.519251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:44.519283] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:44.519309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:44.519367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:44.574908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:44.575512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:44.575605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:44.575639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:44.695704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:44.695860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:44.695899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:44.695929] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:44.699337] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=85.54%)
[2025-12-25T20:31:44.699668] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-25T20:31:44.699813] [INFO ] [sig       ] SKYH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:44.841621] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SKYH.txt
[2025-12-25T20:31:44.841792] [INFO ] [sig       ] [2887/3552] Completed SKYH in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:44.841835] [INFO ] [sig       ] [2888/3552] Forecasting SKYX...
[2025-12-25T20:31:44.841864] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-25T20:31:44.841893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-25T20:31:44.853002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-25T20:31:44.853380] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-25T20:31:44.854168] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-25T20:31:44.854219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:44.854250] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:44.854276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:44.854332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:44.914298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:44.915243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:44.915331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:44.915365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:45.040525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:45.040698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:45.040738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:45.040765] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:45.044069] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=9.67%)
[2025-12-25T20:31:45.044340] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-25T20:31:45.044461] [INFO ] [sig       ] SKYX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:45.182885] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKYX.txt
[2025-12-25T20:31:45.183053] [INFO ] [sig       ] [2888/3552] Completed SKYX in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:45.183096] [INFO ] [sig       ] [2889/3552] Forecasting SKYY...
[2025-12-25T20:31:45.183126] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-25T20:31:45.183156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-25T20:31:45.193297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-25T20:31:45.193718] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-25T20:31:45.194518] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-25T20:31:45.194595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:45.194630] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:45.194658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:45.194716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:45.250545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:45.251405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:45.251485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:45.251518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:45.373706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:45.373885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:45.373929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:45.373959] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:45.377465] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: UP (p=68.65%)
[2025-12-25T20:31:45.377800] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-25T20:31:45.377935] [INFO ] [sig       ] SKYY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:45.515883] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SKYY.txt
[2025-12-25T20:31:45.516031] [INFO ] [sig       ] [2889/3552] Completed SKYY in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:45.516072] [INFO ] [sig       ] [2890/3552] Forecasting SLAB...
[2025-12-25T20:31:45.516102] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-25T20:31:45.516155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-25T20:31:45.526738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-25T20:31:45.527115] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-25T20:31:45.527912] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-25T20:31:45.527964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:45.527996] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:45.528023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:45.528079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:45.584560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:45.585410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:45.585494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:45.585528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:45.705905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:45.706065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:45.706105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:45.706133] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:45.710016] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: UP (p=67.44%)
[2025-12-25T20:31:45.710305] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-25T20:31:45.710432] [INFO ] [sig       ] SLAB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:45.851034] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SLAB.txt
[2025-12-25T20:31:45.851194] [INFO ] [sig       ] [2890/3552] Completed SLAB in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:45.851234] [INFO ] [sig       ] [2891/3552] Forecasting SLB...
[2025-12-25T20:31:45.851265] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-25T20:31:45.851295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-25T20:31:45.861342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-25T20:31:45.861726] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-25T20:31:45.862488] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-25T20:31:45.862540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:45.862598] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:45.862628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:45.862686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:45.918491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:45.919333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:45.919415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:45.919448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:46.036922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:46.037081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:46.037120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:46.037149] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:46.040555] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=16.82%)
[2025-12-25T20:31:46.040854] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-25T20:31:46.040979] [INFO ] [sig       ] SLB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:46.179063] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLB.txt
[2025-12-25T20:31:46.179240] [INFO ] [sig       ] [2891/3552] Completed SLB in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:46.179284] [INFO ] [sig       ] [2892/3552] Forecasting SLDB...
[2025-12-25T20:31:46.179313] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-25T20:31:46.179342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-25T20:31:46.189287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-25T20:31:46.189672] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-25T20:31:46.190446] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-25T20:31:46.190497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:46.190529] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:46.190556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:46.190639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:46.246126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:46.246926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:46.247043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:46.247077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:46.368416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:46.368593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:46.368637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:46.368667] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:46.372602] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=35.71%)
[2025-12-25T20:31:46.372942] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-25T20:31:46.373080] [INFO ] [sig       ] SLDB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:46.524327] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLDB.txt
[2025-12-25T20:31:46.524492] [INFO ] [sig       ] [2892/3552] Completed SLDB in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:46.524537] [INFO ] [sig       ] [2893/3552] Forecasting SLDP...
[2025-12-25T20:31:46.524586] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-25T20:31:46.524647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-25T20:31:46.535445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-25T20:31:46.535853] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-25T20:31:46.536732] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-25T20:31:46.536803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:46.536840] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:46.536868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:46.536926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:46.598837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:46.599738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:46.599828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:46.599863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:46.719125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:46.719295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:46.719337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:46.719366] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:46.722832] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=50.15%)
[2025-12-25T20:31:46.723122] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-25T20:31:46.723270] [INFO ] [sig       ] SLDP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:46.878756] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SLDP.txt
[2025-12-25T20:31:46.878930] [INFO ] [sig       ] [2893/3552] Completed SLDP in 0.4s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:46.878974] [INFO ] [sig       ] [2894/3552] Forecasting SLF...
[2025-12-25T20:31:46.879004] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-25T20:31:46.879034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-25T20:31:46.889183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-25T20:31:46.889544] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-25T20:31:46.890342] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-25T20:31:46.890395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:46.890446] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:46.890475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:46.890534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:46.949008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:46.949938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:46.950024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:46.950058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:47.070053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:47.070206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:47.070247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:47.070276] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:47.073730] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-12-25T20:31:47.074075] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-25T20:31:47.074206] [INFO ] [sig       ] SLF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:47.214303] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLF.txt
[2025-12-25T20:31:47.214442] [INFO ] [sig       ] [2894/3552] Completed SLF in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:47.214482] [INFO ] [sig       ] [2895/3552] Forecasting SLG...
[2025-12-25T20:31:47.214511] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-25T20:31:47.214540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-25T20:31:47.225346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-25T20:31:47.225717] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-25T20:31:47.226483] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-25T20:31:47.226536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:47.226597] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:47.226629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:47.226689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:47.283713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:47.284356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:47.284434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:47.284467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:47.407691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:47.407845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:47.407885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:47.407915] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:47.411398] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-25T20:31:47.411692] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-25T20:31:47.411823] [INFO ] [sig       ] SLG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:47.555842] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLG.txt
[2025-12-25T20:31:47.556021] [INFO ] [sig       ] [2895/3552] Completed SLG in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:47.556064] [INFO ] [sig       ] [2896/3552] Forecasting SLGN...
[2025-12-25T20:31:47.556119] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-25T20:31:47.556150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-25T20:31:47.566877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-25T20:31:47.567222] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-25T20:31:47.568019] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-25T20:31:47.568070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:47.568102] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:47.568128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:47.568186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:47.624340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:47.624981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:47.625060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:47.625092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:47.741974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:47.742142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:47.742183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:47.742213] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:47.745684] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=21.81%)
[2025-12-25T20:31:47.745976] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-25T20:31:47.746119] [INFO ] [sig       ] SLGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:47.892634] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLGN.txt
[2025-12-25T20:31:47.892769] [INFO ] [sig       ] [2896/3552] Completed SLGN in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:47.892815] [INFO ] [sig       ] [2897/3552] Forecasting SLM...
[2025-12-25T20:31:47.892847] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-25T20:31:47.892877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-25T20:31:47.903008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-25T20:31:47.903357] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-25T20:31:47.904129] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-25T20:31:47.904180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:47.904212] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:47.904240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:47.904297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:47.960296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:47.960961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:47.961041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:47.961075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:48.081260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:48.081414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:48.081454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:48.081484] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:48.084959] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=81.12%)
[2025-12-25T20:31:48.085235] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-25T20:31:48.085362] [INFO ] [sig       ] SLM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:48.228562] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SLM.txt
[2025-12-25T20:31:48.228765] [INFO ] [sig       ] [2897/3552] Completed SLM in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:48.228810] [INFO ] [sig       ] [2898/3552] Forecasting SLN...
[2025-12-25T20:31:48.228843] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-25T20:31:48.228877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-25T20:31:48.239130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-25T20:31:48.239465] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-25T20:31:48.240261] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-25T20:31:48.240313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:48.240344] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:48.240371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:48.240427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:48.296840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:48.297769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:48.297856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:48.297889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:48.415394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:48.415554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:48.415625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:48.415675] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:48.419043] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2025-12-25T20:31:48.419351] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-25T20:31:48.419493] [INFO ] [sig       ] SLN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:48.559913] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLN.txt
[2025-12-25T20:31:48.560040] [INFO ] [sig       ] [2898/3552] Completed SLN in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:48.560084] [INFO ] [sig       ] [2899/3552] Forecasting SLNO...
[2025-12-25T20:31:48.560114] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-25T20:31:48.560143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-25T20:31:48.570333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-25T20:31:48.570664] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-25T20:31:48.571409] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-25T20:31:48.571461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:48.571521] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:48.571549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:48.571630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:48.629462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:48.630198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:48.630303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:48.630339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:48.751658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:48.751812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:48.751851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:48.751879] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:48.755260] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=49.31%)
[2025-12-25T20:31:48.755537] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-25T20:31:48.755683] [INFO ] [sig       ] SLNO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:48.894611] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLNO.txt
[2025-12-25T20:31:48.894776] [INFO ] [sig       ] [2899/3552] Completed SLNO in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:48.894849] [INFO ] [sig       ] [2900/3552] Forecasting SLP...
[2025-12-25T20:31:48.894879] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-25T20:31:48.894909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-25T20:31:48.905440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-25T20:31:48.905839] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-25T20:31:48.906618] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-25T20:31:48.906670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:48.906702] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:48.906728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:48.906786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:48.962912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:48.963766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:48.963846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:48.963879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:49.081911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:49.082059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:49.082117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:49.082147] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:49.085451] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-12-25T20:31:49.085743] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-25T20:31:49.085866] [INFO ] [sig       ] SLP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:49.230898] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLP.txt
[2025-12-25T20:31:49.231052] [INFO ] [sig       ] [2900/3552] Completed SLP in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:49.231092] [INFO ] [sig       ] [2901/3552] Forecasting SLQD...
[2025-12-25T20:31:49.231122] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-25T20:31:49.231151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-25T20:31:49.241358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-25T20:31:49.241709] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-25T20:31:49.242456] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-25T20:31:49.242507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:49.242539] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:49.242566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:49.242646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:49.298798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:49.299492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:49.299570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:49.299621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:49.416586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:49.416746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:49.416786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:49.416814] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:49.420183] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-12-25T20:31:49.420469] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-25T20:31:49.420608] [INFO ] [sig       ] SLQD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:49.558114] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SLQD.txt
[2025-12-25T20:31:49.558258] [INFO ] [sig       ] [2901/3552] Completed SLQD in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-25T20:31:49.558297] [INFO ] [sig       ] [2902/3552] Forecasting SLRC...
[2025-12-25T20:31:49.558326] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-25T20:31:49.558358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-25T20:31:49.568600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-25T20:31:49.568964] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-25T20:31:49.569784] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-25T20:31:49.569836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:49.569867] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:49.569892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:49.569950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:49.625695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:49.626348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:49.626446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:49.626478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:49.742044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:49.742199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:49.742237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:49.742301] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:49.745704] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-12-25T20:31:49.745981] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-25T20:31:49.746101] [INFO ] [sig       ] SLRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:49.883784] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLRC.txt
[2025-12-25T20:31:49.883917] [INFO ] [sig       ] [2902/3552] Completed SLRC in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-25T20:31:49.883957] [INFO ] [sig       ] [2903/3552] Forecasting SLS...
[2025-12-25T20:31:49.883988] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-25T20:31:49.884018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-25T20:31:49.894143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-25T20:31:49.894458] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-25T20:31:49.895222] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-25T20:31:49.895274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:49.895305] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:49.895331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:49.895388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:49.951480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:49.952104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:49.952180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:49.952211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:50.069479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:50.069641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:50.069681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:50.069710] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:50.073034] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-12-25T20:31:50.073304] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-25T20:31:50.073425] [INFO ] [sig       ] SLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:50.216218] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SLS.txt
[2025-12-25T20:31:50.216359] [INFO ] [sig       ] [2903/3552] Completed SLS in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:50.216399] [INFO ] [sig       ] [2904/3552] Forecasting SLVM...
[2025-12-25T20:31:50.216429] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-25T20:31:50.216458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-25T20:31:50.226668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-25T20:31:50.226979] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-25T20:31:50.227784] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-25T20:31:50.227835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:50.227893] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:50.227923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:50.227981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:50.284611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:50.285279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:50.285357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:50.285390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:50.406674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:50.406836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:50.406878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:50.406907] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:50.410277] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-25T20:31:50.410553] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-25T20:31:50.410696] [INFO ] [sig       ] SLVM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:50.548512] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLVM.txt
[2025-12-25T20:31:50.548690] [INFO ] [sig       ] [2904/3552] Completed SLVM in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:50.548731] [INFO ] [sig       ] [2905/3552] Forecasting SLVO...
[2025-12-25T20:31:50.548763] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-25T20:31:50.548824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-25T20:31:50.558809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-25T20:31:50.559172] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-25T20:31:50.559984] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-25T20:31:50.560034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:50.560065] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:50.560092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:50.560150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:50.616222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:50.617071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:50.617168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:50.617209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:50.733742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:50.733900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:50.733940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:50.733968] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:50.737315] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-25T20:31:50.737610] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-25T20:31:50.737737] [INFO ] [sig       ] SLVO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:50.875402] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SLVO.txt
[2025-12-25T20:31:50.875559] [INFO ] [sig       ] [2905/3552] Completed SLVO in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:50.875620] [INFO ] [sig       ] [2906/3552] Forecasting SLXN...
[2025-12-25T20:31:50.875651] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-25T20:31:50.875681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-25T20:31:50.885516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-25T20:31:50.885961] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-25T20:31:50.886744] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-25T20:31:50.886795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:50.886828] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:50.886863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:50.886923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:50.942564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:50.943189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:50.943264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:50.943295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:51.059588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:51.059754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:51.059797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:51.059827] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:51.063461] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=30.48%)
[2025-12-25T20:31:51.063775] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-25T20:31:51.063927] [INFO ] [sig       ] SLXN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:51.208379] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLXN.txt
[2025-12-25T20:31:51.208560] [INFO ] [sig       ] [2906/3552] Completed SLXN in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:51.208623] [INFO ] [sig       ] [2907/3552] Forecasting SM...
[2025-12-25T20:31:51.208653] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-25T20:31:51.208716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-25T20:31:51.219425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-25T20:31:51.219770] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-25T20:31:51.220555] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-25T20:31:51.220629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:51.220661] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:51.220688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:51.220745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:51.277192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:51.278107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:51.278195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:51.278227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:51.397966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:51.398130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:51.398169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:51.398198] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:51.401619] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=83.47%)
[2025-12-25T20:31:51.401893] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-25T20:31:51.402019] [INFO ] [sig       ] SM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:51.541487] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SM.txt
[2025-12-25T20:31:51.541674] [INFO ] [sig       ] [2907/3552] Completed SM in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:51.541717] [INFO ] [sig       ] [2908/3552] Forecasting SMBC...
[2025-12-25T20:31:51.541762] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-25T20:31:51.541793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-25T20:31:51.552839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-25T20:31:51.553226] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-25T20:31:51.554015] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-25T20:31:51.554065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:51.554096] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:51.554122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:51.554180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:51.611025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:51.611875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:51.611958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:51.611990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:51.732637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:51.732790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:51.732828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:51.732857] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:51.736157] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-25T20:31:51.736425] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-25T20:31:51.736546] [INFO ] [sig       ] SMBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:51.878049] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMBC.txt
[2025-12-25T20:31:51.878203] [INFO ] [sig       ] [2908/3552] Completed SMBC in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:51.878244] [INFO ] [sig       ] [2909/3552] Forecasting SMBK...
[2025-12-25T20:31:51.878274] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-25T20:31:51.878303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-25T20:31:51.888969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-25T20:31:51.889314] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-25T20:31:51.890130] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-25T20:31:51.890182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:51.890214] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:51.890242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:51.890300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:51.948935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:51.949667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:51.949776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:51.949810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:52.069560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:52.069732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:52.069772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:52.069801] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:52.073099] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-25T20:31:52.073367] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-25T20:31:52.073489] [INFO ] [sig       ] SMBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:52.212312] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SMBK.txt
[2025-12-25T20:31:52.212441] [INFO ] [sig       ] [2909/3552] Completed SMBK in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:52.212480] [INFO ] [sig       ] [2910/3552] Forecasting SMCI...
[2025-12-25T20:31:52.212509] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-25T20:31:52.212539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-25T20:31:52.222408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-25T20:31:52.222735] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-25T20:31:52.223488] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-25T20:31:52.223540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:52.223603] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:52.223634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:52.223692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:52.280304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:52.280954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:52.281031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:52.281063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:52.405734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:52.405885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:52.405927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:52.405957] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:52.409280] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=78.22%)
[2025-12-25T20:31:52.409546] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-25T20:31:52.409685] [INFO ] [sig       ] SMCI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:52.548159] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMCI.txt
[2025-12-25T20:31:52.548287] [INFO ] [sig       ] [2910/3552] Completed SMCI in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:52.548326] [INFO ] [sig       ] [2911/3552] Forecasting SMCX...
[2025-12-25T20:31:52.548356] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-25T20:31:52.548384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-25T20:31:52.558314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-25T20:31:52.558625] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-25T20:31:52.559413] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-25T20:31:52.559465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:52.559497] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:52.559524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:52.559622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:52.616185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:52.616817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:52.616895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:52.616927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:52.742498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:52.742667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:52.742709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:52.742761] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:52.746169] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2025-12-25T20:31:52.746440] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-25T20:31:52.746567] [INFO ] [sig       ] SMCX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:52.887079] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMCX.txt
[2025-12-25T20:31:52.887260] [INFO ] [sig       ] [2911/3552] Completed SMCX in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:52.887303] [INFO ] [sig       ] [2912/3552] Forecasting SMFG...
[2025-12-25T20:31:52.887332] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-25T20:31:52.887361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-25T20:31:52.897901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-25T20:31:52.898271] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-25T20:31:52.899097] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-25T20:31:52.899150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:52.899182] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:52.899208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:52.899295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:52.954719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:52.955428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:52.955508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:52.955538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:53.077323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:53.077478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:53.077520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:53.077549] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:53.080896] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=53.65%)
[2025-12-25T20:31:53.081169] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-25T20:31:53.081290] [INFO ] [sig       ] SMFG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:53.218138] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMFG.txt
[2025-12-25T20:31:53.218305] [INFO ] [sig       ] [2912/3552] Completed SMFG in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:53.218347] [INFO ] [sig       ] [2913/3552] Forecasting SMH...
[2025-12-25T20:31:53.218377] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-25T20:31:53.218407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-25T20:31:53.228321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-25T20:31:53.228695] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-25T20:31:53.229474] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-25T20:31:53.229526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:53.229557] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:53.229613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:53.229673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:53.285165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:53.286019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:53.286104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:53.286155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:53.424155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:53.424305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:53.424346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:53.424374] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:53.427808] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-25T20:31:53.428090] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-25T20:31:53.428217] [INFO ] [sig       ] SMH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:53.575097] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SMH.txt
[2025-12-25T20:31:53.575285] [INFO ] [sig       ] [2913/3552] Completed SMH in 0.4s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:53.575329] [INFO ] [sig       ] [2914/3552] Forecasting SMHI...
[2025-12-25T20:31:53.575360] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-25T20:31:53.575391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-25T20:31:53.586250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-25T20:31:53.586657] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-25T20:31:53.587547] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-25T20:31:53.587619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:53.587655] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:53.587696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:53.587781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:53.648672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:53.649612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:53.649697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:53.649730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:53.764554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:53.764713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:53.764753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:53.764781] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:53.768129] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-25T20:31:53.768405] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-25T20:31:53.768530] [INFO ] [sig       ] SMHI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:53.906966] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMHI.txt
[2025-12-25T20:31:53.907112] [INFO ] [sig       ] [2914/3552] Completed SMHI in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:53.907151] [INFO ] [sig       ] [2915/3552] Forecasting SMHX...
[2025-12-25T20:31:53.907180] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-25T20:31:53.907209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-25T20:31:53.917083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-25T20:31:53.917416] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-25T20:31:53.918197] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-25T20:31:53.918249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:53.918281] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:53.918308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:53.918380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:53.974348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:53.974983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:53.975061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:53.975093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:54.091539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:54.091705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:54.091744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:54.091773] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:54.095078] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-25T20:31:54.095349] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-25T20:31:54.095470] [INFO ] [sig       ] SMHX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:54.236792] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMHX.txt
[2025-12-25T20:31:54.236932] [INFO ] [sig       ] [2915/3552] Completed SMHX in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:54.236971] [INFO ] [sig       ] [2916/3552] Forecasting SMID...
[2025-12-25T20:31:54.237001] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-25T20:31:54.237030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-25T20:31:54.246777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-25T20:31:54.247106] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-25T20:31:54.247876] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-25T20:31:54.247927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:54.248012] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:54.248040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:54.248098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:54.304543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:54.305325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:54.305406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:54.305438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:54.410416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:54.410570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:54.410629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:54.410659] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:54.414443] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-12-25T20:31:54.414750] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-25T20:31:54.414881] [INFO ] [sig       ] SMID: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:54.552486] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SMID.txt
[2025-12-25T20:31:54.552636] [INFO ] [sig       ] [2916/3552] Completed SMID in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:54.552678] [INFO ] [sig       ] [2917/3552] Forecasting SMPL...
[2025-12-25T20:31:54.552708] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-25T20:31:54.552737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-25T20:31:54.562728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-25T20:31:54.563043] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-25T20:31:54.563827] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-25T20:31:54.563881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:54.563912] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:54.563938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:54.563996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:54.620860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:54.621500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:54.621599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:54.621634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:54.740451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:54.740618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:54.740661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:54.740690] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:54.744087] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-12-25T20:31:54.744357] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-25T20:31:54.744481] [INFO ] [sig       ] SMPL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:54.884144] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMPL.txt
[2025-12-25T20:31:54.884282] [INFO ] [sig       ] [2917/3552] Completed SMPL in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:54.884322] [INFO ] [sig       ] [2918/3552] Forecasting SMTC...
[2025-12-25T20:31:54.884354] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-25T20:31:54.884384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-25T20:31:54.894176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-25T20:31:54.894525] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-25T20:31:54.895334] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-25T20:31:54.895387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:54.895419] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:54.895447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:54.895505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:54.953119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:54.953982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:54.954069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:54.954103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:55.074256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:55.074416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:55.074459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:55.074489] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:55.077896] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2025-12-25T20:31:55.078168] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-25T20:31:55.078291] [INFO ] [sig       ] SMTC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:55.225081] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMTC.txt
[2025-12-25T20:31:55.225222] [INFO ] [sig       ] [2918/3552] Completed SMTC in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:55.225263] [INFO ] [sig       ] [2919/3552] Forecasting SMTI...
[2025-12-25T20:31:55.225293] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-25T20:31:55.225323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-25T20:31:55.235186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-25T20:31:55.235499] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-25T20:31:55.236295] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-25T20:31:55.236348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:55.236380] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:55.236406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:55.236463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:55.292831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:55.293451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:55.293529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:55.293562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:55.414951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:55.415100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:55.415142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:55.415219] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:55.418657] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2025-12-25T20:31:55.418933] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-25T20:31:55.419063] [INFO ] [sig       ] SMTI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:55.555715] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMTI.txt
[2025-12-25T20:31:55.555850] [INFO ] [sig       ] [2919/3552] Completed SMTI in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-25T20:31:55.555890] [INFO ] [sig       ] [2920/3552] Forecasting SMWB...
[2025-12-25T20:31:55.555920] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-25T20:31:55.555949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-25T20:31:55.565868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-25T20:31:55.566184] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-25T20:31:55.566972] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-25T20:31:55.567029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:55.567061] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:55.567088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:55.567146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:55.625283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:55.625963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:55.626047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:55.626079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:55.747825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:55.747969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:55.748013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:55.748041] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:55.751413] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=24.78%)
[2025-12-25T20:31:55.751747] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-25T20:31:55.751876] [INFO ] [sig       ] SMWB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:55.902798] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SMWB.txt
[2025-12-25T20:31:55.902964] [INFO ] [sig       ] [2920/3552] Completed SMWB in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:31:55.903006] [INFO ] [sig       ] [2921/3552] Forecasting SMX...
[2025-12-25T20:31:55.903036] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-25T20:31:55.903096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-25T20:31:55.912755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-25T20:31:55.913065] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-25T20:31:55.913831] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-25T20:31:55.913882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:55.913913] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:55.913940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:55.913998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:55.974356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:55.975128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:55.975206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:55.975239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:56.076050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:56.076201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:56.076240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:56.076269] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:56.079652] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-25T20:31:56.079943] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-25T20:31:56.080066] [INFO ] [sig       ] SMX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:56.218066] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SMX.txt
[2025-12-25T20:31:56.218199] [INFO ] [sig       ] [2921/3552] Completed SMX in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:31:56.218238] [INFO ] [sig       ] [2922/3552] Forecasting SN...
[2025-12-25T20:31:56.218268] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-25T20:31:56.218298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-25T20:31:56.228149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-25T20:31:56.228457] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-25T20:31:56.229287] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-25T20:31:56.229341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:56.229374] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:56.229400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:56.229459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:56.287311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:56.288126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:56.288217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:56.288250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:56.415344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:56.415507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:56.415553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:56.415625] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:56.419395] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=75.93%)
[2025-12-25T20:31:56.419802] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-25T20:31:56.419974] [INFO ] [sig       ] SN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:56.570231] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SN.txt
[2025-12-25T20:31:56.570366] [INFO ] [sig       ] [2922/3552] Completed SN in 0.4s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:31:56.570405] [INFO ] [sig       ] [2923/3552] Forecasting SNA...
[2025-12-25T20:31:56.570434] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-25T20:31:56.570465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-25T20:31:56.580176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-25T20:31:56.580469] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-25T20:31:56.581233] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-25T20:31:56.581285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:56.581316] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:56.581343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:56.581400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:56.636654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:56.637263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:56.637338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:56.637370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:56.753444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:56.753620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:56.753661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:56.753689] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:56.757000] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=26.27%)
[2025-12-25T20:31:56.757269] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-25T20:31:56.757391] [INFO ] [sig       ] SNA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:56.902492] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNA.txt
[2025-12-25T20:31:56.902689] [INFO ] [sig       ] [2923/3552] Completed SNA in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:31:56.902748] [INFO ] [sig       ] [2924/3552] Forecasting SNAP...
[2025-12-25T20:31:56.902830] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-25T20:31:56.902873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-25T20:31:56.913663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-25T20:31:56.914008] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-25T20:31:56.914802] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-25T20:31:56.914856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:56.914888] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:56.914917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:56.914975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:56.970546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:56.971331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:56.971411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:56.971443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:57.092508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:57.092708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:57.092752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:57.092781] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:57.096357] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=74.89%)
[2025-12-25T20:31:57.096702] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-25T20:31:57.096846] [INFO ] [sig       ] SNAP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:57.237284] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SNAP.txt
[2025-12-25T20:31:57.237451] [INFO ] [sig       ] [2924/3552] Completed SNAP in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:31:57.237492] [INFO ] [sig       ] [2925/3552] Forecasting SNCY...
[2025-12-25T20:31:57.237524] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-25T20:31:57.237554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-25T20:31:57.247901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-25T20:31:57.248264] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-25T20:31:57.249047] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-25T20:31:57.249099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:57.249130] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:57.249157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:57.249214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:57.304659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:57.305263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:57.305342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:57.305374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:57.421929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:57.422080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:57.422120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:57.422148] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:57.425472] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-25T20:31:57.425753] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-25T20:31:57.425873] [INFO ] [sig       ] SNCY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:57.563459] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNCY.txt
[2025-12-25T20:31:57.563603] [INFO ] [sig       ] [2925/3552] Completed SNCY in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:31:57.563644] [INFO ] [sig       ] [2926/3552] Forecasting SND...
[2025-12-25T20:31:57.563674] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-25T20:31:57.563703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-25T20:31:57.573764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-25T20:31:57.574066] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-25T20:31:57.574834] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-25T20:31:57.574884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:57.574916] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:57.574943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:57.575001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:57.631523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:57.632239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:57.632361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:57.632395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:57.748505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:57.748675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:57.748716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:57.748745] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:57.752094] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: DOWN (p=36.07%)
[2025-12-25T20:31:57.752361] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-25T20:31:57.752481] [INFO ] [sig       ] SND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:57.890772] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SND.txt
[2025-12-25T20:31:57.890910] [INFO ] [sig       ] [2926/3552] Completed SND in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:31:57.890950] [INFO ] [sig       ] [2927/3552] Forecasting SNDL...
[2025-12-25T20:31:57.890980] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-25T20:31:57.891008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-25T20:31:57.901397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-25T20:31:57.901775] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-25T20:31:57.902524] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-25T20:31:57.902602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:57.902637] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:57.902663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:57.902721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:57.959333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:57.960077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:57.960159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:57.960192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:58.076950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:58.077104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:58.077143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:58.077171] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:58.080471] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: DOWN (p=32.93%)
[2025-12-25T20:31:58.080755] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-25T20:31:58.080877] [INFO ] [sig       ] SNDL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:58.220050] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNDL.txt
[2025-12-25T20:31:58.220197] [INFO ] [sig       ] [2927/3552] Completed SNDL in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:31:58.220237] [INFO ] [sig       ] [2928/3552] Forecasting SNDX...
[2025-12-25T20:31:58.220267] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-25T20:31:58.220297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-25T20:31:58.230342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-25T20:31:58.230751] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-25T20:31:58.231521] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-25T20:31:58.231593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:58.231645] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:58.231673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:58.231733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:58.289013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:58.289683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:58.289762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:58.289794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:58.410754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:58.410912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:58.410953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:58.410981] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:58.414451] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=65.40%)
[2025-12-25T20:31:58.414786] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-25T20:31:58.414928] [INFO ] [sig       ] SNDX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:58.558874] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SNDX.txt
[2025-12-25T20:31:58.559027] [INFO ] [sig       ] [2928/3552] Completed SNDX in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:31:58.559077] [INFO ] [sig       ] [2929/3552] Forecasting SNES...
[2025-12-25T20:31:58.559107] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-25T20:31:58.559137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-25T20:31:58.569125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-25T20:31:58.569466] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-25T20:31:58.570246] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-25T20:31:58.570298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:58.570330] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:58.570357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:58.570414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:58.627383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:58.628187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:58.628302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:58.628337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:58.745495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:58.745664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:58.745706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:58.745735] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:58.749073] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-12-25T20:31:58.749363] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-25T20:31:58.749486] [INFO ] [sig       ] SNES: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:31:58.887186] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNES.txt
[2025-12-25T20:31:58.887337] [INFO ] [sig       ] [2929/3552] Completed SNES in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:31:58.887378] [INFO ] [sig       ] [2930/3552] Forecasting SNEX...
[2025-12-25T20:31:58.887407] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-25T20:31:58.887437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-25T20:31:58.896688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-25T20:31:58.896997] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-25T20:31:58.897755] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-25T20:31:58.897805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:58.897838] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:58.897865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:58.897922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:58.954486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:58.955161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:58.955237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:58.955268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:59.072866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:59.073009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:59.073047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:59.073077] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:59.076351] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: UP (p=86.17%)
[2025-12-25T20:31:59.076633] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-25T20:31:59.076753] [INFO ] [sig       ] SNEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:59.215048] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SNEX.txt
[2025-12-25T20:31:59.215178] [INFO ] [sig       ] [2930/3552] Completed SNEX in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:31:59.215216] [INFO ] [sig       ] [2931/3552] Forecasting SNFCA...
[2025-12-25T20:31:59.215246] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-25T20:31:59.215275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-25T20:31:59.225000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-25T20:31:59.225280] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-25T20:31:59.226036] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-25T20:31:59.226089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:59.226122] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:59.226149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:59.226206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:59.283339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:59.284004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:59.284083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:59.284117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:59.400622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:59.400767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:59.400806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:59.400834] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:59.404100] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=51.33%)
[2025-12-25T20:31:59.404368] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-25T20:31:59.404489] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:59.543131] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SNFCA.txt
[2025-12-25T20:31:59.543283] [INFO ] [sig       ] [2931/3552] Completed SNFCA in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:31:59.543330] [INFO ] [sig       ] [2932/3552] Forecasting SNGX...
[2025-12-25T20:31:59.543361] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-25T20:31:59.543391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-25T20:31:59.553985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-25T20:31:59.554298] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-25T20:31:59.555090] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-25T20:31:59.555141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:59.555173] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:59.555199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:59.555256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:59.612500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:59.613196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:59.613280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:59.613313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:31:59.732257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:31:59.732420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:31:59.732487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:31:59.732531] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:31:59.736006] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-25T20:31:59.736285] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-25T20:31:59.736408] [INFO ] [sig       ] SNGX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:31:59.873521] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SNGX.txt
[2025-12-25T20:31:59.873707] [INFO ] [sig       ] [2932/3552] Completed SNGX in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:31:59.873774] [INFO ] [sig       ] [2933/3552] Forecasting SNN...
[2025-12-25T20:31:59.873808] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-25T20:31:59.873837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-25T20:31:59.883879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-25T20:31:59.884214] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-25T20:31:59.885018] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-25T20:31:59.885069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:31:59.885132] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:31:59.885161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:31:59.885220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:31:59.942795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:31:59.943666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:31:59.943748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:31:59.943781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:00.063930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:00.064108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:00.064149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:00.064177] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:00.067503] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=76.59%)
[2025-12-25T20:32:00.067792] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-25T20:32:00.067932] [INFO ] [sig       ] SNN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:00.211082] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SNN.txt
[2025-12-25T20:32:00.211268] [INFO ] [sig       ] [2933/3552] Completed SNN in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:32:00.211310] [INFO ] [sig       ] [2934/3552] Forecasting SNOA...
[2025-12-25T20:32:00.211339] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-25T20:32:00.211368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-25T20:32:00.225299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-25T20:32:00.225796] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-25T20:32:00.226940] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-25T20:32:00.227037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:00.227113] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:00.227160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:00.227252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:00.295133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:00.296050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:00.296151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:00.296185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:00.418141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:00.418304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:00.418345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:00.418374] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:00.421774] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: UP (p=77.93%)
[2025-12-25T20:32:00.422062] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-25T20:32:00.422193] [INFO ] [sig       ] SNOA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:00.563161] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SNOA.txt
[2025-12-25T20:32:00.563332] [INFO ] [sig       ] [2934/3552] Completed SNOA in 0.4s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:32:00.563375] [INFO ] [sig       ] [2935/3552] Forecasting SNPS...
[2025-12-25T20:32:00.563404] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-25T20:32:00.563460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-25T20:32:00.574109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-25T20:32:00.574555] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-25T20:32:00.575365] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-25T20:32:00.575421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:00.575455] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:00.575482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:00.575541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:00.634476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:00.635360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:00.635445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:00.635479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:00.757731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:00.757892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:00.757951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:00.757982] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:00.761466] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: DOWN (p=20.01%)
[2025-12-25T20:32:00.761774] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-25T20:32:00.761906] [INFO ] [sig       ] SNPS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:00.902753] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNPS.txt
[2025-12-25T20:32:00.902888] [INFO ] [sig       ] [2935/3552] Completed SNPS in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:32:00.902929] [INFO ] [sig       ] [2936/3552] Forecasting SNTI...
[2025-12-25T20:32:00.902958] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-25T20:32:00.903013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-25T20:32:00.913025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-25T20:32:00.913337] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-25T20:32:00.914103] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-25T20:32:00.914156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:00.914187] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:00.914214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:00.914271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:00.970796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:00.971466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:00.971549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:00.971601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:01.097767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:01.097922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:01.097961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:01.098022] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:01.101435] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: DOWN (p=25.60%)
[2025-12-25T20:32:01.101732] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-25T20:32:01.101858] [INFO ] [sig       ] SNTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:01.240365] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNTI.txt
[2025-12-25T20:32:01.240510] [INFO ] [sig       ] [2936/3552] Completed SNTI in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-25T20:32:01.240551] [INFO ] [sig       ] [2937/3552] Forecasting SNX...
[2025-12-25T20:32:01.240597] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-25T20:32:01.240655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-25T20:32:01.251115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-25T20:32:01.251456] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-25T20:32:01.252227] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-25T20:32:01.252281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:01.252313] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:01.252341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:01.252399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:01.308528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:01.309294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:01.309374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:01.309406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:01.430034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:01.430205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:01.430247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:01.430276] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:01.434095] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=7.63%)
[2025-12-25T20:32:01.434569] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-25T20:32:01.434729] [INFO ] [sig       ] SNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:01.578713] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNX.txt
[2025-12-25T20:32:01.578881] [INFO ] [sig       ] [2937/3552] Completed SNX in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-25T20:32:01.578924] [INFO ] [sig       ] [2938/3552] Forecasting SNY...
[2025-12-25T20:32:01.578955] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-25T20:32:01.579019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-25T20:32:01.589950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-25T20:32:01.590299] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-25T20:32:01.591112] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-25T20:32:01.591164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:01.591196] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:01.591223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:01.591281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:01.654184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:01.655136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:01.655233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:01.655266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:01.776308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:01.776467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:01.776506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:01.776536] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:01.779968] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2025-12-25T20:32:01.780273] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-25T20:32:01.780403] [INFO ] [sig       ] SNY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:01.941811] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNY.txt
[2025-12-25T20:32:01.941978] [INFO ] [sig       ] [2938/3552] Completed SNY in 0.4s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:01.942020] [INFO ] [sig       ] [2939/3552] Forecasting SO...
[2025-12-25T20:32:01.942052] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-25T20:32:01.942108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-25T20:32:01.952374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-25T20:32:01.952751] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-25T20:32:01.953502] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-25T20:32:01.953554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:01.953656] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:01.953688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:01.953746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:02.010841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:02.011733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:02.011822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:02.011854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:02.135535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:02.135713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:02.135753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:02.135781] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:02.139117] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-25T20:32:02.139414] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-25T20:32:02.139543] [INFO ] [sig       ] SO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:02.292670] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SO.txt
[2025-12-25T20:32:02.292911] [INFO ] [sig       ] [2939/3552] Completed SO in 0.4s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:02.292961] [INFO ] [sig       ] [2940/3552] Forecasting SOCL...
[2025-12-25T20:32:02.293001] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-25T20:32:02.293033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-25T20:32:02.303061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-25T20:32:02.303461] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-25T20:32:02.304274] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-25T20:32:02.304327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:02.304360] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:02.304388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:02.304446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:02.361352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:02.362288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:02.362374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:02.362408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:02.466780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:02.466937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:02.466977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:02.467007] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:02.470363] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=7.98%)
[2025-12-25T20:32:02.470671] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-25T20:32:02.470800] [INFO ] [sig       ] SOCL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:02.611567] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOCL.txt
[2025-12-25T20:32:02.611721] [INFO ] [sig       ] [2940/3552] Completed SOCL in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:02.611761] [INFO ] [sig       ] [2941/3552] Forecasting SOFI...
[2025-12-25T20:32:02.611792] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-25T20:32:02.611822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-25T20:32:02.621892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-25T20:32:02.622295] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-25T20:32:02.623070] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-25T20:32:02.623122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:02.623153] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:02.623180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:02.623238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:02.680208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:02.681084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:02.681166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:02.681200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:02.801472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:02.801647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:02.801689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:02.801719] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:02.805081] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: DOWN (p=30.27%)
[2025-12-25T20:32:02.805372] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-25T20:32:02.805501] [INFO ] [sig       ] SOFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:02.945677] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOFI.txt
[2025-12-25T20:32:02.945839] [INFO ] [sig       ] [2941/3552] Completed SOFI in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:02.945881] [INFO ] [sig       ] [2942/3552] Forecasting SOGP...
[2025-12-25T20:32:02.945911] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-25T20:32:02.945941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-25T20:32:02.955895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-25T20:32:02.956207] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-25T20:32:02.956984] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-25T20:32:02.957037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:02.957069] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:02.957096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:02.957153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:03.013975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:03.014591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:03.014668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:03.014700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:03.134723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:03.134887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:03.134936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:03.134965] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:03.138927] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=6.71%)
[2025-12-25T20:32:03.139212] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-25T20:32:03.139359] [INFO ] [sig       ] SOGP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:03.278546] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOGP.txt
[2025-12-25T20:32:03.278696] [INFO ] [sig       ] [2942/3552] Completed SOGP in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:03.278736] [INFO ] [sig       ] [2943/3552] Forecasting SOJC...
[2025-12-25T20:32:03.278780] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-25T20:32:03.278811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-25T20:32:03.288468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-25T20:32:03.288802] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-25T20:32:03.289635] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-25T20:32:03.289687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:03.289718] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:03.289746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:03.289803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:03.346409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:03.347064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:03.347168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:03.347200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:03.467120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:03.467268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:03.467308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:03.467336] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:03.470681] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=32.09%)
[2025-12-25T20:32:03.470956] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-25T20:32:03.471077] [INFO ] [sig       ] SOJC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:03.610437] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOJC.txt
[2025-12-25T20:32:03.610603] [INFO ] [sig       ] [2943/3552] Completed SOJC in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:03.610645] [INFO ] [sig       ] [2944/3552] Forecasting SOJD...
[2025-12-25T20:32:03.610675] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-25T20:32:03.610729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-25T20:32:03.620798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-25T20:32:03.621123] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-25T20:32:03.621894] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-25T20:32:03.621946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:03.621979] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:03.622006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:03.622063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:03.678355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:03.679000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:03.679077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:03.679109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:03.794935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:03.795089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:03.795126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:03.795155] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:03.798466] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=13.13%)
[2025-12-25T20:32:03.798760] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-25T20:32:03.798882] [INFO ] [sig       ] SOJD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:03.941075] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOJD.txt
[2025-12-25T20:32:03.941239] [INFO ] [sig       ] [2944/3552] Completed SOJD in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:03.941279] [INFO ] [sig       ] [2945/3552] Forecasting SOJE...
[2025-12-25T20:32:03.941338] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-25T20:32:03.941371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-25T20:32:03.951617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-25T20:32:03.951970] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-25T20:32:03.952764] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-25T20:32:03.952816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:03.952848] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:03.952875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:03.952932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:04.009659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:04.010495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:04.010595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:04.010630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:04.128727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:04.128878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:04.128917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:04.128945] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:04.132283] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-12-25T20:32:04.132553] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-25T20:32:04.132693] [INFO ] [sig       ] SOJE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:04.271789] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOJE.txt
[2025-12-25T20:32:04.271933] [INFO ] [sig       ] [2945/3552] Completed SOJE in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:04.271973] [INFO ] [sig       ] [2946/3552] Forecasting SON...
[2025-12-25T20:32:04.272002] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-25T20:32:04.272032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-25T20:32:04.281685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-25T20:32:04.281970] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-25T20:32:04.282734] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-25T20:32:04.282785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:04.282817] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:04.282844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:04.282902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:04.339654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:04.340258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:04.340334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:04.340367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:04.457721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:04.457871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:04.457909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:04.457956] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:04.461280] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: DOWN (p=35.19%)
[2025-12-25T20:32:04.461552] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-25T20:32:04.461691] [INFO ] [sig       ] SON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:04.600624] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SON.txt
[2025-12-25T20:32:04.600798] [INFO ] [sig       ] [2946/3552] Completed SON in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:04.600839] [INFO ] [sig       ] [2947/3552] Forecasting SONO...
[2025-12-25T20:32:04.600870] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-25T20:32:04.600924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-25T20:32:04.611311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-25T20:32:04.611617] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-25T20:32:04.612354] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-25T20:32:04.612405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:04.612437] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:04.612463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:04.612520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:04.669136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:04.669828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:04.669905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:04.669938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:04.794708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:04.794877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:04.794918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:04.794947] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:04.798394] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=88.78%)
[2025-12-25T20:32:04.798700] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-25T20:32:04.798822] [INFO ] [sig       ] SONO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:04.937678] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SONO.txt
[2025-12-25T20:32:04.937818] [INFO ] [sig       ] [2947/3552] Completed SONO in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:04.937856] [INFO ] [sig       ] [2948/3552] Forecasting SOPA...
[2025-12-25T20:32:04.937887] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-25T20:32:04.937917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-25T20:32:04.947842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-25T20:32:04.948157] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-25T20:32:04.948967] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-25T20:32:04.949019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:04.949050] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:04.949077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:04.949134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:05.007136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:05.008028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:05.008113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:05.008166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:05.130850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:05.130997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:05.131037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:05.131065] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:05.134512] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2025-12-25T20:32:05.134813] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-25T20:32:05.134940] [INFO ] [sig       ] SOPA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:05.280496] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SOPA.txt
[2025-12-25T20:32:05.280670] [INFO ] [sig       ] [2948/3552] Completed SOPA in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:05.280713] [INFO ] [sig       ] [2949/3552] Forecasting SOPH...
[2025-12-25T20:32:05.280743] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-25T20:32:05.280798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-25T20:32:05.291090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-25T20:32:05.291479] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-25T20:32:05.292287] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-25T20:32:05.292340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:05.292375] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:05.292404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:05.292464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:05.349692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:05.350422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:05.350501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:05.350534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:05.466297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:05.466449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:05.466488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:05.466517] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:05.469875] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: UP (p=84.99%)
[2025-12-25T20:32:05.470153] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-25T20:32:05.470280] [INFO ] [sig       ] SOPH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:05.612277] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SOPH.txt
[2025-12-25T20:32:05.612419] [INFO ] [sig       ] [2949/3552] Completed SOPH in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:05.612460] [INFO ] [sig       ] [2950/3552] Forecasting SOUN...
[2025-12-25T20:32:05.612490] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-25T20:32:05.612520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-25T20:32:05.622464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-25T20:32:05.622815] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-25T20:32:05.623613] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-25T20:32:05.623667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:05.623726] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:05.623768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:05.623904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:05.683978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:05.684881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:05.684966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:05.685000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:05.800261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:05.800416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:05.800456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:05.800484] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:05.803819] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=21.23%)
[2025-12-25T20:32:05.804091] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-25T20:32:05.804212] [INFO ] [sig       ] SOUN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:05.943021] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOUN.txt
[2025-12-25T20:32:05.943139] [INFO ] [sig       ] [2950/3552] Completed SOUN in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:05.943179] [INFO ] [sig       ] [2951/3552] Forecasting SOXQ...
[2025-12-25T20:32:05.943209] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-25T20:32:05.943239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-25T20:32:05.952753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-25T20:32:05.953045] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-25T20:32:05.953810] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-25T20:32:05.953862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:05.953894] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:05.953921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:05.953978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:06.010519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:06.011116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:06.011191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:06.011223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:06.136922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:06.137075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:06.137116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:06.137144] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:06.140512] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: UP (p=71.59%)
[2025-12-25T20:32:06.140814] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-25T20:32:06.140935] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:06.283310] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SOXQ.txt
[2025-12-25T20:32:06.283443] [INFO ] [sig       ] [2951/3552] Completed SOXQ in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:06.283490] [INFO ] [sig       ] [2952/3552] Forecasting SOXX...
[2025-12-25T20:32:06.283520] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-25T20:32:06.283550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-25T20:32:06.293159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-25T20:32:06.293449] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-25T20:32:06.294220] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-25T20:32:06.294276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:06.294309] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:06.294336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:06.294394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:06.350566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:06.351213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:06.351294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:06.351326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:06.469813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:06.469944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:06.469981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:06.470009] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:06.473239] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=6.61%)
[2025-12-25T20:32:06.473514] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-25T20:32:06.473657] [INFO ] [sig       ] SOXX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:06.611323] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOXX.txt
[2025-12-25T20:32:06.611441] [INFO ] [sig       ] [2952/3552] Completed SOXX in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:06.611480] [INFO ] [sig       ] [2953/3552] Forecasting SPAI...
[2025-12-25T20:32:06.611509] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-25T20:32:06.611539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-25T20:32:06.621051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-25T20:32:06.621361] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-25T20:32:06.622125] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-25T20:32:06.622177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:06.622209] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:06.622236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:06.622298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:06.679810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:06.680407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:06.680485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:06.680518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:06.795477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:06.795642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:06.795682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:06.795741] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:06.799128] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=89.43%)
[2025-12-25T20:32:06.799428] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-25T20:32:06.799551] [INFO ] [sig       ] SPAI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:06.942210] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SPAI.txt
[2025-12-25T20:32:06.942342] [INFO ] [sig       ] [2953/3552] Completed SPAI in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-25T20:32:06.942383] [INFO ] [sig       ] [2954/3552] Forecasting SPB...
[2025-12-25T20:32:06.942435] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-25T20:32:06.942481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-25T20:32:06.952113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-25T20:32:06.952423] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-25T20:32:06.953190] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-25T20:32:06.953241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:06.953273] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:06.953300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:06.953357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:07.013848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:07.014921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:07.015050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:07.015094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:07.146644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:07.146817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:07.146873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:07.146905] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:07.150788] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=56.35%)
[2025-12-25T20:32:07.151105] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-25T20:32:07.151248] [INFO ] [sig       ] SPB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:07.300656] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SPB.txt
[2025-12-25T20:32:07.300810] [INFO ] [sig       ] [2954/3552] Completed SPB in 0.4s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-25T20:32:07.300851] [INFO ] [sig       ] [2955/3552] Forecasting SPCB...
[2025-12-25T20:32:07.300883] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-25T20:32:07.300913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-25T20:32:07.311909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-25T20:32:07.312338] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-25T20:32:07.313284] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-25T20:32:07.313346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:07.313385] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:07.313414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:07.313474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:07.375899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:07.376774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:07.376876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:07.376924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:07.507915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:07.508092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:07.508142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:07.508179] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:07.512719] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=36.94%)
[2025-12-25T20:32:07.513150] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-25T20:32:07.513339] [INFO ] [sig       ] SPCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:07.670115] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPCB.txt
[2025-12-25T20:32:07.670330] [INFO ] [sig       ] [2955/3552] Completed SPCB in 0.4s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-25T20:32:07.670408] [INFO ] [sig       ] [2956/3552] Forecasting SPCE...
[2025-12-25T20:32:07.670444] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-25T20:32:07.670476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-25T20:32:07.682487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-25T20:32:07.682905] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-25T20:32:07.684067] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-25T20:32:07.684134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:07.684176] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:07.684209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:07.684284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:07.748156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:07.749004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:07.749103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:07.749154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:07.877840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:07.878002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:07.878051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:07.878098] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:07.881804] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=84.06%)
[2025-12-25T20:32:07.882140] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-25T20:32:07.882311] [INFO ] [sig       ] SPCE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:08.031518] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SPCE.txt
[2025-12-25T20:32:08.031699] [INFO ] [sig       ] [2956/3552] Completed SPCE in 0.4s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:08.031758] [INFO ] [sig       ] [2957/3552] Forecasting SPE...
[2025-12-25T20:32:08.031835] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-25T20:32:08.031869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-25T20:32:08.042567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-25T20:32:08.042951] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-25T20:32:08.043801] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-25T20:32:08.043855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:08.043888] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:08.043914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:08.043990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:08.105157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:08.105932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:08.106028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:08.106064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:08.235286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:08.235458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:08.235508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:08.235539] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:08.239128] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=15.05%)
[2025-12-25T20:32:08.239440] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-25T20:32:08.239670] [INFO ] [sig       ] SPE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:08.392598] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPE.txt
[2025-12-25T20:32:08.392752] [INFO ] [sig       ] [2957/3552] Completed SPE in 0.4s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:08.392796] [INFO ] [sig       ] [2958/3552] Forecasting SPFI...
[2025-12-25T20:32:08.392830] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-25T20:32:08.392896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-25T20:32:08.404253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-25T20:32:08.404647] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-25T20:32:08.405485] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-25T20:32:08.405539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:08.405594] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:08.405627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:08.405703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:08.465486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:08.466364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:08.466447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:08.466479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:08.581980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:08.582133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:08.582172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:08.582201] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:08.585530] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-12-25T20:32:08.585838] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-25T20:32:08.585971] [INFO ] [sig       ] SPFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:08.723248] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPFI.txt
[2025-12-25T20:32:08.723400] [INFO ] [sig       ] [2958/3552] Completed SPFI in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:08.723440] [INFO ] [sig       ] [2959/3552] Forecasting SPG...
[2025-12-25T20:32:08.723471] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-25T20:32:08.723500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-25T20:32:08.734198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-25T20:32:08.734560] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-25T20:32:08.735332] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-25T20:32:08.735384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:08.735416] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:08.735443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:08.735500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:08.790515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:08.791290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:08.791371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:08.791403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:08.912029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:08.912186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:08.912225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:08.912253] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:08.915624] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-25T20:32:08.915903] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-25T20:32:08.916028] [INFO ] [sig       ] SPG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:09.052396] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPG.txt
[2025-12-25T20:32:09.052543] [INFO ] [sig       ] [2959/3552] Completed SPG in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:09.052601] [INFO ] [sig       ] [2960/3552] Forecasting SPGI...
[2025-12-25T20:32:09.052633] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-25T20:32:09.052687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-25T20:32:09.062510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-25T20:32:09.062898] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-25T20:32:09.063692] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-25T20:32:09.063746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:09.063777] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:09.063805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:09.063863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:09.118828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:09.119711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:09.119825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:09.119859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:09.238504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:09.238679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:09.238720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:09.238749] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:09.245833] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-12-25T20:32:09.246214] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-25T20:32:09.246358] [INFO ] [sig       ] SPGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:09.384613] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPGI.txt
[2025-12-25T20:32:09.384758] [INFO ] [sig       ] [2960/3552] Completed SPGI in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:09.384799] [INFO ] [sig       ] [2961/3552] Forecasting SPH...
[2025-12-25T20:32:09.384830] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-25T20:32:09.384860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-25T20:32:09.395770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-25T20:32:09.396135] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-25T20:32:09.396960] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-25T20:32:09.397013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:09.397045] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:09.397071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:09.397146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:09.454810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:09.455524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:09.455643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:09.455680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:09.574618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:09.574774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:09.574816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:09.574855] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:09.578424] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-25T20:32:09.578915] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-25T20:32:09.579043] [INFO ] [sig       ] SPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:09.719492] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPH.txt
[2025-12-25T20:32:09.719647] [INFO ] [sig       ] [2961/3552] Completed SPH in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:09.719689] [INFO ] [sig       ] [2962/3552] Forecasting SPOK...
[2025-12-25T20:32:09.719719] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-25T20:32:09.719747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-25T20:32:09.730429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-25T20:32:09.730805] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-25T20:32:09.731600] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-25T20:32:09.731654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:09.731686] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:09.731712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:09.731770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:09.790204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:09.790931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:09.791014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:09.791047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:09.909944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:09.910094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:09.910136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:09.910165] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:09.913556] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2025-12-25T20:32:09.913854] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-25T20:32:09.913988] [INFO ] [sig       ] SPOK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:10.057843] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SPOK.txt
[2025-12-25T20:32:10.058017] [INFO ] [sig       ] [2962/3552] Completed SPOK in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:10.058059] [INFO ] [sig       ] [2963/3552] Forecasting SPRC...
[2025-12-25T20:32:10.058089] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-25T20:32:10.058141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-25T20:32:10.067926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-25T20:32:10.068276] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-25T20:32:10.069092] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-25T20:32:10.069162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:10.069196] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:10.069250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:10.069313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:10.127693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:10.128435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:10.128516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:10.128549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:10.245820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:10.245984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:10.246037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:10.246068] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:10.249648] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-25T20:32:10.249926] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-25T20:32:10.250056] [INFO ] [sig       ] SPRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:10.387338] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPRC.txt
[2025-12-25T20:32:10.387497] [INFO ] [sig       ] [2963/3552] Completed SPRC in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:10.387539] [INFO ] [sig       ] [2964/3552] Forecasting SPRO...
[2025-12-25T20:32:10.387585] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-25T20:32:10.387617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-25T20:32:10.398068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-25T20:32:10.398416] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-25T20:32:10.399175] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-25T20:32:10.399246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:10.399279] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:10.399310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:10.399368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:10.454622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:10.455258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:10.455335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:10.455366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:10.576726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:10.576879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:10.576919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:10.576948] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:10.580259] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: UP (p=62.53%)
[2025-12-25T20:32:10.580535] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-25T20:32:10.580675] [INFO ] [sig       ] SPRO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:10.728906] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SPRO.txt
[2025-12-25T20:32:10.729098] [INFO ] [sig       ] [2964/3552] Completed SPRO in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:10.729194] [INFO ] [sig       ] [2965/3552] Forecasting SPRX...
[2025-12-25T20:32:10.729262] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-25T20:32:10.729313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-25T20:32:10.743054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-25T20:32:10.743526] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-25T20:32:10.744671] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-25T20:32:10.744741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:10.744792] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:10.744840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:10.744931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:10.806522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:10.807374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:10.807455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:10.807487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:10.931539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:10.931731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:10.931778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:10.931809] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:10.935317] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-25T20:32:10.935664] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-25T20:32:10.935801] [INFO ] [sig       ] SPRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:11.075541] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SPRX.txt
[2025-12-25T20:32:11.075713] [INFO ] [sig       ] [2965/3552] Completed SPRX in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:11.075754] [INFO ] [sig       ] [2966/3552] Forecasting SPRY...
[2025-12-25T20:32:11.075784] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-25T20:32:11.075840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-25T20:32:11.085915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-25T20:32:11.086301] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-25T20:32:11.087086] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-25T20:32:11.087138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:11.087171] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:11.087198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:11.087256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:11.143650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:11.144488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:11.144568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:11.144622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:11.264173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:11.264327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:11.264367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:11.264396] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:11.267832] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-25T20:32:11.268147] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-25T20:32:11.268277] [INFO ] [sig       ] SPRY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:11.407715] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPRY.txt
[2025-12-25T20:32:11.407884] [INFO ] [sig       ] [2966/3552] Completed SPRY in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:11.407933] [INFO ] [sig       ] [2967/3552] Forecasting SPSC...
[2025-12-25T20:32:11.407963] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-25T20:32:11.408019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-25T20:32:11.418302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-25T20:32:11.418624] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-25T20:32:11.419378] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-25T20:32:11.419430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:11.419488] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:11.419517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:11.419594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:11.475948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:11.476807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:11.476888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:11.476921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:11.595206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:11.595364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:11.595403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:11.595431] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:11.598756] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-25T20:32:11.599028] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-25T20:32:11.599147] [INFO ] [sig       ] SPSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:11.742207] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPSC.txt
[2025-12-25T20:32:11.742381] [INFO ] [sig       ] [2967/3552] Completed SPSC in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:11.742423] [INFO ] [sig       ] [2968/3552] Forecasting SPWH...
[2025-12-25T20:32:11.742453] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-25T20:32:11.742482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-25T20:32:11.753242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-25T20:32:11.753607] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-25T20:32:11.754384] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-25T20:32:11.754435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:11.754465] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:11.754492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:11.754549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:11.811724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:11.812518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:11.812613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:11.812647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:11.935604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:11.935756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:11.935797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:11.935825] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:11.939265] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: UP (p=85.73%)
[2025-12-25T20:32:11.939602] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-25T20:32:11.939730] [INFO ] [sig       ] SPWH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:12.081455] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SPWH.txt
[2025-12-25T20:32:12.081639] [INFO ] [sig       ] [2968/3552] Completed SPWH in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:12.081682] [INFO ] [sig       ] [2969/3552] Forecasting SPXC...
[2025-12-25T20:32:12.081713] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-25T20:32:12.081773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-25T20:32:12.092678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-25T20:32:12.093073] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-25T20:32:12.093882] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-25T20:32:12.093935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:12.093969] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:12.094005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:12.094079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:12.152945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:12.153801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:12.153884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:12.153917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:12.279479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:12.279657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:12.279703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:12.279736] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:12.283988] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=22.80%)
[2025-12-25T20:32:12.284343] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-25T20:32:12.284499] [INFO ] [sig       ] SPXC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:12.428011] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPXC.txt
[2025-12-25T20:32:12.428178] [INFO ] [sig       ] [2969/3552] Completed SPXC in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:12.428220] [INFO ] [sig       ] [2970/3552] Forecasting SPXX...
[2025-12-25T20:32:12.428249] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-25T20:32:12.428280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-25T20:32:12.438686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-25T20:32:12.439060] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-25T20:32:12.439900] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-25T20:32:12.439955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:12.439988] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:12.440016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:12.440075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:12.500371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:12.501256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:12.501347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:12.501382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:12.624960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:12.625126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:12.625168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:12.625226] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:12.628635] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=47.53%)
[2025-12-25T20:32:12.628915] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-25T20:32:12.629048] [INFO ] [sig       ] SPXX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:12.768991] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPXX.txt
[2025-12-25T20:32:12.769153] [INFO ] [sig       ] [2970/3552] Completed SPXX in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:12.769202] [INFO ] [sig       ] [2971/3552] Forecasting SQM...
[2025-12-25T20:32:12.769261] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-25T20:32:12.769322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-25T20:32:12.779312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-25T20:32:12.779657] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-25T20:32:12.780398] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-25T20:32:12.780454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:12.780485] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:12.780512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:12.780595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:12.837111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:12.837747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:12.837825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:12.837856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:12.957975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:12.958127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:12.958167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:12.958195] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:12.961551] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=12.49%)
[2025-12-25T20:32:12.961839] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-25T20:32:12.961960] [INFO ] [sig       ] SQM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:13.099967] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SQM.txt
[2025-12-25T20:32:13.100096] [INFO ] [sig       ] [2971/3552] Completed SQM in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-25T20:32:13.100136] [INFO ] [sig       ] [2972/3552] Forecasting SQNS...
[2025-12-25T20:32:13.100166] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-25T20:32:13.100195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-25T20:32:13.110380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-25T20:32:13.110810] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-25T20:32:13.111654] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-25T20:32:13.111707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:13.111738] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:13.111764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:13.111822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:13.167916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:13.168784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:13.168866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:13.168899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:13.286128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:13.286309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:13.286350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:13.286379] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:13.289830] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=88.81%)
[2025-12-25T20:32:13.290113] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-25T20:32:13.290244] [INFO ] [sig       ] SQNS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:13.433486] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SQNS.txt
[2025-12-25T20:32:13.434193] [INFO ] [sig       ] [2972/3552] Completed SQNS in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-25T20:32:13.434253] [INFO ] [sig       ] [2973/3552] Forecasting SQQQ...
[2025-12-25T20:32:13.434284] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-25T20:32:13.434314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-25T20:32:13.445292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-25T20:32:13.445633] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-25T20:32:13.446412] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-25T20:32:13.446463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:13.446495] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:13.446522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:13.446598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:13.506077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:13.506731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:13.506810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:13.506844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:13.626495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:13.626661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:13.626702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:13.626730] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:13.630130] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-25T20:32:13.630410] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-25T20:32:13.630541] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:13.774564] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SQQQ.txt
[2025-12-25T20:32:13.774717] [INFO ] [sig       ] [2973/3552] Completed SQQQ in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:13.774757] [INFO ] [sig       ] [2974/3552] Forecasting SRAD...
[2025-12-25T20:32:13.774789] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-25T20:32:13.774829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-25T20:32:13.784931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-25T20:32:13.785247] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-25T20:32:13.786045] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-25T20:32:13.786097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:13.786144] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:13.786173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:13.786234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:13.844557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:13.845392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:13.845475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:13.845508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:13.962547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:13.962713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:13.962753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:13.962782] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:13.966222] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: DOWN (p=36.07%)
[2025-12-25T20:32:13.966505] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-25T20:32:13.966647] [INFO ] [sig       ] SRAD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:14.110138] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SRAD.txt
[2025-12-25T20:32:14.110290] [INFO ] [sig       ] [2974/3552] Completed SRAD in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:14.110340] [INFO ] [sig       ] [2975/3552] Forecasting SRBK...
[2025-12-25T20:32:14.110369] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-25T20:32:14.110398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-25T20:32:14.121344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-25T20:32:14.121710] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-25T20:32:14.122653] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-25T20:32:14.122707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:14.122739] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:14.122766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:14.122823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:14.181442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:14.182162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:14.182251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:14.182286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:14.303231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:14.303394] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:32:14.303435] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:14.303464] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:14.307188] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=71.77%)
[2025-12-25T20:32:14.307597] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-25T20:32:14.307739] [INFO ] [sig       ] SRBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:14.449313] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SRBK.txt
[2025-12-25T20:32:14.449454] [INFO ] [sig       ] [2975/3552] Completed SRBK in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:14.449495] [INFO ] [sig       ] [2976/3552] Forecasting SRCE...
[2025-12-25T20:32:14.449547] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-25T20:32:14.449636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-25T20:32:14.459516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-25T20:32:14.459874] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-25T20:32:14.460679] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-25T20:32:14.460732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:14.460764] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:14.460790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:14.460848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:14.519141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:14.519824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:14.519921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:14.519954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:14.639740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:14.639890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:14.639929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:14.639957] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:14.643369] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=50.54%)
[2025-12-25T20:32:14.643674] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-25T20:32:14.643800] [INFO ] [sig       ] SRCE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:14.784733] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SRCE.txt
[2025-12-25T20:32:14.784866] [INFO ] [sig       ] [2976/3552] Completed SRCE in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:14.784906] [INFO ] [sig       ] [2977/3552] Forecasting SRE...
[2025-12-25T20:32:14.784934] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-25T20:32:14.784969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-25T20:32:14.794754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-25T20:32:14.795050] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-25T20:32:14.795814] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-25T20:32:14.795866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:14.795897] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:14.795925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:14.795983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:14.862698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:14.863625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:14.863753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:14.863787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:14.983882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:14.984041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:14.984085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:14.984115] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:14.987589] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=86.11%)
[2025-12-25T20:32:14.987880] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-25T20:32:14.988009] [INFO ] [sig       ] SRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:15.128661] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SRE.txt
[2025-12-25T20:32:15.128830] [INFO ] [sig       ] [2977/3552] Completed SRE in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:15.128879] [INFO ] [sig       ] [2978/3552] Forecasting SREA...
[2025-12-25T20:32:15.128910] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-25T20:32:15.128941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-25T20:32:15.139098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-25T20:32:15.139529] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-25T20:32:15.140301] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-25T20:32:15.140352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:15.140383] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:15.140410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:15.140467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:15.198642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:15.199513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:15.199617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:15.199654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:15.319781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:15.319944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:15.319987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:15.320017] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:15.323680] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=46.50%)
[2025-12-25T20:32:15.324044] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-25T20:32:15.324188] [INFO ] [sig       ] SREA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:15.473519] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SREA.txt
[2025-12-25T20:32:15.473712] [INFO ] [sig       ] [2978/3552] Completed SREA in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:15.473773] [INFO ] [sig       ] [2979/3552] Forecasting SRFM...
[2025-12-25T20:32:15.473852] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-25T20:32:15.473895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-25T20:32:15.484526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-25T20:32:15.484937] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-25T20:32:15.485754] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-25T20:32:15.485808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:15.485841] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:15.485869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:15.485928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:15.548398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:15.549309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:15.549398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:15.549431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:15.679543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:15.679743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:15.679787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:15.679817] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:15.683616] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: UP (p=54.17%)
[2025-12-25T20:32:15.683924] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-25T20:32:15.684075] [INFO ] [sig       ] SRFM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:15.824160] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SRFM.txt
[2025-12-25T20:32:15.824323] [INFO ] [sig       ] [2979/3552] Completed SRFM in 0.4s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:15.824367] [INFO ] [sig       ] [2980/3552] Forecasting SRG...
[2025-12-25T20:32:15.824397] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-25T20:32:15.824460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-25T20:32:15.834810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-25T20:32:15.835149] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-25T20:32:15.835986] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-25T20:32:15.836039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:15.836073] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:15.836101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:15.836159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:15.894477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:15.895219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:15.895299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:15.895333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:16.015503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:16.015672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:16.015714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:16.015745] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:16.019177] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-12-25T20:32:16.019490] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-25T20:32:16.019640] [INFO ] [sig       ] SRG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:16.166336] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SRG.txt
[2025-12-25T20:32:16.166552] [INFO ] [sig       ] [2980/3552] Completed SRG in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:16.166621] [INFO ] [sig       ] [2981/3552] Forecasting SRI...
[2025-12-25T20:32:16.166653] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-25T20:32:16.166685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-25T20:32:16.177249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-25T20:32:16.177604] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-25T20:32:16.178388] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-25T20:32:16.178442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:16.178474] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:16.178501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:16.178561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:16.238253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:16.238932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:16.239009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:16.239041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:16.356923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:16.357071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:16.357126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:16.357155] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:16.360485] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-25T20:32:16.360776] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-25T20:32:16.360899] [INFO ] [sig       ] SRI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:16.502249] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SRI.txt
[2025-12-25T20:32:16.502401] [INFO ] [sig       ] [2981/3552] Completed SRI in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:16.502442] [INFO ] [sig       ] [2982/3552] Forecasting SRRK...
[2025-12-25T20:32:16.502471] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-25T20:32:16.502501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-25T20:32:16.513130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-25T20:32:16.513472] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-25T20:32:16.514280] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-25T20:32:16.514332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:16.514364] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:16.514392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:16.514450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:16.570249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:16.570902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:16.570979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:16.571011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:16.693948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:16.694098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:16.694138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:16.694167] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:16.697565] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-25T20:32:16.697866] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-25T20:32:16.698001] [INFO ] [sig       ] SRRK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:16.837548] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SRRK.txt
[2025-12-25T20:32:16.837690] [INFO ] [sig       ] [2982/3552] Completed SRRK in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:16.837730] [INFO ] [sig       ] [2983/3552] Forecasting SRTS...
[2025-12-25T20:32:16.837760] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-25T20:32:16.837788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-25T20:32:16.847513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-25T20:32:16.847851] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-25T20:32:16.848606] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-25T20:32:16.848657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:16.848688] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:16.848715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:16.848771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:16.904128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:16.904739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:16.904832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:16.904864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:17.023331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:17.023439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:17.023477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:17.023506] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:17.026917] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=37.73%)
[2025-12-25T20:32:17.027212] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-25T20:32:17.027341] [INFO ] [sig       ] SRTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:17.168237] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SRTS.txt
[2025-12-25T20:32:17.168371] [INFO ] [sig       ] [2983/3552] Completed SRTS in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:17.168411] [INFO ] [sig       ] [2984/3552] Forecasting SSB...
[2025-12-25T20:32:17.168439] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-25T20:32:17.168469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-25T20:32:17.178717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-25T20:32:17.179046] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-25T20:32:17.179870] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-25T20:32:17.179923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:17.179986] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:17.180016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:17.180076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:17.237380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:17.238036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:17.238113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:17.238146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:17.356477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:17.356623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:17.356664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:17.356692] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:17.359949] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=17.56%)
[2025-12-25T20:32:17.360217] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-25T20:32:17.360338] [INFO ] [sig       ] SSB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:17.497841] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SSB.txt
[2025-12-25T20:32:17.497962] [INFO ] [sig       ] [2984/3552] Completed SSB in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:17.497999] [INFO ] [sig       ] [2985/3552] Forecasting SSD...
[2025-12-25T20:32:17.498029] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-25T20:32:17.498058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-25T20:32:17.508670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-25T20:32:17.508988] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-25T20:32:17.509782] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-25T20:32:17.509833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:17.509880] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:17.509909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:17.509966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:17.565888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:17.566499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:17.566598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:17.566632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:17.684613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:17.684752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:17.684790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:17.684818] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:17.688059] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-25T20:32:17.688331] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-25T20:32:17.688452] [INFO ] [sig       ] SSD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:17.826259] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SSD.txt
[2025-12-25T20:32:17.826388] [INFO ] [sig       ] [2985/3552] Completed SSD in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:17.826427] [INFO ] [sig       ] [2986/3552] Forecasting SSL...
[2025-12-25T20:32:17.826455] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-25T20:32:17.826485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-25T20:32:17.836908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-25T20:32:17.837262] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-25T20:32:17.838124] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-25T20:32:17.838177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:17.838209] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:17.838236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:17.838294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:17.896481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:17.897122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:17.897199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:17.897231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:18.019667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:18.019798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:18.019843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:18.019875] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:18.023299] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-12-25T20:32:18.023601] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-25T20:32:18.023728] [INFO ] [sig       ] SSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:18.166694] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SSL.txt
[2025-12-25T20:32:18.166837] [INFO ] [sig       ] [2986/3552] Completed SSL in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:18.166883] [INFO ] [sig       ] [2987/3552] Forecasting SSNC...
[2025-12-25T20:32:18.166913] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-25T20:32:18.166945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-25T20:32:18.176948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-25T20:32:18.177283] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-25T20:32:18.178088] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-25T20:32:18.178142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:18.178175] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:18.178202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:18.178262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:18.236849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:18.237461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:18.237541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:18.237589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:18.362441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:18.362596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:18.362638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:18.362698] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:18.366218] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: DOWN (p=21.76%)
[2025-12-25T20:32:18.366516] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-25T20:32:18.366666] [INFO ] [sig       ] SSNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:18.511809] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SSNC.txt
[2025-12-25T20:32:18.511936] [INFO ] [sig       ] [2987/3552] Completed SSNC in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:18.511975] [INFO ] [sig       ] [2988/3552] Forecasting SSP...
[2025-12-25T20:32:18.512005] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-25T20:32:18.512038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-25T20:32:18.522659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-25T20:32:18.522985] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-25T20:32:18.523809] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-25T20:32:18.523866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:18.523907] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:18.523941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:18.524002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:18.582814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:18.583698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:18.583788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:18.583824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:18.703502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:18.703677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:18.703718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:18.703747] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:18.707297] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=18.68%)
[2025-12-25T20:32:18.707644] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-25T20:32:18.707782] [INFO ] [sig       ] SSP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:18.851488] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SSP.txt
[2025-12-25T20:32:18.851666] [INFO ] [sig       ] [2988/3552] Completed SSP in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-25T20:32:18.851710] [INFO ] [sig       ] [2989/3552] Forecasting SSRM...
[2025-12-25T20:32:18.851775] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-25T20:32:18.851808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-25T20:32:18.861599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-25T20:32:18.861960] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-25T20:32:18.862752] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-25T20:32:18.862804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:18.862834] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:18.862859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:18.862918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:18.921159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:18.922007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:18.922089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:18.922121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:19.055159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:19.055339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:19.055385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:19.055416] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:19.059694] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: DOWN (p=43.93%)
[2025-12-25T20:32:19.060058] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-25T20:32:19.060242] [INFO ] [sig       ] SSRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:19.217845] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SSRM.txt
[2025-12-25T20:32:19.218065] [INFO ] [sig       ] [2989/3552] Completed SSRM in 0.4s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-25T20:32:19.218121] [INFO ] [sig       ] [2990/3552] Forecasting SSSS...
[2025-12-25T20:32:19.218201] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-25T20:32:19.218239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-25T20:32:19.229990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-25T20:32:19.230476] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-25T20:32:19.231475] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-25T20:32:19.231533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:19.231566] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:19.231624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:19.231683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:19.295727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:19.296766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:19.296882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:19.296932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:19.456205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:19.456390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:19.456442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:19.456473] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:19.460609] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: UP (p=54.98%)
[2025-12-25T20:32:19.460994] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-25T20:32:19.461145] [INFO ] [sig       ] SSSS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:19.639467] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SSSS.txt
[2025-12-25T20:32:19.639757] [INFO ] [sig       ] [2990/3552] Completed SSSS in 0.4s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-25T20:32:19.639828] [INFO ] [sig       ] [2991/3552] Forecasting SSTI...
[2025-12-25T20:32:19.639878] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-25T20:32:19.639929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-25T20:32:19.660897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-25T20:32:19.661431] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-25T20:32:19.662695] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-25T20:32:19.662766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:19.662819] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:19.662866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:19.662958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:19.752828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:19.754110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:19.754260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:19.754315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:19.898753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:19.898920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:19.898960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:19.898989] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:19.902843] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=6.51%)
[2025-12-25T20:32:19.903278] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-25T20:32:19.903440] [INFO ] [sig       ] SSTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:20.075237] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SSTI.txt
[2025-12-25T20:32:20.075408] [INFO ] [sig       ] [2991/3552] Completed SSTI in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-25T20:32:20.075453] [INFO ] [sig       ] [2992/3552] Forecasting SSTK...
[2025-12-25T20:32:20.075484] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-25T20:32:20.075513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-25T20:32:20.085978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-25T20:32:20.086384] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-25T20:32:20.087229] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-25T20:32:20.087296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:20.087334] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:20.087361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:20.087418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:20.161623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:20.162549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:20.162655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:20.162689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:20.288364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:20.288528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:20.288590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:20.288641] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:20.292458] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-25T20:32:20.292841] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-25T20:32:20.292989] [INFO ] [sig       ] SSTK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:20.439907] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SSTK.txt
[2025-12-25T20:32:20.440073] [INFO ] [sig       ] [2992/3552] Completed SSTK in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-25T20:32:20.440114] [INFO ] [sig       ] [2993/3552] Forecasting SSYS...
[2025-12-25T20:32:20.440144] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-25T20:32:20.440173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-25T20:32:20.450464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-25T20:32:20.450925] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-25T20:32:20.451747] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-25T20:32:20.451800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:20.451832] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:20.451858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:20.451916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:20.511925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:20.512810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:20.512899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:20.512932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:20.638864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:20.639026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:20.639067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:20.639095] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:20.643038] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-12-25T20:32:20.643348] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-25T20:32:20.643480] [INFO ] [sig       ] SSYS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:20.790183] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SSYS.txt
[2025-12-25T20:32:20.790336] [INFO ] [sig       ] [2993/3552] Completed SSYS in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-25T20:32:20.790379] [INFO ] [sig       ] [2994/3552] Forecasting STAA...
[2025-12-25T20:32:20.790410] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-25T20:32:20.790466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-25T20:32:20.801382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-25T20:32:20.801751] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-25T20:32:20.802533] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-25T20:32:20.802614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:20.802650] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:20.802678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:20.802736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:20.860420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:20.861190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:20.861304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:20.861371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:20.984315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:20.984468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:20.984509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:20.984539] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:20.988009] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-25T20:32:20.988291] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-25T20:32:20.988417] [INFO ] [sig       ] STAA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:21.130925] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STAA.txt
[2025-12-25T20:32:21.131063] [INFO ] [sig       ] [2994/3552] Completed STAA in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-25T20:32:21.131102] [INFO ] [sig       ] [2995/3552] Forecasting STAG...
[2025-12-25T20:32:21.131132] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-25T20:32:21.131161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-25T20:32:21.141325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-25T20:32:21.141707] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-25T20:32:21.142494] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-25T20:32:21.142546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:21.142597] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:21.142628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:21.142686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:21.201358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:21.202146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:21.202229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:21.202261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:21.327436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:21.327627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:21.327669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:21.327697] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:21.331247] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-25T20:32:21.331524] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-25T20:32:21.331687] [INFO ] [sig       ] STAG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:21.483417] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STAG.txt
[2025-12-25T20:32:21.483621] [INFO ] [sig       ] [2995/3552] Completed STAG in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-25T20:32:21.483665] [INFO ] [sig       ] [2996/3552] Forecasting STBA...
[2025-12-25T20:32:21.483696] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-25T20:32:21.483726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-25T20:32:21.494662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-25T20:32:21.495062] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-25T20:32:21.495879] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-25T20:32:21.495932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:21.495964] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:21.496005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:21.496065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:21.553635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:21.554492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:21.554609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:21.554646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:21.674847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:21.675007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:21.675048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:21.675077] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:21.678402] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=91.28%)
[2025-12-25T20:32:21.678698] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-25T20:32:21.678822] [INFO ] [sig       ] STBA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:21.818276] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STBA.txt
[2025-12-25T20:32:21.818435] [INFO ] [sig       ] [2996/3552] Completed STBA in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-25T20:32:21.818475] [INFO ] [sig       ] [2997/3552] Forecasting STC...
[2025-12-25T20:32:21.818506] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-25T20:32:21.818537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-25T20:32:21.831098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-25T20:32:21.831670] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-25T20:32:21.832593] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-25T20:32:21.832650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:21.832686] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:21.832716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:21.832777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:21.892438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:21.893550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:21.893668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:21.893705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:22.019009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:22.019199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:22.019282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:22.019326] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:22.023779] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=37.27%)
[2025-12-25T20:32:22.024128] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-25T20:32:22.024300] [INFO ] [sig       ] STC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:22.168880] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STC.txt
[2025-12-25T20:32:22.169053] [INFO ] [sig       ] [2997/3552] Completed STC in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-25T20:32:22.169094] [INFO ] [sig       ] [2998/3552] Forecasting STE...
[2025-12-25T20:32:22.169124] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-25T20:32:22.169178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-25T20:32:22.178869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-25T20:32:22.179178] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-25T20:32:22.182963] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-25T20:32:22.183015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:22.183047] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:22.183074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:22.183136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:22.239421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:22.240102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:22.240179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:22.240211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:22.359967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:22.360137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:22.360177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:22.360205] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:22.363554] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-12-25T20:32:22.363847] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-25T20:32:22.363969] [INFO ] [sig       ] STE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:22.511006] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STE.txt
[2025-12-25T20:32:22.511164] [INFO ] [sig       ] [2998/3552] Completed STE in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-25T20:32:22.511205] [INFO ] [sig       ] [2999/3552] Forecasting STEL...
[2025-12-25T20:32:22.511235] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-25T20:32:22.511264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-25T20:32:22.521107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-25T20:32:22.521404] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-25T20:32:22.522178] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-25T20:32:22.522229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:22.522260] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:22.522287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:22.522344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:22.578475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:22.579166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:22.579263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:22.579299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:22.697035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:22.697191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:22.697231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:22.697258] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:22.700640] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=30.29%)
[2025-12-25T20:32:22.700917] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-25T20:32:22.701037] [INFO ] [sig       ] STEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:22.840654] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STEL.txt
[2025-12-25T20:32:22.840802] [INFO ] [sig       ] [2999/3552] Completed STEL in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-25T20:32:22.840841] [INFO ] [sig       ] [3000/3552] Forecasting STEM...
[2025-12-25T20:32:22.840873] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-25T20:32:22.840910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-25T20:32:22.851887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-25T20:32:22.852290] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-25T20:32:22.853103] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-25T20:32:22.853157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:22.853190] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:22.853217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:22.853275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:22.910049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:22.910736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:22.910813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:22.910844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:23.030140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:23.030302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:23.030346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:23.030376] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:23.033897] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=21.42%)
[2025-12-25T20:32:23.034195] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-25T20:32:23.034324] [INFO ] [sig       ] STEM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:23.183999] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STEM.txt
[2025-12-25T20:32:23.184174] [INFO ] [sig       ] [3000/3552] Completed STEM in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-25T20:32:23.184216] [INFO ] [sig       ] [3001/3552] Forecasting STEP...
[2025-12-25T20:32:23.184246] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-25T20:32:23.184276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-25T20:32:23.196792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-25T20:32:23.197308] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-25T20:32:23.198288] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-25T20:32:23.198346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:23.198420] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:23.198460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:23.198531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:23.258095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:23.259197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:23.259319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:23.259356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:23.379464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:23.379731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:23.379776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:23.379806] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:23.384097] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-25T20:32:23.384595] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-25T20:32:23.384761] [INFO ] [sig       ] STEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:23.535562] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STEP.txt
[2025-12-25T20:32:23.535903] [INFO ] [sig       ] [3001/3552] Completed STEP in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-25T20:32:23.535960] [INFO ] [sig       ] [3002/3552] Forecasting STHO...
[2025-12-25T20:32:23.535993] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-25T20:32:23.536027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-25T20:32:23.548295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-25T20:32:23.548817] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-25T20:32:23.549783] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-25T20:32:23.549838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:23.549873] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:23.549902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:23.549963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:23.607680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:23.608894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:23.609004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:23.609039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:23.728373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:23.728655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:23.728711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:23.728744] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:23.732948] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=96.57%)
[2025-12-25T20:32:23.733384] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-25T20:32:23.733547] [INFO ] [sig       ] STHO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:23.878422] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STHO.txt
[2025-12-25T20:32:23.878643] [INFO ] [sig       ] [3002/3552] Completed STHO in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-25T20:32:23.878735] [INFO ] [sig       ] [3003/3552] Forecasting STI...
[2025-12-25T20:32:23.878774] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-25T20:32:23.878809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-25T20:32:23.892247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-25T20:32:23.892931] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-25T20:32:23.893969] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-25T20:32:23.894022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:23.894057] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:23.894103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:23.894164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:23.951123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:23.952260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:23.952356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:23.952389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:24.071642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:24.071863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:24.071906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:24.071935] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:24.075667] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-25T20:32:24.075977] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-25T20:32:24.076111] [INFO ] [sig       ] STI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:24.223059] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STI.txt
[2025-12-25T20:32:24.223268] [INFO ] [sig       ] [3003/3552] Completed STI in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-25T20:32:24.223313] [INFO ] [sig       ] [3004/3552] Forecasting STIM...
[2025-12-25T20:32:24.223344] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-25T20:32:24.223379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-25T20:32:24.235633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-25T20:32:24.236383] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-25T20:32:24.237313] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-25T20:32:24.237366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:24.237398] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:24.237423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:24.237482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:24.295944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:24.297159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:24.297261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:24.297295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:24.424258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:24.424429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:24.424471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:24.424536] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:24.428147] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=87.24%)
[2025-12-25T20:32:24.428454] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-25T20:32:24.428612] [INFO ] [sig       ] STIM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:24.570285] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STIM.txt
[2025-12-25T20:32:24.570545] [INFO ] [sig       ] [3004/3552] Completed STIM in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-25T20:32:24.570646] [INFO ] [sig       ] [3005/3552] Forecasting STK...
[2025-12-25T20:32:24.570683] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-25T20:32:24.570716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-25T20:32:24.583817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-25T20:32:24.584455] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-25T20:32:24.585538] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-25T20:32:24.585616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:24.585651] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:24.585678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:24.585739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:24.646696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:24.647909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:24.648030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:24.648064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:24.785683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:24.785951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:24.786000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:24.786031] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:24.790079] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=37.29%)
[2025-12-25T20:32:24.790426] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-25T20:32:24.790592] [INFO ] [sig       ] STK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:24.932562] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STK.txt
[2025-12-25T20:32:24.932784] [INFO ] [sig       ] [3005/3552] Completed STK in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-25T20:32:24.932828] [INFO ] [sig       ] [3006/3552] Forecasting STKH...
[2025-12-25T20:32:24.932858] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-25T20:32:24.932890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-25T20:32:24.949394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-25T20:32:24.950076] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-25T20:32:24.951258] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-25T20:32:24.951330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:24.951379] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:24.951422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:24.951513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:25.014388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:25.015591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:25.015679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:25.015712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:25.130251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:25.130417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:25.130458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:25.130488] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:25.134252] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: DOWN (p=10.11%)
[2025-12-25T20:32:25.134532] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-25T20:32:25.134675] [INFO ] [sig       ] STKH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:25.276647] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STKH.txt
[2025-12-25T20:32:25.276813] [INFO ] [sig       ] [3006/3552] Completed STKH in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-25T20:32:25.276855] [INFO ] [sig       ] [3007/3552] Forecasting STKL...
[2025-12-25T20:32:25.276885] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-25T20:32:25.276944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-25T20:32:25.287647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-25T20:32:25.288019] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-25T20:32:25.288802] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-25T20:32:25.288854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:25.288886] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:25.288912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:25.288970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:25.345737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:25.346643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:25.346727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:25.346759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:25.474287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:25.474447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:25.474487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:25.474515] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:25.477849] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=45.81%)
[2025-12-25T20:32:25.478126] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-25T20:32:25.478250] [INFO ] [sig       ] STKL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:25.623371] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STKL.txt
[2025-12-25T20:32:25.623547] [INFO ] [sig       ] [3007/3552] Completed STKL in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-25T20:32:25.623609] [INFO ] [sig       ] [3008/3552] Forecasting STKS...
[2025-12-25T20:32:25.623642] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-25T20:32:25.623672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-25T20:32:25.634716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-25T20:32:25.635272] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-25T20:32:25.636062] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-25T20:32:25.636115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:25.636146] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:25.636172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:25.636229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:25.693306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:25.694096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:25.694176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:25.694208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:25.813526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:25.813703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:25.813744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:25.813772] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:25.817116] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=47.71%)
[2025-12-25T20:32:25.817393] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-25T20:32:25.817524] [INFO ] [sig       ] STKS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:25.957793] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STKS.txt
[2025-12-25T20:32:25.957955] [INFO ] [sig       ] [3008/3552] Completed STKS in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:25.957995] [INFO ] [sig       ] [3009/3552] Forecasting STLA...
[2025-12-25T20:32:25.958026] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-25T20:32:25.958056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-25T20:32:25.969052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-25T20:32:25.969550] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-25T20:32:25.970368] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-25T20:32:25.970435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:25.970468] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:25.970495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:25.970552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:26.026922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:26.027679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:26.027757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:26.027789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:26.147242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:26.147402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:26.147442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:26.147470] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:26.150810] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-12-25T20:32:26.151084] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-25T20:32:26.151203] [INFO ] [sig       ] STLA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:26.291170] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STLA.txt
[2025-12-25T20:32:26.291314] [INFO ] [sig       ] [3009/3552] Completed STLA in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:26.291352] [INFO ] [sig       ] [3010/3552] Forecasting STLD...
[2025-12-25T20:32:26.291382] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-25T20:32:26.291411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-25T20:32:26.302542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-25T20:32:26.303013] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-25T20:32:26.303847] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-25T20:32:26.303902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:26.303936] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:26.303964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:26.304021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:26.362133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:26.363209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:26.363306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:26.363349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:26.492156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:26.492407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:26.492456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:26.492487] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:26.496695] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-12-25T20:32:26.497057] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-25T20:32:26.497219] [INFO ] [sig       ] STLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:26.643693] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STLD.txt
[2025-12-25T20:32:26.643880] [INFO ] [sig       ] [3010/3552] Completed STLD in 0.4s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:26.643924] [INFO ] [sig       ] [3011/3552] Forecasting STM...
[2025-12-25T20:32:26.643954] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-25T20:32:26.643984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-25T20:32:26.656150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-25T20:32:26.656653] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-25T20:32:26.657456] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-25T20:32:26.657508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:26.657541] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:26.657568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:26.657647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:26.713662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:26.714554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:26.714692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:26.714725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:26.837193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:26.837360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:26.837400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:26.837429] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:26.840807] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=37.80%)
[2025-12-25T20:32:26.841080] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-25T20:32:26.841202] [INFO ] [sig       ] STM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:26.980809] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STM.txt
[2025-12-25T20:32:26.980979] [INFO ] [sig       ] [3011/3552] Completed STM in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:26.981021] [INFO ] [sig       ] [3012/3552] Forecasting STN...
[2025-12-25T20:32:26.981051] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-25T20:32:26.981081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-25T20:32:26.991896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-25T20:32:26.992278] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-25T20:32:26.993052] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-25T20:32:26.993104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:26.993135] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:26.993161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:26.993219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:27.050025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:27.050886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:27.050968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:27.051001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:27.169348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:27.169513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:27.169555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:27.169602] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:27.173012] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=22.25%)
[2025-12-25T20:32:27.173313] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-25T20:32:27.173438] [INFO ] [sig       ] STN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:27.373856] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STN.txt
[2025-12-25T20:32:27.374210] [INFO ] [sig       ] [3012/3552] Completed STN in 0.4s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:27.374256] [INFO ] [sig       ] [3013/3552] Forecasting STNE...
[2025-12-25T20:32:27.374287] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-25T20:32:27.374318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-25T20:32:27.384628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-25T20:32:27.385007] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-25T20:32:27.385792] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-25T20:32:27.385843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:27.385874] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:27.385900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:27.385957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:27.442527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:27.443374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:27.443459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:27.443492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:27.573167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:27.573332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:27.573374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:27.573403] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:27.577015] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-12-25T20:32:27.577332] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-25T20:32:27.577472] [INFO ] [sig       ] STNE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:27.727808] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STNE.txt
[2025-12-25T20:32:27.727959] [INFO ] [sig       ] [3013/3552] Completed STNE in 0.4s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:27.727998] [INFO ] [sig       ] [3014/3552] Forecasting STOK...
[2025-12-25T20:32:27.728027] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-25T20:32:27.728057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-25T20:32:27.738537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-25T20:32:27.738929] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-25T20:32:27.739717] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-25T20:32:27.739769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:27.739800] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:27.739826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:27.739882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:27.796417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:27.797228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:27.797331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:27.797365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:27.922680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:27.922841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:27.922881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:27.922911] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:27.926224] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: DOWN (p=19.91%)
[2025-12-25T20:32:27.926516] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-25T20:32:27.926654] [INFO ] [sig       ] STOK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:28.065218] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STOK.txt
[2025-12-25T20:32:28.065402] [INFO ] [sig       ] [3014/3552] Completed STOK in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:28.065445] [INFO ] [sig       ] [3015/3552] Forecasting STRA...
[2025-12-25T20:32:28.065475] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-25T20:32:28.065536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-25T20:32:28.075181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-25T20:32:28.075539] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-25T20:32:28.076326] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-25T20:32:28.076378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:28.076410] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:28.076437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:28.076494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:28.132819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:28.133661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:28.133742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:28.133775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:28.254435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:28.254607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:28.254648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:28.254676] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:28.258251] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=61.40%)
[2025-12-25T20:32:28.258522] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-25T20:32:28.258661] [INFO ] [sig       ] STRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:28.399900] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STRA.txt
[2025-12-25T20:32:28.400068] [INFO ] [sig       ] [3015/3552] Completed STRA in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:28.400110] [INFO ] [sig       ] [3016/3552] Forecasting STRL...
[2025-12-25T20:32:28.400139] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-25T20:32:28.400169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-25T20:32:28.410296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-25T20:32:28.410665] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-25T20:32:28.411452] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-25T20:32:28.411504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:28.411535] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:28.411562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:28.411642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:28.468218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:28.468999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:28.469080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:28.469113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:28.593137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:28.593287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:28.593348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:28.593378] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:28.596711] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2025-12-25T20:32:28.596991] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-25T20:32:28.597113] [INFO ] [sig       ] STRL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:28.738112] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STRL.txt
[2025-12-25T20:32:28.738278] [INFO ] [sig       ] [3016/3552] Completed STRL in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:28.738320] [INFO ] [sig       ] [3017/3552] Forecasting STRS...
[2025-12-25T20:32:28.738350] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-25T20:32:28.738380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-25T20:32:28.747493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-25T20:32:28.747788] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-25T20:32:28.748521] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-25T20:32:28.748600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:28.748637] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:28.748664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:28.748722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:28.804833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:28.805691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:28.805775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:28.805810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:28.898233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:28.898605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:28.898646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:28.898675] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:28.902379] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=19.36%)
[2025-12-25T20:32:28.902675] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-25T20:32:28.902800] [INFO ] [sig       ] STRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:29.067868] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STRS.txt
[2025-12-25T20:32:29.068108] [INFO ] [sig       ] [3017/3552] Completed STRS in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:29.068156] [INFO ] [sig       ] [3018/3552] Forecasting STSS...
[2025-12-25T20:32:29.068187] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-25T20:32:29.068217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-25T20:32:29.079054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-25T20:32:29.079499] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-25T20:32:29.080340] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-25T20:32:29.080416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:29.080476] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:29.080505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:29.080564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:29.137819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:29.138790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:29.138875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:29.138910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:29.270449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:29.270630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:29.270673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:29.270702] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:29.274653] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=41.71%)
[2025-12-25T20:32:29.274962] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-25T20:32:29.275099] [INFO ] [sig       ] STSS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:29.416283] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STSS.txt
[2025-12-25T20:32:29.416424] [INFO ] [sig       ] [3018/3552] Completed STSS in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:29.416463] [INFO ] [sig       ] [3019/3552] Forecasting STTK...
[2025-12-25T20:32:29.416494] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-25T20:32:29.416522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-25T20:32:29.426662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-25T20:32:29.426968] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-25T20:32:29.427756] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-25T20:32:29.427808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:29.427839] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:29.427864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:29.427921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:29.484233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:29.484853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:29.484930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:29.484962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:29.604630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:29.604800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:29.604844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:29.604872] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:29.608341] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: DOWN (p=22.36%)
[2025-12-25T20:32:29.608654] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-25T20:32:29.608783] [INFO ] [sig       ] STTK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:29.747616] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STTK.txt
[2025-12-25T20:32:29.747764] [INFO ] [sig       ] [3019/3552] Completed STTK in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:29.747803] [INFO ] [sig       ] [3020/3552] Forecasting STVN...
[2025-12-25T20:32:29.747832] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-25T20:32:29.747862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-25T20:32:29.758462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-25T20:32:29.758838] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-25T20:32:29.759652] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-25T20:32:29.759704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:29.759751] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:29.759778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:29.759835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:29.815984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:29.816621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:29.816697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:29.816729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:29.931285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:29.931388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:29.931423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:29.931450] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:29.934521] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=21.48%)
[2025-12-25T20:32:29.934807] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-25T20:32:29.934930] [INFO ] [sig       ] STVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:30.073309] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STVN.txt
[2025-12-25T20:32:30.073445] [INFO ] [sig       ] [3020/3552] Completed STVN in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:30.073485] [INFO ] [sig       ] [3021/3552] Forecasting STWD...
[2025-12-25T20:32:30.073514] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-25T20:32:30.073544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-25T20:32:30.083796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-25T20:32:30.084084] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-25T20:32:30.084843] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-25T20:32:30.084894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:30.084924] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:30.084950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:30.085007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:30.141935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:30.142506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:30.142599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:30.142633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:30.260004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:30.260164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:30.260203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:30.260286] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:30.263652] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2025-12-25T20:32:30.263932] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-25T20:32:30.264055] [INFO ] [sig       ] STWD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:30.403542] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STWD.txt
[2025-12-25T20:32:30.403732] [INFO ] [sig       ] [3021/3552] Completed STWD in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:30.403773] [INFO ] [sig       ] [3022/3552] Forecasting STX...
[2025-12-25T20:32:30.403806] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-25T20:32:30.403865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-25T20:32:30.414020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-25T20:32:30.414423] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-25T20:32:30.415257] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-25T20:32:30.415314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:30.415346] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:30.415373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:30.415431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:30.471219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:30.472043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:30.472127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:30.472159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:30.591671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:30.591832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:30.591871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:30.591900] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:30.595207] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-12-25T20:32:30.595471] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-25T20:32:30.595609] [INFO ] [sig       ] STX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:30.736725] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STX.txt
[2025-12-25T20:32:30.736887] [INFO ] [sig       ] [3022/3552] Completed STX in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:30.736927] [INFO ] [sig       ] [3023/3552] Forecasting STXE...
[2025-12-25T20:32:30.736957] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-25T20:32:30.736986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-25T20:32:30.746928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-25T20:32:30.747320] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-25T20:32:30.748114] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-25T20:32:30.748168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:30.748198] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:30.748224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:30.748281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:30.804342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:30.804976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:30.805076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:30.805110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:30.912085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:30.912254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:30.912294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:30.912323] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:30.915751] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=9.96%)
[2025-12-25T20:32:30.916046] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-25T20:32:30.916173] [INFO ] [sig       ] STXE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:31.055867] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STXE.txt
[2025-12-25T20:32:31.056039] [INFO ] [sig       ] [3023/3552] Completed STXE in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-25T20:32:31.056086] [INFO ] [sig       ] [3024/3552] Forecasting STXG...
[2025-12-25T20:32:31.056118] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-25T20:32:31.056148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-25T20:32:31.066437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-25T20:32:31.066870] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-25T20:32:31.067656] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-25T20:32:31.067709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:31.067740] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:31.067766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:31.067823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:31.124642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:31.125482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:31.125568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:31.125623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:31.235023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:31.235396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:31.235439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:31.235466] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:31.239109] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-12-25T20:32:31.239424] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-25T20:32:31.239549] [INFO ] [sig       ] STXG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:31.378977] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STXG.txt
[2025-12-25T20:32:31.379139] [INFO ] [sig       ] [3024/3552] Completed STXG in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-25T20:32:31.379181] [INFO ] [sig       ] [3025/3552] Forecasting SUI...
[2025-12-25T20:32:31.379210] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-25T20:32:31.379269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-25T20:32:31.389713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-25T20:32:31.390078] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-25T20:32:31.390865] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-25T20:32:31.390917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:31.390949] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:31.390975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:31.391033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:31.448100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:31.448953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:31.449034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:31.449065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:31.570002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:31.570163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:31.570205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:31.570233] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:31.573721] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=9.94%)
[2025-12-25T20:32:31.574078] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-25T20:32:31.574237] [INFO ] [sig       ] SUI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:31.718563] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SUI.txt
[2025-12-25T20:32:31.718754] [INFO ] [sig       ] [3025/3552] Completed SUI in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-25T20:32:31.718795] [INFO ] [sig       ] [3026/3552] Forecasting SUN...
[2025-12-25T20:32:31.718825] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-25T20:32:31.718855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-25T20:32:31.729939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-25T20:32:31.730338] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-25T20:32:31.731141] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-25T20:32:31.731193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:31.731225] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:31.731252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:31.731309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:31.789798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:31.790782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:31.790884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:31.790918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:31.911530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:31.911705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:31.911746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:31.911776] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:31.915193] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-12-25T20:32:31.915486] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-25T20:32:31.915633] [INFO ] [sig       ] SUN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:32.059394] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SUN.txt
[2025-12-25T20:32:32.059540] [INFO ] [sig       ] [3026/3552] Completed SUN in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-25T20:32:32.059597] [INFO ] [sig       ] [3027/3552] Forecasting SUNS...
[2025-12-25T20:32:32.059629] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-25T20:32:32.059682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-25T20:32:32.069791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-25T20:32:32.070116] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-25T20:32:32.070892] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-25T20:32:32.070943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:32.070974] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:32.071001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:32.071058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:32.127858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:32.128600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:32.128687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:32.128719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:32.252384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:32.252625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:32.252669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:32.252723] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:32.256264] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: UP (p=61.35%)
[2025-12-25T20:32:32.256549] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-25T20:32:32.256695] [INFO ] [sig       ] SUNS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:32.398975] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SUNS.txt
[2025-12-25T20:32:32.399141] [INFO ] [sig       ] [3027/3552] Completed SUNS in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-25T20:32:32.399186] [INFO ] [sig       ] [3028/3552] Forecasting SUPN...
[2025-12-25T20:32:32.399222] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-25T20:32:32.399268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-25T20:32:32.409858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-25T20:32:32.410290] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-25T20:32:32.411107] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-25T20:32:32.411160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:32.411193] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:32.411220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:32.411278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:32.469643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:32.470501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:32.470640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:32.470676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:32.597059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:32.597218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:32.597258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:32.597287] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:32.600752] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=90.69%)
[2025-12-25T20:32:32.601037] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-25T20:32:32.601167] [INFO ] [sig       ] SUPN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:32.740854] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SUPN.txt
[2025-12-25T20:32:32.740994] [INFO ] [sig       ] [3028/3552] Completed SUPN in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-25T20:32:32.741033] [INFO ] [sig       ] [3029/3552] Forecasting SURG...
[2025-12-25T20:32:32.741064] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-25T20:32:32.741093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-25T20:32:32.752154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-25T20:32:32.752611] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-25T20:32:32.753391] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-25T20:32:32.753444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:32.753476] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:32.753502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:32.753560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:32.810070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:32.810960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:32.811061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:32.811094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:32.928955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:32.929131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:32.929171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:32.929199] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:32.932779] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=28.21%)
[2025-12-25T20:32:32.933085] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-25T20:32:32.933226] [INFO ] [sig       ] SURG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:33.073334] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SURG.txt
[2025-12-25T20:32:33.073506] [INFO ] [sig       ] [3029/3552] Completed SURG in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-25T20:32:33.073551] [INFO ] [sig       ] [3030/3552] Forecasting SUSB...
[2025-12-25T20:32:33.073602] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-25T20:32:33.073664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-25T20:32:33.083954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-25T20:32:33.084340] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-25T20:32:33.085137] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-25T20:32:33.085190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:33.085223] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:33.085251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:33.085309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:33.142284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:33.143168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:33.143255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:33.143288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:33.263747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:33.263907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:33.263947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:33.263976] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:33.267400] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: DOWN (p=30.71%)
[2025-12-25T20:32:33.267714] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-25T20:32:33.267849] [INFO ] [sig       ] SUSB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:33.409635] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SUSB.txt
[2025-12-25T20:32:33.409806] [INFO ] [sig       ] [3030/3552] Completed SUSB in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-25T20:32:33.409846] [INFO ] [sig       ] [3031/3552] Forecasting SUSC...
[2025-12-25T20:32:33.409878] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-25T20:32:33.409908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-25T20:32:33.420240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-25T20:32:33.420660] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-25T20:32:33.421421] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-25T20:32:33.421473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:33.421522] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:33.421551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:33.421636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:33.478449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:33.479349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:33.479437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:33.479469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:33.599916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:33.600082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:33.600122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:33.600152] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:33.603500] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-12-25T20:32:33.603811] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-25T20:32:33.603938] [INFO ] [sig       ] SUSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:33.748749] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SUSC.txt
[2025-12-25T20:32:33.748945] [INFO ] [sig       ] [3031/3552] Completed SUSC in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-25T20:32:33.748987] [INFO ] [sig       ] [3032/3552] Forecasting SUSL...
[2025-12-25T20:32:33.749017] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-25T20:32:33.749073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-25T20:32:33.759182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-25T20:32:33.759647] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-25T20:32:33.760431] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-25T20:32:33.760483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:33.760517] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:33.760545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:33.760636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:33.820309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:33.821200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:33.821288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:33.821321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:33.937712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:33.937871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:33.937911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:33.937940] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:33.941347] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=44.15%)
[2025-12-25T20:32:33.941644] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-25T20:32:33.941768] [INFO ] [sig       ] SUSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:34.083834] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SUSL.txt
[2025-12-25T20:32:34.083984] [INFO ] [sig       ] [3032/3552] Completed SUSL in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-25T20:32:34.084026] [INFO ] [sig       ] [3033/3552] Forecasting SUUN...
[2025-12-25T20:32:34.084055] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-25T20:32:34.084085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-25T20:32:34.097157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-25T20:32:34.097903] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-25T20:32:34.098926] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-25T20:32:34.098983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:34.099018] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:34.099046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:34.099115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:34.162761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:34.163916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:34.164014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:34.164047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:34.294955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:34.295121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:34.295162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:34.295191] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:34.298748] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=20.19%)
[2025-12-25T20:32:34.299083] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-25T20:32:34.299431] [INFO ] [sig       ] SUUN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:34.444104] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SUUN.txt
[2025-12-25T20:32:34.444278] [INFO ] [sig       ] [3033/3552] Completed SUUN in 0.4s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-25T20:32:34.444320] [INFO ] [sig       ] [3034/3552] Forecasting SUZ...
[2025-12-25T20:32:34.444352] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-25T20:32:34.444384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-25T20:32:34.454807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-25T20:32:34.455150] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-25T20:32:34.455954] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-25T20:32:34.456008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:34.456042] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:34.456069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:34.456128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:34.514708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:34.515636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:34.515723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:34.515757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:34.645945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:34.646113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:34.646154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:34.646185] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:34.649992] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=36.92%)
[2025-12-25T20:32:34.650356] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-25T20:32:34.650500] [INFO ] [sig       ] SUZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:34.799761] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SUZ.txt
[2025-12-25T20:32:34.799942] [INFO ] [sig       ] [3034/3552] Completed SUZ in 0.4s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-25T20:32:34.799993] [INFO ] [sig       ] [3035/3552] Forecasting SVC...
[2025-12-25T20:32:34.800086] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-25T20:32:34.800120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-25T20:32:34.810673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-25T20:32:34.811048] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-25T20:32:34.811836] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-25T20:32:34.811888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:34.811966] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:34.811996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:34.812054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:34.871436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:34.872330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:34.872421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:34.872456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:34.992197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:34.992357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:34.992399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:34.992429] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:34.996027] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2025-12-25T20:32:34.996314] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-25T20:32:34.996440] [INFO ] [sig       ] SVC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:35.136591] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SVC.txt
[2025-12-25T20:32:35.136741] [INFO ] [sig       ] [3035/3552] Completed SVC in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-25T20:32:35.136781] [INFO ] [sig       ] [3036/3552] Forecasting SVCO...
[2025-12-25T20:32:35.136810] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-25T20:32:35.136839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-25T20:32:35.146841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-25T20:32:35.147144] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-25T20:32:35.147909] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-25T20:32:35.147961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:35.147992] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:35.148018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:35.148076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:35.204790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:35.205434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:35.205517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:35.205551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:35.326614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:35.326782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:35.326832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:35.326864] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:35.330551] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: DOWN (p=15.48%)
[2025-12-25T20:32:35.330851] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-25T20:32:35.330987] [INFO ] [sig       ] SVCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:35.472189] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SVCO.txt
[2025-12-25T20:32:35.472373] [INFO ] [sig       ] [3036/3552] Completed SVCO in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-25T20:32:35.472423] [INFO ] [sig       ] [3037/3552] Forecasting SVRA...
[2025-12-25T20:32:35.472455] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-25T20:32:35.472486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-25T20:32:35.483565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-25T20:32:35.484014] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-25T20:32:35.485030] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-25T20:32:35.485093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:35.485134] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:35.485171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:35.485249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:35.544419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:35.545281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:35.545365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:35.545396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:35.664600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:35.664765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:35.664808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:35.664837] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:35.668241] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-25T20:32:35.668517] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-25T20:32:35.668659] [INFO ] [sig       ] SVRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:35.809738] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SVRA.txt
[2025-12-25T20:32:35.809901] [INFO ] [sig       ] [3037/3552] Completed SVRA in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-25T20:32:35.809942] [INFO ] [sig       ] [3038/3552] Forecasting SWBI...
[2025-12-25T20:32:35.809973] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-25T20:32:35.810007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-25T20:32:35.819739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-25T20:32:35.820113] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-25T20:32:35.820916] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-25T20:32:35.820968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:35.820999] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:35.821026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:35.821083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:35.877506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:35.878313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:35.878401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:35.878446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:36.000964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:36.001121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:36.001161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:36.001237] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:36.004697] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: UP (p=58.54%)
[2025-12-25T20:32:36.004989] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-25T20:32:36.005120] [INFO ] [sig       ] SWBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:36.145053] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SWBI.txt
[2025-12-25T20:32:36.145200] [INFO ] [sig       ] [3038/3552] Completed SWBI in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-25T20:32:36.145240] [INFO ] [sig       ] [3039/3552] Forecasting SWIM...
[2025-12-25T20:32:36.145270] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-25T20:32:36.145300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-25T20:32:36.155281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-25T20:32:36.155661] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-25T20:32:36.156451] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-25T20:32:36.156504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:36.156535] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:36.156562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:36.156638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:36.217082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:36.217907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:36.217988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:36.218023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:36.339280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:36.339441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:36.339481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:36.339510] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:36.343006] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=46.05%)
[2025-12-25T20:32:36.343296] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-25T20:32:36.343434] [INFO ] [sig       ] SWIM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:36.495630] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SWIM.txt
[2025-12-25T20:32:36.495776] [INFO ] [sig       ] [3039/3552] Completed SWIM in 0.4s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-25T20:32:36.495818] [INFO ] [sig       ] [3040/3552] Forecasting SWK...
[2025-12-25T20:32:36.495853] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-25T20:32:36.495894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-25T20:32:36.506107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-25T20:32:36.506439] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-25T20:32:36.507223] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-25T20:32:36.507276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:36.507307] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:36.507333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:36.507396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:36.564816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:36.565522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:36.565619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:36.565670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:36.683759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:36.683913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:36.683953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:36.683987] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:36.687400] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-25T20:32:36.687734] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-25T20:32:36.687870] [INFO ] [sig       ] SWK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:36.827537] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SWK.txt
[2025-12-25T20:32:36.827711] [INFO ] [sig       ] [3040/3552] Completed SWK in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-25T20:32:36.827753] [INFO ] [sig       ] [3041/3552] Forecasting SWKS...
[2025-12-25T20:32:36.827781] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-25T20:32:36.827813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-25T20:32:36.837849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-25T20:32:36.838228] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-25T20:32:36.839039] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-25T20:32:36.839092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:36.839125] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:36.839152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:36.839212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:36.896873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:36.897738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:36.897821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:36.897854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:37.018868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:37.019021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:37.019060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:37.019089] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:37.025960] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2025-12-25T20:32:37.026258] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-25T20:32:37.026387] [INFO ] [sig       ] SWKS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:37.166085] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SWKS.txt
[2025-12-25T20:32:37.166235] [INFO ] [sig       ] [3041/3552] Completed SWKS in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-25T20:32:37.166275] [INFO ] [sig       ] [3042/3552] Forecasting SWX...
[2025-12-25T20:32:37.166305] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-25T20:32:37.166335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-25T20:32:37.177685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-25T20:32:37.178057] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-25T20:32:37.178841] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-25T20:32:37.178893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:37.178925] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:37.178952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:37.179027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:37.236134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:37.236992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:37.237076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:37.237107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:37.353367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:37.353522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:37.353563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:37.353610] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:37.356918] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-12-25T20:32:37.357194] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-25T20:32:37.357315] [INFO ] [sig       ] SWX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:37.495473] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SWX.txt
[2025-12-25T20:32:37.495639] [INFO ] [sig       ] [3042/3552] Completed SWX in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-25T20:32:37.495681] [INFO ] [sig       ] [3043/3552] Forecasting SWZ...
[2025-12-25T20:32:37.495710] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-25T20:32:37.495740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-25T20:32:37.505621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-25T20:32:37.505983] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-25T20:32:37.506753] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-25T20:32:37.506805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:37.506837] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:37.506864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:37.506921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:37.562917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:37.563608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:37.563688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:37.563719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:37.672219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:37.672379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:37.672418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:37.672446] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:37.675772] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=57.47%)
[2025-12-25T20:32:37.676047] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-25T20:32:37.676167] [INFO ] [sig       ] SWZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:37.814178] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SWZ.txt
[2025-12-25T20:32:37.814337] [INFO ] [sig       ] [3043/3552] Completed SWZ in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-25T20:32:37.814378] [INFO ] [sig       ] [3044/3552] Forecasting SXC...
[2025-12-25T20:32:37.814408] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-25T20:32:37.814439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-25T20:32:37.824623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-25T20:32:37.824977] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-25T20:32:37.825751] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-25T20:32:37.825841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:37.825874] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:37.825901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:37.825959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:37.881226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:37.881930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:37.882008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:37.882039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:38.001335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:38.001492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:38.001530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:38.001557] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:38.004890] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=26.28%)
[2025-12-25T20:32:38.005164] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-25T20:32:38.005285] [INFO ] [sig       ] SXC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:38.143184] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SXC.txt
[2025-12-25T20:32:38.143336] [INFO ] [sig       ] [3044/3552] Completed SXC in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-25T20:32:38.143377] [INFO ] [sig       ] [3045/3552] Forecasting SXI...
[2025-12-25T20:32:38.143406] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-25T20:32:38.143461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-25T20:32:38.153721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-25T20:32:38.154081] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-25T20:32:38.154850] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-25T20:32:38.154902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:38.154933] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:38.154965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:38.155035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:38.214182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:38.215253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:38.215378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:38.215412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:38.337270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:38.337416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:38.337455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:38.337485] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:38.340884] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=17.18%)
[2025-12-25T20:32:38.341202] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-25T20:32:38.341325] [INFO ] [sig       ] SXI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:38.479150] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SXI.txt
[2025-12-25T20:32:38.479277] [INFO ] [sig       ] [3045/3552] Completed SXI in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-25T20:32:38.479317] [INFO ] [sig       ] [3046/3552] Forecasting SXTC...
[2025-12-25T20:32:38.479346] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-25T20:32:38.479375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-25T20:32:38.488901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-25T20:32:38.489194] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-25T20:32:38.490006] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-25T20:32:38.490071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:38.490109] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:38.490142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:38.490208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:38.546246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:38.546874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:38.546951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:38.546982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:38.666316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:38.666454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:38.666493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:38.666521] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:38.669886] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: UP (p=69.09%)
[2025-12-25T20:32:38.670168] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-25T20:32:38.670303] [INFO ] [sig       ] SXTC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:38.808730] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SXTC.txt
[2025-12-25T20:32:38.808845] [INFO ] [sig       ] [3046/3552] Completed SXTC in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-25T20:32:38.808883] [INFO ] [sig       ] [3047/3552] Forecasting SY...
[2025-12-25T20:32:38.808913] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-25T20:32:38.808942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-25T20:32:38.818600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-25T20:32:38.818885] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-25T20:32:38.819671] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-25T20:32:38.819722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:38.819753] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:38.819779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:38.819836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:38.875776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:38.876379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:38.876474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:38.876509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:38.990098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:38.990257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:38.990298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:38.990327] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:38.993710] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-25T20:32:38.993985] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-25T20:32:38.994106] [INFO ] [sig       ] SY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:39.131481] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SY.txt
[2025-12-25T20:32:39.131646] [INFO ] [sig       ] [3047/3552] Completed SY in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-25T20:32:39.131712] [INFO ] [sig       ] [3048/3552] Forecasting SYF...
[2025-12-25T20:32:39.131743] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-25T20:32:39.131772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-25T20:32:39.141455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-25T20:32:39.141785] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-25T20:32:39.142529] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-25T20:32:39.142609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:39.142647] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:39.142675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:39.142733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:39.200311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:39.201013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:39.201094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:39.201125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:39.333627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:39.333795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:39.333836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:39.333865] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:39.337559] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2025-12-25T20:32:39.337900] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-25T20:32:39.338046] [INFO ] [sig       ] SYF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:39.493718] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SYF.txt
[2025-12-25T20:32:39.494003] [INFO ] [sig       ] [3048/3552] Completed SYF in 0.4s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-25T20:32:39.494059] [INFO ] [sig       ] [3049/3552] Forecasting SYK...
[2025-12-25T20:32:39.494101] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-25T20:32:39.494140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-25T20:32:39.504968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-25T20:32:39.505328] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-25T20:32:39.506145] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-25T20:32:39.506197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:39.506229] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:39.506255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:39.506312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:39.567349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:39.568409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:39.568507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:39.568541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:39.703085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:39.703242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:39.703284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:39.703313] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:39.706949] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=13.22%)
[2025-12-25T20:32:39.707275] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-25T20:32:39.707408] [INFO ] [sig       ] SYK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:39.849264] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SYK.txt
[2025-12-25T20:32:39.849402] [INFO ] [sig       ] [3049/3552] Completed SYK in 0.4s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-25T20:32:39.849442] [INFO ] [sig       ] [3050/3552] Forecasting SYM...
[2025-12-25T20:32:39.849471] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-25T20:32:39.849501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-25T20:32:39.859619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-25T20:32:39.859972] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-25T20:32:39.860821] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-25T20:32:39.860875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:39.860908] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:39.860937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:39.860996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:39.919677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:39.920466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:39.920548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:39.920599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:40.041122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:40.041275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:40.041315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:40.041343] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:40.044768] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-25T20:32:40.045056] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-25T20:32:40.045182] [INFO ] [sig       ] SYM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:40.189372] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SYM.txt
[2025-12-25T20:32:40.189514] [INFO ] [sig       ] [3050/3552] Completed SYM in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-25T20:32:40.189553] [INFO ] [sig       ] [3051/3552] Forecasting SYNA...
[2025-12-25T20:32:40.189626] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-25T20:32:40.189659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-25T20:32:40.202530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-25T20:32:40.202928] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-25T20:32:40.203741] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-25T20:32:40.203792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:40.203824] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:40.203851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:40.203907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:40.260955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:40.261873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:40.261951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:40.261983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:40.381897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:40.382056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:40.382125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:40.382156] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:40.385459] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: DOWN (p=48.10%)
[2025-12-25T20:32:40.385753] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-25T20:32:40.385877] [INFO ] [sig       ] SYNA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:40.523963] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SYNA.txt
[2025-12-25T20:32:40.524124] [INFO ] [sig       ] [3051/3552] Completed SYNA in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-25T20:32:40.524168] [INFO ] [sig       ] [3052/3552] Forecasting SYRE...
[2025-12-25T20:32:40.524205] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-25T20:32:40.524237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-25T20:32:40.535093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-25T20:32:40.535421] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-25T20:32:40.536192] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-25T20:32:40.536244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:40.536319] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:40.536348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:40.536406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:40.592499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:40.593325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:40.593405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:40.593437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:40.714192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:40.714351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:40.714390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:40.714419] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:40.717763] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: DOWN (p=49.07%)
[2025-12-25T20:32:40.718040] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-25T20:32:40.718163] [INFO ] [sig       ] SYRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:40.856388] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SYRE.txt
[2025-12-25T20:32:40.856526] [INFO ] [sig       ] [3052/3552] Completed SYRE in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-25T20:32:40.856566] [INFO ] [sig       ] [3053/3552] Forecasting SYY...
[2025-12-25T20:32:40.856614] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-25T20:32:40.856645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-25T20:32:40.866442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-25T20:32:40.866792] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-25T20:32:40.867544] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-25T20:32:40.867613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:40.867646] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:40.867672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:40.867729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:40.923277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:40.923921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:40.923998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:40.924029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:41.043248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:41.043400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:41.043439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:41.043468] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:41.046791] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=52.53%)
[2025-12-25T20:32:41.047067] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-25T20:32:41.047211] [INFO ] [sig       ] SYY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:41.185649] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SYY.txt
[2025-12-25T20:32:41.185791] [INFO ] [sig       ] [3053/3552] Completed SYY in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-25T20:32:41.185831] [INFO ] [sig       ] [3054/3552] Forecasting TAC...
[2025-12-25T20:32:41.185867] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-25T20:32:41.185897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-25T20:32:41.196086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-25T20:32:41.196397] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-25T20:32:41.197170] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-25T20:32:41.197222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:41.197253] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:41.197279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:41.197335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:41.253310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:41.253967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:41.254046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:41.254077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:41.369758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:41.369879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:41.369916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:41.369943] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:41.373304] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=57.89%)
[2025-12-25T20:32:41.373595] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-25T20:32:41.373716] [INFO ] [sig       ] TAC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:41.515015] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TAC.txt
[2025-12-25T20:32:41.515249] [INFO ] [sig       ] [3054/3552] Completed TAC in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-25T20:32:41.515294] [INFO ] [sig       ] [3055/3552] Forecasting TAK...
[2025-12-25T20:32:41.515325] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-25T20:32:41.515356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-25T20:32:41.525545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-25T20:32:41.525908] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-25T20:32:41.526709] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-25T20:32:41.526760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:41.526806] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:41.526834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:41.526892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:41.583561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:41.584457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:41.584541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:41.584591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:41.702029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:41.702190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:41.702232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:41.702289] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:41.705717] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-12-25T20:32:41.706007] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-25T20:32:41.706138] [INFO ] [sig       ] TAK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:41.849689] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TAK.txt
[2025-12-25T20:32:41.849844] [INFO ] [sig       ] [3055/3552] Completed TAK in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-25T20:32:41.849886] [INFO ] [sig       ] [3056/3552] Forecasting TAL...
[2025-12-25T20:32:41.849917] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-25T20:32:41.849948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-25T20:32:41.860154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-25T20:32:41.860489] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-25T20:32:41.861307] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-25T20:32:41.861360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:41.861393] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:41.861420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:41.861478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:41.919998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:41.920779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:41.920860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:41.920892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:42.037495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:42.037663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:42.037707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:42.037745] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:42.041475] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=73.89%)
[2025-12-25T20:32:42.041789] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-25T20:32:42.041920] [INFO ] [sig       ] TAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:42.181168] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TAL.txt
[2025-12-25T20:32:42.181316] [INFO ] [sig       ] [3056/3552] Completed TAL in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-25T20:32:42.181356] [INFO ] [sig       ] [3057/3552] Forecasting TALK...
[2025-12-25T20:32:42.181386] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-25T20:32:42.181441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-25T20:32:42.191177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-25T20:32:42.191522] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-25T20:32:42.192311] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-25T20:32:42.192363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:42.192401] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:42.192438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:42.192508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:42.249102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:42.249793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:42.249876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:42.249908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:42.370832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:42.371017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:42.371058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:42.371087] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:42.374717] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-12-25T20:32:42.375038] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-25T20:32:42.375169] [INFO ] [sig       ] TALK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:42.512701] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TALK.txt
[2025-12-25T20:32:42.512842] [INFO ] [sig       ] [3057/3552] Completed TALK in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-25T20:32:42.512882] [INFO ] [sig       ] [3058/3552] Forecasting TALO...
[2025-12-25T20:32:42.512912] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-25T20:32:42.512942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-25T20:32:42.522649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-25T20:32:42.522988] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-25T20:32:42.523752] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-25T20:32:42.523803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:42.523835] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:42.523861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:42.523919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:42.581177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:42.581997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:42.582080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:42.582113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:42.703900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:42.704078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:42.704122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:42.704151] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:42.707535] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-12-25T20:32:42.707850] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-25T20:32:42.707977] [INFO ] [sig       ] TALO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:42.847830] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TALO.txt
[2025-12-25T20:32:42.847986] [INFO ] [sig       ] [3058/3552] Completed TALO in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-25T20:32:42.848027] [INFO ] [sig       ] [3059/3552] Forecasting TAOP...
[2025-12-25T20:32:42.848110] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-25T20:32:42.848147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-25T20:32:42.857770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-25T20:32:42.858151] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-25T20:32:42.859004] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-25T20:32:42.859058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:42.859092] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:42.859120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:42.859179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:42.916469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:42.917267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:42.917351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:42.917383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:43.032894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:43.033058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:43.033097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:43.033124] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:43.036443] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=23.38%)
[2025-12-25T20:32:43.036743] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-25T20:32:43.036865] [INFO ] [sig       ] TAOP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:43.179067] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TAOP.txt
[2025-12-25T20:32:43.179297] [INFO ] [sig       ] [3059/3552] Completed TAOP in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-25T20:32:43.179349] [INFO ] [sig       ] [3060/3552] Forecasting TAP...
[2025-12-25T20:32:43.179387] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-25T20:32:43.179423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-25T20:32:43.189841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-25T20:32:43.190230] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-25T20:32:43.191018] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-25T20:32:43.191070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:43.191101] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:43.191127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:43.191183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:43.248447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:43.249366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:43.249454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:43.249487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:43.366643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:43.366807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:43.366848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:43.366876] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:43.370266] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-25T20:32:43.370546] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-25T20:32:43.370712] [INFO ] [sig       ] TAP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:43.507852] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TAP.txt
[2025-12-25T20:32:43.508015] [INFO ] [sig       ] [3060/3552] Completed TAP in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-25T20:32:43.508057] [INFO ] [sig       ] [3061/3552] Forecasting TARA...
[2025-12-25T20:32:43.508086] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-25T20:32:43.508116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-25T20:32:43.518461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-25T20:32:43.518865] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-25T20:32:43.519708] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-25T20:32:43.519759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:43.519791] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:43.519817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:43.519873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:43.575122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:43.575884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:43.575966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:43.575999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:43.693595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:43.693755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:43.693794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:43.693822] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:43.697379] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: UP (p=53.07%)
[2025-12-25T20:32:43.697694] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-25T20:32:43.697824] [INFO ] [sig       ] TARA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:43.835523] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TARA.txt
[2025-12-25T20:32:43.835697] [INFO ] [sig       ] [3061/3552] Completed TARA in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-25T20:32:43.835741] [INFO ] [sig       ] [3062/3552] Forecasting TARK...
[2025-12-25T20:32:43.835771] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-25T20:32:43.835829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-25T20:32:43.846024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-25T20:32:43.846402] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-25T20:32:43.847202] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-25T20:32:43.847254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:43.847285] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:43.847311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:43.847368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:43.902944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:43.903648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:43.903779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:43.903813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:44.027495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:44.027674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:44.027717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:44.027788] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:44.031144] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=4.15%)
[2025-12-25T20:32:44.031425] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-25T20:32:44.031549] [INFO ] [sig       ] TARK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:44.168943] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TARK.txt
[2025-12-25T20:32:44.169101] [INFO ] [sig       ] [3062/3552] Completed TARK in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-25T20:32:44.169152] [INFO ] [sig       ] [3063/3552] Forecasting TARS...
[2025-12-25T20:32:44.169191] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-25T20:32:44.169226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-25T20:32:44.179375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-25T20:32:44.179759] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-25T20:32:44.180537] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-25T20:32:44.180606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:44.180640] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:44.180666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:44.180724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:44.236012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:44.236780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:44.236862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:44.236894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:44.363434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:44.363620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:44.363662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:44.363690] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:44.366997] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-25T20:32:44.367273] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-25T20:32:44.367397] [INFO ] [sig       ] TARS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:44.511056] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TARS.txt
[2025-12-25T20:32:44.511242] [INFO ] [sig       ] [3063/3552] Completed TARS in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-25T20:32:44.511321] [INFO ] [sig       ] [3064/3552] Forecasting TASK...
[2025-12-25T20:32:44.511368] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-25T20:32:44.511400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-25T20:32:44.521819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-25T20:32:44.522188] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-25T20:32:44.523012] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-25T20:32:44.523066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:44.523110] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:44.523160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:44.523222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:44.587482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:44.588379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:44.588465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:44.588513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:44.711445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:44.711644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:44.711688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:44.711717] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:44.715284] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-25T20:32:44.715594] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-25T20:32:44.715726] [INFO ] [sig       ] TASK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:44.861328] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TASK.txt
[2025-12-25T20:32:44.861500] [INFO ] [sig       ] [3064/3552] Completed TASK in 0.4s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-25T20:32:44.861540] [INFO ] [sig       ] [3065/3552] Forecasting TAYD...
[2025-12-25T20:32:44.861587] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-12-25T20:32:44.861620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-12-25T20:32:44.874825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-12-25T20:32:44.875316] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-12-25T20:32:44.876417] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-12-25T20:32:44.876486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:44.876538] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:44.876603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:44.876695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:44.945346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:44.946267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:44.946361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:44.946393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:45.051098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:45.051275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:45.051317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:45.051345] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:45.054899] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: UP (p=61.77%)
[2025-12-25T20:32:45.055187] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-12-25T20:32:45.055318] [INFO ] [sig       ] TAYD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:45.197757] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TAYD.txt
[2025-12-25T20:32:45.197952] [INFO ] [sig       ] [3065/3552] Completed TAYD in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-25T20:32:45.197997] [INFO ] [sig       ] [3066/3552] Forecasting TBB...
[2025-12-25T20:32:45.198055] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-25T20:32:45.198087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-25T20:32:45.208164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-25T20:32:45.208551] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-25T20:32:45.209399] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-25T20:32:45.209452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:45.209484] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:45.209530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:45.209606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:45.266175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:45.267145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:45.267234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:45.267267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:45.381166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:45.381333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:45.381374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:45.381402] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:45.384884] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-25T20:32:45.385180] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-25T20:32:45.385310] [INFO ] [sig       ] TBB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:45.523927] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TBB.txt
[2025-12-25T20:32:45.524088] [INFO ] [sig       ] [3066/3552] Completed TBB in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-25T20:32:45.524129] [INFO ] [sig       ] [3067/3552] Forecasting TBBK...
[2025-12-25T20:32:45.524159] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-25T20:32:45.524216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-25T20:32:45.534935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-25T20:32:45.535331] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-25T20:32:45.536135] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-25T20:32:45.536194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:45.536228] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:45.536256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:45.536316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:45.592940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:45.593800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:45.593886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:45.593920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:45.712386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:45.712536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:45.712590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:45.712622] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:45.715943] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-25T20:32:45.716208] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-25T20:32:45.716332] [INFO ] [sig       ] TBBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:45.856761] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TBBK.txt
[2025-12-25T20:32:45.856927] [INFO ] [sig       ] [3067/3552] Completed TBBK in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-25T20:32:45.856970] [INFO ] [sig       ] [3068/3552] Forecasting TBI...
[2025-12-25T20:32:45.856999] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-25T20:32:45.857056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-25T20:32:45.867534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-25T20:32:45.867953] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-25T20:32:45.868746] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-25T20:32:45.868798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:45.868829] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:45.868856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:45.868912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:45.925207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:45.926049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:45.926129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:45.926161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:46.052085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:46.052246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:46.052288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:46.052319] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:46.055722] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=99.51%)
[2025-12-25T20:32:46.056000] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-25T20:32:46.056122] [INFO ] [sig       ] TBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:46.198815] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TBI.txt
[2025-12-25T20:32:46.198952] [INFO ] [sig       ] [3068/3552] Completed TBI in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-25T20:32:46.199016] [INFO ] [sig       ] [3069/3552] Forecasting TBIL...
[2025-12-25T20:32:46.199047] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-25T20:32:46.199077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-25T20:32:46.209271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-25T20:32:46.209619] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-25T20:32:46.210376] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-25T20:32:46.210428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:46.210489] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:46.210518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:46.210593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:46.266169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:46.266803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:46.266882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:46.266913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:46.323876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:46.323990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:46.324025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:46.324053] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:46.327228] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-12-25T20:32:46.327490] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-25T20:32:46.327623] [INFO ] [sig       ] TBIL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:46.466223] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TBIL.txt
[2025-12-25T20:32:46.466385] [INFO ] [sig       ] [3069/3552] Completed TBIL in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-25T20:32:46.466457] [INFO ] [sig       ] [3070/3552] Forecasting TBLA...
[2025-12-25T20:32:46.466489] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-25T20:32:46.466527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-25T20:32:46.478958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-25T20:32:46.479356] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-25T20:32:46.480167] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-25T20:32:46.480232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:46.480270] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:46.480303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:46.480374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:46.537002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:46.537873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:46.537956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:46.537988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:46.660248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:46.660408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:46.660447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:46.660475] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:46.663889] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=32.24%)
[2025-12-25T20:32:46.664173] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-25T20:32:46.664304] [INFO ] [sig       ] TBLA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:46.810174] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TBLA.txt
[2025-12-25T20:32:46.810362] [INFO ] [sig       ] [3070/3552] Completed TBLA in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-25T20:32:46.810406] [INFO ] [sig       ] [3071/3552] Forecasting TBLD...
[2025-12-25T20:32:46.810438] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-25T20:32:46.810468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-25T20:32:46.821460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-25T20:32:46.821893] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-25T20:32:46.822767] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-25T20:32:46.822822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:46.822855] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:46.822883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:46.822943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:46.880033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:46.880997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:46.881099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:46.881134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:47.003106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:47.003262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:47.003303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:47.003333] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:47.006852] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=57.35%)
[2025-12-25T20:32:47.007137] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-25T20:32:47.007267] [INFO ] [sig       ] TBLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:47.150229] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TBLD.txt
[2025-12-25T20:32:47.150438] [INFO ] [sig       ] [3071/3552] Completed TBLD in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-25T20:32:47.150492] [INFO ] [sig       ] [3072/3552] Forecasting TBPH...
[2025-12-25T20:32:47.150526] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-25T20:32:47.150600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-25T20:32:47.160980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-25T20:32:47.161389] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-25T20:32:47.162206] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-25T20:32:47.162271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:47.162311] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:47.162354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:47.162440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:47.220877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:47.221816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:47.221907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:47.221969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:47.342558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:47.342736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:47.342777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:47.342840] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:47.346923] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-25T20:32:47.347206] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-25T20:32:47.347350] [INFO ] [sig       ] TBPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:47.491691] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TBPH.txt
[2025-12-25T20:32:47.491859] [INFO ] [sig       ] [3072/3552] Completed TBPH in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-25T20:32:47.491902] [INFO ] [sig       ] [3073/3552] Forecasting TBRG...
[2025-12-25T20:32:47.491934] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-25T20:32:47.491966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-25T20:32:47.502497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-25T20:32:47.502928] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-25T20:32:47.503751] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-25T20:32:47.503807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:47.503840] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:47.503869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:47.503942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:47.562606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:47.563476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:47.563596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:47.563637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:47.690712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:47.690887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:47.690943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:47.690974] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:47.694778] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=60.46%)
[2025-12-25T20:32:47.695119] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-25T20:32:47.695263] [INFO ] [sig       ] TBRG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:47.838197] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TBRG.txt
[2025-12-25T20:32:47.838360] [INFO ] [sig       ] [3073/3552] Completed TBRG in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-25T20:32:47.838401] [INFO ] [sig       ] [3074/3552] Forecasting TCBI...
[2025-12-25T20:32:47.838432] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-25T20:32:47.838463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-25T20:32:47.849672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-25T20:32:47.850058] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-25T20:32:47.850902] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-25T20:32:47.850954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:47.850986] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:47.851013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:47.851071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:47.907186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:47.908141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:47.908226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:47.908262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:48.028767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:48.028920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:48.028959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:48.028988] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:48.032405] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-25T20:32:48.032769] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-25T20:32:48.032931] [INFO ] [sig       ] TCBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:48.178030] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TCBI.txt
[2025-12-25T20:32:48.178224] [INFO ] [sig       ] [3074/3552] Completed TCBI in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-25T20:32:48.178271] [INFO ] [sig       ] [3075/3552] Forecasting TCBIO...
[2025-12-25T20:32:48.178302] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-25T20:32:48.178332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-25T20:32:48.189034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-25T20:32:48.189462] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-25T20:32:48.190273] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-25T20:32:48.190328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:48.190361] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:48.190389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:48.190448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:48.252721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:48.253880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:48.254001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:48.254049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:48.364025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:48.364181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:48.364220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:48.364248] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:48.367568] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2025-12-25T20:32:48.367861] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-25T20:32:48.367987] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:48.509996] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TCBIO.txt
[2025-12-25T20:32:48.510156] [INFO ] [sig       ] [3075/3552] Completed TCBIO in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-25T20:32:48.510197] [INFO ] [sig       ] [3076/3552] Forecasting TCBK...
[2025-12-25T20:32:48.510226] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-25T20:32:48.510278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-25T20:32:48.520855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-25T20:32:48.521166] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-25T20:32:48.521955] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-25T20:32:48.522009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:48.522040] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:48.522067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:48.522125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:48.577206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:48.578159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:48.578241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:48.578274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:48.696114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:48.696274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:48.696313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:48.696341] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:48.699665] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=13.41%)
[2025-12-25T20:32:48.699935] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-25T20:32:48.700058] [INFO ] [sig       ] TCBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:48.843229] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TCBK.txt
[2025-12-25T20:32:48.843406] [INFO ] [sig       ] [3076/3552] Completed TCBK in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-25T20:32:48.843456] [INFO ] [sig       ] [3077/3552] Forecasting TCBX...
[2025-12-25T20:32:48.843487] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-25T20:32:48.843516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-25T20:32:48.854125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-25T20:32:48.854523] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-25T20:32:48.855323] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-25T20:32:48.855376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:48.855408] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:48.855435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:48.855508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:48.914228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:48.915116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:48.915202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:48.915237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:49.040734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:49.040903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:49.040943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:49.040972] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:49.044437] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=16.23%)
[2025-12-25T20:32:49.044750] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-25T20:32:49.044884] [INFO ] [sig       ] TCBX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:49.186476] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TCBX.txt
[2025-12-25T20:32:49.186662] [INFO ] [sig       ] [3077/3552] Completed TCBX in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-25T20:32:49.186706] [INFO ] [sig       ] [3078/3552] Forecasting TCMD...
[2025-12-25T20:32:49.186736] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-25T20:32:49.186792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-25T20:32:49.197720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-25T20:32:49.198119] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-25T20:32:49.198909] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-25T20:32:49.198960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:49.198993] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:49.199020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:49.199078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:49.257512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:49.258431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:49.258515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:49.258549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:49.388727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:49.389024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:49.389068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:49.389097] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:49.392671] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-12-25T20:32:49.392964] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-25T20:32:49.393093] [INFO ] [sig       ] TCMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:49.533935] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TCMD.txt
[2025-12-25T20:32:49.534092] [INFO ] [sig       ] [3078/3552] Completed TCMD in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-25T20:32:49.534134] [INFO ] [sig       ] [3079/3552] Forecasting TCOM...
[2025-12-25T20:32:49.534163] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-25T20:32:49.534192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-25T20:32:49.544854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-25T20:32:49.545266] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-25T20:32:49.546067] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-25T20:32:49.546137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:49.546169] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:49.546198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:49.546256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:49.602401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:49.603275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:49.603393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:49.603427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:49.724806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:49.724967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:49.725007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:49.725035] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:49.728372] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-12-25T20:32:49.728657] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-25T20:32:49.728794] [INFO ] [sig       ] TCOM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:49.876270] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TCOM.txt
[2025-12-25T20:32:49.876430] [INFO ] [sig       ] [3079/3552] Completed TCOM in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-25T20:32:49.876470] [INFO ] [sig       ] [3080/3552] Forecasting TCPC...
[2025-12-25T20:32:49.876501] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-25T20:32:49.876530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-25T20:32:49.886419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-25T20:32:49.886746] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-25T20:32:49.887492] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-25T20:32:49.887544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:49.887605] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:49.887634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:49.887692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:49.946639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:49.947501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:49.947606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:49.947643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:50.070831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:50.070990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:50.071032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:50.071061] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:50.074472] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=9.47%)
[2025-12-25T20:32:50.074763] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-25T20:32:50.074891] [INFO ] [sig       ] TCPC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:50.222986] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TCPC.txt
[2025-12-25T20:32:50.223168] [INFO ] [sig       ] [3080/3552] Completed TCPC in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-25T20:32:50.223218] [INFO ] [sig       ] [3081/3552] Forecasting TCX...
[2025-12-25T20:32:50.223282] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-25T20:32:50.223314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-25T20:32:50.233954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-25T20:32:50.234286] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-25T20:32:50.235152] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-25T20:32:50.235206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:50.235239] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:50.235267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:50.235326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:50.293958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:50.294825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:50.294910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:50.294944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:50.411278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:50.411438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:50.411479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:50.411508] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:50.414971] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-12-25T20:32:50.415247] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-25T20:32:50.415391] [INFO ] [sig       ] TCX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:50.559057] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TCX.txt
[2025-12-25T20:32:50.559220] [INFO ] [sig       ] [3081/3552] Completed TCX in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-25T20:32:50.559289] [INFO ] [sig       ] [3082/3552] Forecasting TD...
[2025-12-25T20:32:50.559319] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-25T20:32:50.559348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-25T20:32:50.569813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-25T20:32:50.570201] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-25T20:32:50.570995] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-25T20:32:50.571048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:50.571080] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:50.571107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:50.571164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:50.629329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:50.630243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:50.630331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:50.630365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:50.751293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:50.751455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:50.751494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:50.751523] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:50.754939] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-25T20:32:50.755228] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-25T20:32:50.755355] [INFO ] [sig       ] TD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:50.901836] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TD.txt
[2025-12-25T20:32:50.902025] [INFO ] [sig       ] [3082/3552] Completed TD in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-25T20:32:50.902074] [INFO ] [sig       ] [3083/3552] Forecasting TDC...
[2025-12-25T20:32:50.902105] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-25T20:32:50.902164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-25T20:32:50.912386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-25T20:32:50.912810] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-25T20:32:50.913634] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-25T20:32:50.913688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:50.913721] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:50.913750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:50.913809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:50.972871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:50.973734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:50.973818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:50.973852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:51.100403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:51.100583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:51.100628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:51.100659] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:51.104115] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=41.70%)
[2025-12-25T20:32:51.104389] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-25T20:32:51.104517] [INFO ] [sig       ] TDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:51.249386] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TDC.txt
[2025-12-25T20:32:51.249549] [INFO ] [sig       ] [3083/3552] Completed TDC in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-25T20:32:51.249611] [INFO ] [sig       ] [3084/3552] Forecasting TDF...
[2025-12-25T20:32:51.249652] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-25T20:32:51.249683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-25T20:32:51.259671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-25T20:32:51.259973] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-25T20:32:51.260796] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-25T20:32:51.260849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:51.260881] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:51.260909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:51.260967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:51.319899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:51.320538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:51.320633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:51.320668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:51.441016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:51.441175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:51.441215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:51.441243] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:51.444650] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2025-12-25T20:32:51.444973] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-25T20:32:51.445100] [INFO ] [sig       ] TDF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:51.587372] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TDF.txt
[2025-12-25T20:32:51.587516] [INFO ] [sig       ] [3084/3552] Completed TDF in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-25T20:32:51.587556] [INFO ] [sig       ] [3085/3552] Forecasting TDG...
[2025-12-25T20:32:51.587602] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-25T20:32:51.587633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-25T20:32:51.597860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-25T20:32:51.598174] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-25T20:32:51.598947] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-25T20:32:51.598999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:51.599031] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:51.599058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:51.599115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:51.657191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:51.657853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:51.657930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:51.657962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:51.779032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:51.779175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:51.779213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:51.779258] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:51.782601] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=18.59%)
[2025-12-25T20:32:51.782869] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-25T20:32:51.782989] [INFO ] [sig       ] TDG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:51.931505] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TDG.txt
[2025-12-25T20:32:51.931673] [INFO ] [sig       ] [3085/3552] Completed TDG in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-25T20:32:51.931715] [INFO ] [sig       ] [3086/3552] Forecasting TDS...
[2025-12-25T20:32:51.931753] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-25T20:32:51.931786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-25T20:32:51.942559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-25T20:32:51.943038] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-25T20:32:51.943905] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-25T20:32:51.943959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:51.944021] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:51.944048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:51.944107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:52.000485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:52.001386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:52.001473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:52.001505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:52.121669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:52.121837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:52.121897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:52.121928] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:52.125440] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=14.07%)
[2025-12-25T20:32:52.125760] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-25T20:32:52.125893] [INFO ] [sig       ] TDS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:52.266079] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TDS.txt
[2025-12-25T20:32:52.266253] [INFO ] [sig       ] [3086/3552] Completed TDS in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-25T20:32:52.266297] [INFO ] [sig       ] [3087/3552] Forecasting TDSC...
[2025-12-25T20:32:52.266329] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-25T20:32:52.266389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-25T20:32:52.276912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-25T20:32:52.277300] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-25T20:32:52.278101] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-25T20:32:52.278155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:52.278186] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:52.278213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:52.278274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:52.333914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:52.334638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:52.334718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:52.334750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:52.439456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:52.439613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:52.439654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:52.439682] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:52.442945] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-12-25T20:32:52.443210] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-25T20:32:52.443330] [INFO ] [sig       ] TDSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:52.581188] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TDSC.txt
[2025-12-25T20:32:52.581316] [INFO ] [sig       ] [3087/3552] Completed TDSC in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-25T20:32:52.581356] [INFO ] [sig       ] [3088/3552] Forecasting TDUP...
[2025-12-25T20:32:52.581385] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-25T20:32:52.581414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-25T20:32:52.591098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-25T20:32:52.591398] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-25T20:32:52.592210] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-25T20:32:52.592265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:52.592299] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:52.592326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:52.592385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:52.648644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:52.649344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:52.649424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:52.649457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:52.768285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:52.768428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:52.768467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:52.768495] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:52.771873] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: DOWN (p=18.77%)
[2025-12-25T20:32:52.772152] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-25T20:32:52.772291] [INFO ] [sig       ] TDUP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:52.923285] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TDUP.txt
[2025-12-25T20:32:52.923463] [INFO ] [sig       ] [3088/3552] Completed TDUP in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-25T20:32:52.923518] [INFO ] [sig       ] [3089/3552] Forecasting TDY...
[2025-12-25T20:32:52.923595] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-25T20:32:52.923631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-25T20:32:52.934244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-25T20:32:52.934612] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-25T20:32:52.935367] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-25T20:32:52.935421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:52.935452] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:52.935480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:52.935537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:52.991783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:52.992423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:52.992502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:52.992534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:53.112510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:53.112678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:53.112718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:53.112778] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:53.116086] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-25T20:32:53.116353] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-25T20:32:53.116499] [INFO ] [sig       ] TDY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:53.255371] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TDY.txt
[2025-12-25T20:32:53.255490] [INFO ] [sig       ] [3089/3552] Completed TDY in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-25T20:32:53.255529] [INFO ] [sig       ] [3090/3552] Forecasting TEAM...
[2025-12-25T20:32:53.255559] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-25T20:32:53.255614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-25T20:32:53.265515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-25T20:32:53.265853] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-25T20:32:53.266614] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-25T20:32:53.266666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:53.266712] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:53.266739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:53.266796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:53.322900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:53.323497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:53.323586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:53.323621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:53.443518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:53.443685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:53.443725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:53.443753] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:53.447055] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: DOWN (p=28.39%)
[2025-12-25T20:32:53.447323] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-25T20:32:53.447446] [INFO ] [sig       ] TEAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:53.586302] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TEAM.txt
[2025-12-25T20:32:53.586427] [INFO ] [sig       ] [3090/3552] Completed TEAM in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-25T20:32:53.586465] [INFO ] [sig       ] [3091/3552] Forecasting TECH...
[2025-12-25T20:32:53.586499] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-25T20:32:53.586532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-25T20:32:53.596327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-25T20:32:53.596657] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-25T20:32:53.597414] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-25T20:32:53.597466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:53.597497] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:53.597524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:53.597607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:53.657237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:53.657969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:53.658053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:53.658086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:53.779596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:53.779743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:53.779785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:53.779814] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:53.783129] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-25T20:32:53.783405] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-25T20:32:53.783538] [INFO ] [sig       ] TECH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:53.921225] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TECH.txt
[2025-12-25T20:32:53.921374] [INFO ] [sig       ] [3091/3552] Completed TECH in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-25T20:32:53.921423] [INFO ] [sig       ] [3092/3552] Forecasting TECK...
[2025-12-25T20:32:53.921468] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-25T20:32:53.921505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-25T20:32:53.931768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-25T20:32:53.932106] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-25T20:32:53.932873] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-25T20:32:53.932925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:53.932955] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:53.932981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:53.933038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:53.988866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:53.989529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:53.989633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:53.989666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:54.110921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:54.111073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:54.111113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:54.111141] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:54.114590] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=21.50%)
[2025-12-25T20:32:54.114866] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-25T20:32:54.114989] [INFO ] [sig       ] TECK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:54.264613] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TECK.txt
[2025-12-25T20:32:54.264754] [INFO ] [sig       ] [3092/3552] Completed TECK in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-25T20:32:54.264794] [INFO ] [sig       ] [3093/3552] Forecasting TECX...
[2025-12-25T20:32:54.264824] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-25T20:32:54.264853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-25T20:32:54.274990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-25T20:32:54.275325] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-25T20:32:54.276095] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-25T20:32:54.276146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:54.276178] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:54.276204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:54.276261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:54.332376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:54.332982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:54.333060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:54.333092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:54.448630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:54.448782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:54.448823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:54.448852] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:54.452493] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=11.45%)
[2025-12-25T20:32:54.452963] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-25T20:32:54.453085] [INFO ] [sig       ] TECX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:54.596237] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TECX.txt
[2025-12-25T20:32:54.596397] [INFO ] [sig       ] [3093/3552] Completed TECX in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-25T20:32:54.596448] [INFO ] [sig       ] [3094/3552] Forecasting TEF...
[2025-12-25T20:32:54.596478] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-25T20:32:54.596507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-25T20:32:54.606807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-25T20:32:54.607154] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-25T20:32:54.607946] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-25T20:32:54.608000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:54.608031] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:54.608057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:54.608114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:54.664082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:54.664862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:54.664942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:54.664975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:54.781787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:54.781938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:54.781977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:54.782004] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:54.785428] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=63.45%)
[2025-12-25T20:32:54.785725] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-25T20:32:54.785849] [INFO ] [sig       ] TEF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:54.925883] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TEF.txt
[2025-12-25T20:32:54.926033] [INFO ] [sig       ] [3094/3552] Completed TEF in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-25T20:32:54.926084] [INFO ] [sig       ] [3095/3552] Forecasting TEI...
[2025-12-25T20:32:54.926115] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-25T20:32:54.926144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-25T20:32:54.938644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-25T20:32:54.939137] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-25T20:32:54.940219] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-25T20:32:54.940288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:54.940335] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:54.940376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:54.940460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:55.004568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:55.005426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:55.005508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:55.005542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:55.122010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:55.122162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:55.122202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:55.122230] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:55.125554] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=7.69%)
[2025-12-25T20:32:55.125840] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-25T20:32:55.125999] [INFO ] [sig       ] TEI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:55.275807] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TEI.txt
[2025-12-25T20:32:55.275966] [INFO ] [sig       ] [3095/3552] Completed TEI in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-25T20:32:55.276008] [INFO ] [sig       ] [3096/3552] Forecasting TELO...
[2025-12-25T20:32:55.276037] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-25T20:32:55.276066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-25T20:32:55.289795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-25T20:32:55.290481] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-25T20:32:55.291468] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-25T20:32:55.291524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:55.291560] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:55.291621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:55.291695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:55.348163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:55.349273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:55.349406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:55.349442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:55.467765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:55.467941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:55.467984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:55.468013] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:55.471518] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2025-12-25T20:32:55.471880] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-25T20:32:55.472011] [INFO ] [sig       ] TELO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:55.612386] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TELO.txt
[2025-12-25T20:32:55.612596] [INFO ] [sig       ] [3096/3552] Completed TELO in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-25T20:32:55.612647] [INFO ] [sig       ] [3097/3552] Forecasting TEM...
[2025-12-25T20:32:55.612680] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-25T20:32:55.612708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-25T20:32:55.623316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-25T20:32:55.623696] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-25T20:32:55.624472] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-25T20:32:55.624524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:55.624555] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:55.624615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:55.624675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:55.680884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:55.681599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:55.681693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:55.681726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:55.804623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:55.804806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:55.804848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:55.804895] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:55.808730] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=37.26%)
[2025-12-25T20:32:55.809072] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-25T20:32:55.809219] [INFO ] [sig       ] TEM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:55.948993] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TEM.txt
[2025-12-25T20:32:55.949126] [INFO ] [sig       ] [3097/3552] Completed TEM in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-25T20:32:55.949166] [INFO ] [sig       ] [3098/3552] Forecasting TENB...
[2025-12-25T20:32:55.949196] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-25T20:32:55.949226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-25T20:32:55.959041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-25T20:32:55.959372] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-25T20:32:55.960150] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-25T20:32:55.960201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:55.960232] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:55.960257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:55.960314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:56.017133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:56.017753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:56.017830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:56.017862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:56.136526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:56.136697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:56.136736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:56.136764] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:56.140115] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=45.36%)
[2025-12-25T20:32:56.140382] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-25T20:32:56.140510] [INFO ] [sig       ] TENB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:56.278044] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TENB.txt
[2025-12-25T20:32:56.278163] [INFO ] [sig       ] [3098/3552] Completed TENB in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-25T20:32:56.278202] [INFO ] [sig       ] [3099/3552] Forecasting TENX...
[2025-12-25T20:32:56.278231] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-25T20:32:56.278261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-25T20:32:56.290299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-25T20:32:56.290766] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-25T20:32:56.291619] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-25T20:32:56.291673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:56.291706] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:56.291733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:56.291792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:56.357589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:56.358492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:56.358614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:56.358651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:56.474585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:56.474756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:56.474800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:56.474828] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:56.478351] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: DOWN (p=14.68%)
[2025-12-25T20:32:56.478675] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-25T20:32:56.478814] [INFO ] [sig       ] TENX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:56.620004] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TENX.txt
[2025-12-25T20:32:56.620193] [INFO ] [sig       ] [3099/3552] Completed TENX in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-25T20:32:56.620235] [INFO ] [sig       ] [3100/3552] Forecasting TEO...
[2025-12-25T20:32:56.620265] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-25T20:32:56.620326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-25T20:32:56.630263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-25T20:32:56.630651] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-25T20:32:56.631432] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-25T20:32:56.631484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:56.631517] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:56.631543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:56.631620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:56.690724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:56.691631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:56.691716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:56.691752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:56.813109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:56.813261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:56.813300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:56.813329] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:56.816721] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2025-12-25T20:32:56.816993] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-25T20:32:56.817119] [INFO ] [sig       ] TEO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:56.956339] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TEO.txt
[2025-12-25T20:32:56.956494] [INFO ] [sig       ] [3100/3552] Completed TEO in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-25T20:32:56.956535] [INFO ] [sig       ] [3101/3552] Forecasting TERN...
[2025-12-25T20:32:56.956565] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-25T20:32:56.956614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-25T20:32:56.967020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-25T20:32:56.967367] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-25T20:32:56.968163] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-25T20:32:56.968217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:56.968262] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:56.968289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:56.968352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:57.023836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:57.024429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:57.024505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:57.024537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:57.145253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:57.145416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:57.145456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:57.145484] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:57.148828] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=77.72%)
[2025-12-25T20:32:57.149096] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-25T20:32:57.149217] [INFO ] [sig       ] TERN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:57.286995] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TERN.txt
[2025-12-25T20:32:57.287118] [INFO ] [sig       ] [3101/3552] Completed TERN in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-25T20:32:57.287157] [INFO ] [sig       ] [3102/3552] Forecasting TEVA...
[2025-12-25T20:32:57.287186] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-25T20:32:57.287215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-25T20:32:57.297312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-25T20:32:57.297643] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-25T20:32:57.298381] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-25T20:32:57.298432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:57.298465] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:57.298494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:57.298551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:57.354804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:57.355383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:57.355458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:57.355490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:57.473146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:57.473298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:57.473337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:57.473365] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:57.476688] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-25T20:32:57.476957] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-25T20:32:57.477087] [INFO ] [sig       ] TEVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:57.616130] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TEVA.txt
[2025-12-25T20:32:57.616249] [INFO ] [sig       ] [3102/3552] Completed TEVA in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-25T20:32:57.616289] [INFO ] [sig       ] [3103/3552] Forecasting TEX...
[2025-12-25T20:32:57.616330] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-25T20:32:57.616360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-25T20:32:57.626690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-25T20:32:57.627011] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-25T20:32:57.627775] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-25T20:32:57.627827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:57.627907] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:57.627935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:57.627994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:57.684761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:57.685359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:57.685436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:57.685469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:57.807426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:57.807566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:57.807622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:57.807651] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:57.810953] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=67.76%)
[2025-12-25T20:32:57.811223] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-25T20:32:57.811343] [INFO ] [sig       ] TEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:57.949866] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TEX.txt
[2025-12-25T20:32:57.950000] [INFO ] [sig       ] [3103/3552] Completed TEX in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-25T20:32:57.950040] [INFO ] [sig       ] [3104/3552] Forecasting TFC...
[2025-12-25T20:32:57.950070] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-25T20:32:57.950108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-25T20:32:57.960045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-25T20:32:57.960357] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-25T20:32:57.961123] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-25T20:32:57.961175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:57.961206] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:57.961232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:57.961290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:58.017687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:58.018283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:58.018361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:58.018392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:58.140275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:58.140434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:58.140487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:58.140520] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:58.143879] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=21.95%)
[2025-12-25T20:32:58.144147] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-25T20:32:58.144268] [INFO ] [sig       ] TFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:58.283663] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TFC.txt
[2025-12-25T20:32:58.283791] [INFO ] [sig       ] [3104/3552] Completed TFC in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-25T20:32:58.283829] [INFO ] [sig       ] [3105/3552] Forecasting TFII...
[2025-12-25T20:32:58.283859] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-25T20:32:58.283896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-25T20:32:58.293830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-25T20:32:58.294134] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-25T20:32:58.294918] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-25T20:32:58.294970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:58.295001] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:58.295027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:58.295085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:58.351446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:58.352195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:58.352273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:58.352305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:58.466332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:58.466487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:58.466526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:58.466553] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:58.469905] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-25T20:32:58.470180] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-25T20:32:58.470301] [INFO ] [sig       ] TFII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:58.609290] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TFII.txt
[2025-12-25T20:32:58.609415] [INFO ] [sig       ] [3105/3552] Completed TFII in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-25T20:32:58.609453] [INFO ] [sig       ] [3106/3552] Forecasting TFIN...
[2025-12-25T20:32:58.609483] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-25T20:32:58.609513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-25T20:32:58.619288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-25T20:32:58.619649] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-25T20:32:58.620403] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-25T20:32:58.620454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:58.620485] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:58.620513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:58.620587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:58.676911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:58.677489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:58.677569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:58.677619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:58.793749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:58.793897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:58.793942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:58.794004] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:58.797321] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=57.24%)
[2025-12-25T20:32:58.797610] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-25T20:32:58.797734] [INFO ] [sig       ] TFIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:32:58.936999] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TFIN.txt
[2025-12-25T20:32:58.937128] [INFO ] [sig       ] [3106/3552] Completed TFIN in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-25T20:32:58.937167] [INFO ] [sig       ] [3107/3552] Forecasting TFPM...
[2025-12-25T20:32:58.937197] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-25T20:32:58.937228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-25T20:32:58.947872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-25T20:32:58.948176] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-25T20:32:58.948942] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-25T20:32:58.948993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:58.949024] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:58.949051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:58.949108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:59.005778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:59.006364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:59.006441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:59.006472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:59.127674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:59.127814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:59.127853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:59.127881] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:59.131224] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-25T20:32:59.131495] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-25T20:32:59.131659] [INFO ] [sig       ] TFPM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:59.282634] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TFPM.txt
[2025-12-25T20:32:59.282805] [INFO ] [sig       ] [3107/3552] Completed TFPM in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-25T20:32:59.282844] [INFO ] [sig       ] [3108/3552] Forecasting TFSL...
[2025-12-25T20:32:59.282875] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-25T20:32:59.282906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-25T20:32:59.293274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-25T20:32:59.293668] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-25T20:32:59.294431] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-25T20:32:59.294483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:59.294514] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:59.294540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:59.294622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:59.351332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:59.352223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:59.352307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:59.352339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:59.471272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:59.471429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:59.471472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:59.471528] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:59.474967] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-12-25T20:32:59.475258] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-25T20:32:59.475389] [INFO ] [sig       ] TFSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:59.618609] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TFSL.txt
[2025-12-25T20:32:59.618740] [INFO ] [sig       ] [3108/3552] Completed TFSL in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-25T20:32:59.618784] [INFO ] [sig       ] [3109/3552] Forecasting TG...
[2025-12-25T20:32:59.618815] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-25T20:32:59.618846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-25T20:32:59.629593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-25T20:32:59.629921] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-25T20:32:59.630734] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-25T20:32:59.630786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:59.630817] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:59.630844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:59.630901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:32:59.687084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:32:59.687743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:32:59.687823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:32:59.687856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:32:59.804954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:32:59.805122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:32:59.805162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:32:59.805190] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:32:59.808728] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-12-25T20:32:59.809049] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-25T20:32:59.809182] [INFO ] [sig       ] TG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:32:59.947016] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TG.txt
[2025-12-25T20:32:59.947142] [INFO ] [sig       ] [3109/3552] Completed TG in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-25T20:32:59.947182] [INFO ] [sig       ] [3110/3552] Forecasting TGLS...
[2025-12-25T20:32:59.947211] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-25T20:32:59.947240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-25T20:32:59.956943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-25T20:32:59.957246] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-25T20:32:59.958035] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-25T20:32:59.958088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:32:59.958120] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:32:59.958147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:32:59.958204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:00.014425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:00.015070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:00.015149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:00.015182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:00.134100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:00.134247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:00.134285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:00.134312] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:00.137653] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2025-12-25T20:33:00.137925] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-25T20:33:00.138046] [INFO ] [sig       ] TGLS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:00.281054] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TGLS.txt
[2025-12-25T20:33:00.281237] [INFO ] [sig       ] [3110/3552] Completed TGLS in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-25T20:33:00.281280] [INFO ] [sig       ] [3111/3552] Forecasting TGNA...
[2025-12-25T20:33:00.281311] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-25T20:33:00.281340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-25T20:33:00.292425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-25T20:33:00.292859] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-25T20:33:00.293655] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-25T20:33:00.293708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:00.293739] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:00.293766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:00.293823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:00.350724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:00.351600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:00.351687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:00.351720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:00.473253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:00.473411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:00.473451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:00.473479] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:00.476836] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=80.11%)
[2025-12-25T20:33:00.477103] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-25T20:33:00.477226] [INFO ] [sig       ] TGNA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:00.616857] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TGNA.txt
[2025-12-25T20:33:00.616988] [INFO ] [sig       ] [3111/3552] Completed TGNA in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-25T20:33:00.617026] [INFO ] [sig       ] [3112/3552] Forecasting TGS...
[2025-12-25T20:33:00.617057] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-25T20:33:00.617087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-25T20:33:00.626846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-25T20:33:00.627149] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-25T20:33:00.627920] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-25T20:33:00.627971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:00.628003] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:00.628029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:00.628101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:00.684859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:00.685462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:00.685539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:00.685588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:00.810748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:00.810911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:00.810963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:00.811005] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:00.814845] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=69.79%)
[2025-12-25T20:33:00.815177] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-25T20:33:00.815318] [INFO ] [sig       ] TGS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:00.958100] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TGS.txt
[2025-12-25T20:33:00.958246] [INFO ] [sig       ] [3112/3552] Completed TGS in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-25T20:33:00.958315] [INFO ] [sig       ] [3113/3552] Forecasting TGTX...
[2025-12-25T20:33:00.958347] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-25T20:33:00.958378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-25T20:33:00.968982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-25T20:33:00.969296] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-25T20:33:00.970090] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-25T20:33:00.970143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:00.970175] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:00.970202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:00.970260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:01.029096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:01.029895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:01.030011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:01.030046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:01.154187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:01.154340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:01.154380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:01.154409] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:01.157761] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=40.47%)
[2025-12-25T20:33:01.158031] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-25T20:33:01.158154] [INFO ] [sig       ] TGTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:01.299101] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TGTX.txt
[2025-12-25T20:33:01.299243] [INFO ] [sig       ] [3113/3552] Completed TGTX in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-25T20:33:01.299288] [INFO ] [sig       ] [3114/3552] Forecasting TH...
[2025-12-25T20:33:01.299322] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-25T20:33:01.299384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-25T20:33:01.309532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-25T20:33:01.309856] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-25T20:33:01.310635] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-25T20:33:01.310702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:01.310734] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:01.310764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:01.310823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:01.369322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:01.369931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:01.370009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:01.370040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:01.495328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:01.495510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:01.495559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:01.495627] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:01.499797] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=9.87%)
[2025-12-25T20:33:01.500234] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-25T20:33:01.500400] [INFO ] [sig       ] TH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:01.647880] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TH.txt
[2025-12-25T20:33:01.648050] [INFO ] [sig       ] [3114/3552] Completed TH in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-25T20:33:01.648091] [INFO ] [sig       ] [3115/3552] Forecasting THC...
[2025-12-25T20:33:01.648121] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-25T20:33:01.648151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-25T20:33:01.659159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-25T20:33:01.659600] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-25T20:33:01.660568] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-25T20:33:01.660640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:01.660671] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:01.660698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:01.660755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:01.719663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:01.720517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:01.720623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:01.720658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:01.846767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:01.846932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:01.846971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:01.847001] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:01.850413] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2025-12-25T20:33:01.850740] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-25T20:33:01.850878] [INFO ] [sig       ] THC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:01.990477] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/THC.txt
[2025-12-25T20:33:01.990664] [INFO ] [sig       ] [3115/3552] Completed THC in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-25T20:33:01.990708] [INFO ] [sig       ] [3116/3552] Forecasting THFF...
[2025-12-25T20:33:01.990737] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-25T20:33:01.990766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-25T20:33:02.000756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-25T20:33:02.001140] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-25T20:33:02.001929] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-25T20:33:02.001980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:02.002012] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:02.002039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:02.002097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:02.058909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:02.059847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:02.059933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:02.059966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:02.191942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:02.192094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:02.192133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:02.192162] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:02.195471] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=91.36%)
[2025-12-25T20:33:02.195763] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-25T20:33:02.195884] [INFO ] [sig       ] THFF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:02.333886] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/THFF.txt
[2025-12-25T20:33:02.334024] [INFO ] [sig       ] [3116/3552] Completed THFF in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-25T20:33:02.334064] [INFO ] [sig       ] [3117/3552] Forecasting THG...
[2025-12-25T20:33:02.334094] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-25T20:33:02.334125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-25T20:33:02.344482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-25T20:33:02.344815] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-25T20:33:02.345563] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-25T20:33:02.345643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:02.345675] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:02.345703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:02.345761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:02.401559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:02.402170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:02.402248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:02.402279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:02.533230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:02.533398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:02.533440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:02.533468] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:02.536903] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-12-25T20:33:02.537191] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-25T20:33:02.537320] [INFO ] [sig       ] THG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:02.677056] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/THG.txt
[2025-12-25T20:33:02.677222] [INFO ] [sig       ] [3117/3552] Completed THG in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-25T20:33:02.677273] [INFO ] [sig       ] [3118/3552] Forecasting THO...
[2025-12-25T20:33:02.677305] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-25T20:33:02.677364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-25T20:33:02.688120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-25T20:33:02.688512] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-25T20:33:02.689320] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-25T20:33:02.689372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:02.689403] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:02.689429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:02.689485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:02.747545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:02.748428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:02.748512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:02.748545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:02.869625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:02.869790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:02.869830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:02.869860] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:02.873196] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-25T20:33:02.873480] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-25T20:33:02.873630] [INFO ] [sig       ] THO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:03.015876] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/THO.txt
[2025-12-25T20:33:03.016061] [INFO ] [sig       ] [3118/3552] Completed THO in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-25T20:33:03.016107] [INFO ] [sig       ] [3119/3552] Forecasting THQ...
[2025-12-25T20:33:03.016172] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-25T20:33:03.016209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-25T20:33:03.027679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-25T20:33:03.028086] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-25T20:33:03.028904] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-25T20:33:03.028957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:03.028989] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:03.029019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:03.029076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:03.085545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:03.086412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:03.086495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:03.086527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:03.202505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:03.202666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:03.202706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:03.202735] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:03.206024] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=45.92%)
[2025-12-25T20:33:03.206310] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-25T20:33:03.206431] [INFO ] [sig       ] THQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:03.343841] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/THQ.txt
[2025-12-25T20:33:03.343968] [INFO ] [sig       ] [3119/3552] Completed THQ in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-25T20:33:03.344007] [INFO ] [sig       ] [3120/3552] Forecasting THRM...
[2025-12-25T20:33:03.344037] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-25T20:33:03.344066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-25T20:33:03.354657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-25T20:33:03.354946] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-25T20:33:03.355724] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-25T20:33:03.355777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:03.355837] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:03.355865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:03.355924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:03.411886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:03.412469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:03.412549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:03.412604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:03.533531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:03.533696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:03.533734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:03.533763] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:03.537040] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2025-12-25T20:33:03.537307] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-25T20:33:03.537431] [INFO ] [sig       ] THRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:03.674485] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/THRM.txt
[2025-12-25T20:33:03.674670] [INFO ] [sig       ] [3120/3552] Completed THRM in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-25T20:33:03.674724] [INFO ] [sig       ] [3121/3552] Forecasting THRY...
[2025-12-25T20:33:03.674756] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-25T20:33:03.674786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-25T20:33:03.685976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-25T20:33:03.686395] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-25T20:33:03.687210] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-25T20:33:03.687263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:03.687296] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:03.687325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:03.687384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:03.743558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:03.744462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:03.744550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:03.744601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:03.868016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:03.868191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:03.868251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:03.868280] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:03.871805] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2025-12-25T20:33:03.872113] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-25T20:33:03.872261] [INFO ] [sig       ] THRY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:04.011270] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/THRY.txt
[2025-12-25T20:33:04.011417] [INFO ] [sig       ] [3121/3552] Completed THRY in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-25T20:33:04.011457] [INFO ] [sig       ] [3122/3552] Forecasting THS...
[2025-12-25T20:33:04.011523] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-25T20:33:04.011565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-25T20:33:04.022235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-25T20:33:04.022646] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-25T20:33:04.023451] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-25T20:33:04.023505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:04.023537] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:04.023564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:04.023675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:04.083591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:04.084913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:04.085015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:04.085049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:04.210792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:04.211029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:04.211079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:04.211112] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:04.215050] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-25T20:33:04.215389] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-25T20:33:04.215537] [INFO ] [sig       ] THS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:04.360927] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/THS.txt
[2025-12-25T20:33:04.361130] [INFO ] [sig       ] [3122/3552] Completed THS in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-25T20:33:04.361216] [INFO ] [sig       ] [3123/3552] Forecasting TIGO...
[2025-12-25T20:33:04.361253] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-25T20:33:04.361287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-25T20:33:04.375341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-25T20:33:04.376001] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-25T20:33:04.377028] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-25T20:33:04.377084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:04.377126] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:04.377158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:04.377218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:04.436844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:04.438739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:04.438926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:04.438960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:04.555048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:04.555216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:04.555257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:04.555326] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:04.559114] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: UP (p=79.94%)
[2025-12-25T20:33:04.559416] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-25T20:33:04.559545] [INFO ] [sig       ] TIGO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:04.710298] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TIGO.txt
[2025-12-25T20:33:04.710537] [INFO ] [sig       ] [3123/3552] Completed TIGO in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-25T20:33:04.710610] [INFO ] [sig       ] [3124/3552] Forecasting TIL...
[2025-12-25T20:33:04.710646] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-25T20:33:04.710679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-25T20:33:04.722778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-25T20:33:04.723190] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-25T20:33:04.724059] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-25T20:33:04.724115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:04.724149] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:04.724178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:04.724238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:04.786754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:04.787681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:04.787788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:04.787822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:04.918241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:04.918406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:04.918449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:04.918480] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:04.921939] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=53.05%)
[2025-12-25T20:33:04.922260] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-25T20:33:04.922421] [INFO ] [sig       ] TIL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:05.073962] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TIL.txt
[2025-12-25T20:33:05.074163] [INFO ] [sig       ] [3124/3552] Completed TIL in 0.4s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-25T20:33:05.074223] [INFO ] [sig       ] [3125/3552] Forecasting TILE...
[2025-12-25T20:33:05.074270] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-25T20:33:05.074314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-25T20:33:05.086024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-25T20:33:05.086388] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-25T20:33:05.087261] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-25T20:33:05.087317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:05.087368] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:05.087400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:05.087462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:05.152144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:05.153075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:05.153166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:05.153212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:05.284430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:05.284635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:05.284684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:05.284716] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:05.288380] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-25T20:33:05.288727] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-25T20:33:05.288900] [INFO ] [sig       ] TILE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:05.443121] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TILE.txt
[2025-12-25T20:33:05.443299] [INFO ] [sig       ] [3125/3552] Completed TILE in 0.4s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-25T20:33:05.443344] [INFO ] [sig       ] [3126/3552] Forecasting TIMB...
[2025-12-25T20:33:05.443408] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-25T20:33:05.443442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-25T20:33:05.455799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-25T20:33:05.456258] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-25T20:33:05.457203] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-25T20:33:05.457259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:05.457293] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:05.457321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:05.457382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:05.520408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:05.521383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:05.521478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:05.521517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:05.647498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:05.647708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:05.647751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:05.647778] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:05.651437] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=31.22%)
[2025-12-25T20:33:05.651792] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-25T20:33:05.651934] [INFO ] [sig       ] TIMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:05.797567] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TIMB.txt
[2025-12-25T20:33:05.797750] [INFO ] [sig       ] [3126/3552] Completed TIMB in 0.4s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-25T20:33:05.797790] [INFO ] [sig       ] [3127/3552] Forecasting TITN...
[2025-12-25T20:33:05.797819] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-25T20:33:05.797873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-25T20:33:05.808748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-25T20:33:05.809151] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-25T20:33:05.810020] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-25T20:33:05.810073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:05.810105] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:05.810132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:05.810189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:05.867465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:05.868319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:05.868439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:05.868473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:06.004301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:06.004464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:06.004505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:06.004534] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:06.008029] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: DOWN (p=12.35%)
[2025-12-25T20:33:06.008325] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-25T20:33:06.008471] [INFO ] [sig       ] TITN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:06.155629] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TITN.txt
[2025-12-25T20:33:06.155793] [INFO ] [sig       ] [3127/3552] Completed TITN in 0.4s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-25T20:33:06.155836] [INFO ] [sig       ] [3128/3552] Forecasting TJX...
[2025-12-25T20:33:06.155866] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-25T20:33:06.155927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-25T20:33:06.166782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-25T20:33:06.167109] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-25T20:33:06.167926] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-25T20:33:06.167977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:06.168009] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:06.168036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:06.168093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:06.227245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:06.228131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:06.228214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:06.228248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:06.349891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:06.350050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:06.350089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:06.350118] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:06.353540] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=15.53%)
[2025-12-25T20:33:06.353833] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-25T20:33:06.353960] [INFO ] [sig       ] TJX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:06.495178] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TJX.txt
[2025-12-25T20:33:06.495317] [INFO ] [sig       ] [3128/3552] Completed TJX in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-25T20:33:06.495356] [INFO ] [sig       ] [3129/3552] Forecasting TK...
[2025-12-25T20:33:06.495393] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-25T20:33:06.495424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-25T20:33:06.505920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-25T20:33:06.506268] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-25T20:33:06.507053] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-25T20:33:06.507104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:06.507134] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:06.507160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:06.507216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:06.564068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:06.564923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:06.565004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:06.565037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:06.690016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:06.690175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:06.690215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:06.690244] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:06.693701] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=14.59%)
[2025-12-25T20:33:06.693990] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-25T20:33:06.694143] [INFO ] [sig       ] TK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:06.836090] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TK.txt
[2025-12-25T20:33:06.836257] [INFO ] [sig       ] [3129/3552] Completed TK in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-25T20:33:06.836300] [INFO ] [sig       ] [3130/3552] Forecasting TKC...
[2025-12-25T20:33:06.836359] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-25T20:33:06.836390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-25T20:33:06.847286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-25T20:33:06.847711] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-25T20:33:06.848482] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-25T20:33:06.848535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:06.848566] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:06.848624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:06.848683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:06.905465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:06.906358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:06.906477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:06.906512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:07.030994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:07.031156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:07.031197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:07.031227] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:07.034618] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-12-25T20:33:07.034904] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-25T20:33:07.035033] [INFO ] [sig       ] TKC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:07.176716] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TKC.txt
[2025-12-25T20:33:07.176871] [INFO ] [sig       ] [3130/3552] Completed TKC in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-25T20:33:07.176910] [INFO ] [sig       ] [3131/3552] Forecasting TKNO...
[2025-12-25T20:33:07.176942] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-25T20:33:07.176972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-25T20:33:07.187276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-25T20:33:07.187615] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-25T20:33:07.188386] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-25T20:33:07.188439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:07.188471] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:07.188497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:07.188559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:07.246722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:07.247430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:07.247511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:07.247546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:07.366671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:07.366828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:07.366868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:07.366898] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:07.370317] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: UP (p=87.14%)
[2025-12-25T20:33:07.370616] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-25T20:33:07.370745] [INFO ] [sig       ] TKNO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:07.512286] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TKNO.txt
[2025-12-25T20:33:07.512451] [INFO ] [sig       ] [3131/3552] Completed TKNO in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-25T20:33:07.512490] [INFO ] [sig       ] [3132/3552] Forecasting TKO...
[2025-12-25T20:33:07.512521] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-25T20:33:07.512550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-25T20:33:07.523106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-25T20:33:07.523417] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-25T20:33:07.524181] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-25T20:33:07.524232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:07.524264] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:07.524292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:07.524349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:07.580742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:07.581341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:07.581420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:07.581451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:07.701778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:07.701929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:07.701970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:07.702016] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:07.705450] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-25T20:33:07.705751] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-25T20:33:07.705880] [INFO ] [sig       ] TKO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:07.846082] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TKO.txt
[2025-12-25T20:33:07.846243] [INFO ] [sig       ] [3132/3552] Completed TKO in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-25T20:33:07.846283] [INFO ] [sig       ] [3133/3552] Forecasting TLK...
[2025-12-25T20:33:07.846314] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-25T20:33:07.846375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-25T20:33:07.856507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-25T20:33:07.856846] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-25T20:33:07.857602] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-25T20:33:07.857654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:07.857686] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:07.857713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:07.857775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:07.916804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:07.917512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:07.917626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:07.917665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:08.041924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:08.042079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:08.042119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:08.042150] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:08.045559] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=12.37%)
[2025-12-25T20:33:08.045853] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-25T20:33:08.045980] [INFO ] [sig       ] TLK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:08.185036] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TLK.txt
[2025-12-25T20:33:08.185207] [INFO ] [sig       ] [3133/3552] Completed TLK in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-25T20:33:08.185248] [INFO ] [sig       ] [3134/3552] Forecasting TLN...
[2025-12-25T20:33:08.185305] [INFO ] [sig       ] Generating forecast for: TLN
[2025-12-25T20:33:08.185338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'.
[2025-12-25T20:33:08.195799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLN'.
[2025-12-25T20:33:08.196151] [INFO ] [FORECASTER] Starting predict_future for TLN
[2025-12-25T20:33:08.196930] [DEBUG] [LOCAL     ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt
[2025-12-25T20:33:08.196981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:08.197014] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:08.197040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:08.197097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:08.254495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:08.255393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:08.255473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:08.255522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:08.374446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:08.374600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:08.374640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:08.374668] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:08.377941] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: DOWN (p=25.71%)
[2025-12-25T20:33:08.378209] [INFO ] [FORECASTER] Completed predict_future for TLN
[2025-12-25T20:33:08.378329] [INFO ] [sig       ] TLN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:08.519211] [INFO ] [LOCAL     ] Saved forecast: TLN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TLN.txt
[2025-12-25T20:33:08.519414] [INFO ] [sig       ] [3134/3552] Completed TLN in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-25T20:33:08.519457] [INFO ] [sig       ] [3135/3552] Forecasting TLS...
[2025-12-25T20:33:08.519488] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-25T20:33:08.519522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-25T20:33:08.531112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-25T20:33:08.531480] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-25T20:33:08.532254] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-25T20:33:08.532308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:08.532339] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:08.532365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:08.532421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:08.588702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:08.589621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:08.589714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:08.589746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:08.708716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:08.708871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:08.708910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:08.708938] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:08.712351] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2025-12-25T20:33:08.712654] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-25T20:33:08.712780] [INFO ] [sig       ] TLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:08.857120] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TLS.txt
[2025-12-25T20:33:08.857283] [INFO ] [sig       ] [3135/3552] Completed TLS in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-25T20:33:08.857323] [INFO ] [sig       ] [3136/3552] Forecasting TLSA...
[2025-12-25T20:33:08.857353] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-25T20:33:08.857382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-25T20:33:08.867418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-25T20:33:08.867783] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-25T20:33:08.868554] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-25T20:33:08.868634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:08.868671] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:08.868700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:08.868773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:08.926958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:08.927638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:08.927716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:08.927749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:09.055556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:09.055727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:09.055767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:09.055796] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:09.059104] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: DOWN (p=46.85%)
[2025-12-25T20:33:09.059390] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-25T20:33:09.059516] [INFO ] [sig       ] TLSA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:09.196635] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TLSA.txt
[2025-12-25T20:33:09.196767] [INFO ] [sig       ] [3136/3552] Completed TLSA in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-25T20:33:09.196806] [INFO ] [sig       ] [3137/3552] Forecasting TLSI...
[2025-12-25T20:33:09.196837] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-25T20:33:09.196866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-25T20:33:09.209037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-25T20:33:09.209662] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-25T20:33:09.210661] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-25T20:33:09.210717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:09.210803] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:09.210836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:09.210897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:09.268341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:09.269658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:09.269785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:09.269823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:09.390587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:09.390827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:09.390872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:09.390901] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:09.394746] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-25T20:33:09.395046] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-25T20:33:09.395181] [INFO ] [sig       ] TLSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:09.538135] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TLSI.txt
[2025-12-25T20:33:09.538424] [INFO ] [sig       ] [3137/3552] Completed TLSI in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-25T20:33:09.538476] [INFO ] [sig       ] [3138/3552] Forecasting TLYS...
[2025-12-25T20:33:09.538510] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-25T20:33:09.538540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-25T20:33:09.551677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-25T20:33:09.552167] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-25T20:33:09.553162] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-25T20:33:09.553227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:09.553268] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:09.553304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:09.553388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:09.618233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:09.619198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:09.619313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:09.619347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:09.748186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:09.748347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:09.748387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:09.748416] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:09.751980] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: UP (p=59.15%)
[2025-12-25T20:33:09.752267] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-25T20:33:09.752397] [INFO ] [sig       ] TLYS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:09.891766] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TLYS.txt
[2025-12-25T20:33:09.891949] [INFO ] [sig       ] [3138/3552] Completed TLYS in 0.4s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-25T20:33:09.891989] [INFO ] [sig       ] [3139/3552] Forecasting TM...
[2025-12-25T20:33:09.892019] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-25T20:33:09.892078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-25T20:33:09.905050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-25T20:33:09.905794] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-25T20:33:09.907761] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-25T20:33:09.907845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:09.907897] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:09.907929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:09.907990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:09.974297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:09.975203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:09.975290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:09.975324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:10.103502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:10.103683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:10.103725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:10.103754] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:10.107084] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=73.03%)
[2025-12-25T20:33:10.107353] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-25T20:33:10.107478] [INFO ] [sig       ] TM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:10.257686] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TM.txt
[2025-12-25T20:33:10.257908] [INFO ] [sig       ] [3139/3552] Completed TM in 0.4s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-25T20:33:10.257952] [INFO ] [sig       ] [3140/3552] Forecasting TMC...
[2025-12-25T20:33:10.257983] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-25T20:33:10.258016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-25T20:33:10.270857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-25T20:33:10.271348] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-25T20:33:10.272324] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-25T20:33:10.272378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:10.272411] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:10.272437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:10.272496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:10.329996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:10.331174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:10.331273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:10.331314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:10.453213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:10.453449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:10.453495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:10.453591] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:10.457605] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=8.57%)
[2025-12-25T20:33:10.457928] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-25T20:33:10.458073] [INFO ] [sig       ] TMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:10.608337] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TMC.txt
[2025-12-25T20:33:10.608665] [INFO ] [sig       ] [3140/3552] Completed TMC in 0.4s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-25T20:33:10.608722] [INFO ] [sig       ] [3141/3552] Forecasting TMCI...
[2025-12-25T20:33:10.608758] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-25T20:33:10.608791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-25T20:33:10.624283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-25T20:33:10.624870] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-25T20:33:10.625862] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-25T20:33:10.625917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:10.625951] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:10.625979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:10.626038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:10.685300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:10.686393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:10.686549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:10.686610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:10.812337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:10.812590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:10.812645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:10.812676] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:10.816640] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=10.58%)
[2025-12-25T20:33:10.816953] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-25T20:33:10.817094] [INFO ] [sig       ] TMCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:10.964017] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TMCI.txt
[2025-12-25T20:33:10.964234] [INFO ] [sig       ] [3141/3552] Completed TMCI in 0.4s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-25T20:33:10.964322] [INFO ] [sig       ] [3142/3552] Forecasting TMDX...
[2025-12-25T20:33:10.964356] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-25T20:33:10.964390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-25T20:33:10.977328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-25T20:33:10.977933] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-25T20:33:10.978887] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-25T20:33:10.978942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:10.978976] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:10.979004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:10.979071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:11.038769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:11.039914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:11.040014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:11.040047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:11.164312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:11.164548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:11.164615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:11.164648] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:11.168560] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=20.27%)
[2025-12-25T20:33:11.168899] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-25T20:33:11.169039] [INFO ] [sig       ] TMDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:11.313996] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TMDX.txt
[2025-12-25T20:33:11.314196] [INFO ] [sig       ] [3142/3552] Completed TMDX in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-25T20:33:11.314242] [INFO ] [sig       ] [3143/3552] Forecasting TME...
[2025-12-25T20:33:11.314313] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-25T20:33:11.314351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-25T20:33:11.326820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-25T20:33:11.327353] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-25T20:33:11.328320] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-25T20:33:11.328373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:11.328405] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:11.328431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:11.328490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:11.390250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:11.391384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:11.391486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:11.391522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:11.517252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:11.517488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:11.517535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:11.517565] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:11.521591] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-12-25T20:33:11.521982] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-25T20:33:11.522129] [INFO ] [sig       ] TME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:11.772700] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TME.txt
[2025-12-25T20:33:11.772919] [INFO ] [sig       ] [3143/3552] Completed TME in 0.5s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-25T20:33:11.773019] [INFO ] [sig       ] [3144/3552] Forecasting TMHC...
[2025-12-25T20:33:11.773067] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-25T20:33:11.773112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-25T20:33:11.784371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-25T20:33:11.784812] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-25T20:33:11.785624] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-25T20:33:11.785678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:11.785710] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:11.785736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:11.785797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:11.843257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:11.844351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:11.844439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:11.844472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:11.965284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:11.965447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:11.965487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:11.965515] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:11.970207] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=44.16%)
[2025-12-25T20:33:11.970631] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-25T20:33:11.970800] [INFO ] [sig       ] TMHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:12.144180] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TMHC.txt
[2025-12-25T20:33:12.144399] [INFO ] [sig       ] [3144/3552] Completed TMHC in 0.4s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-25T20:33:12.144497] [INFO ] [sig       ] [3145/3552] Forecasting TMUS...
[2025-12-25T20:33:12.144550] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-25T20:33:12.144626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-25T20:33:12.159963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-25T20:33:12.160486] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-25T20:33:12.161721] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-25T20:33:12.161799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:12.161853] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:12.161903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:12.162000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:12.234524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:12.235762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:12.235902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:12.235958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:12.388442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:12.388709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:12.388772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:12.388818] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:12.394431] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=59.33%)
[2025-12-25T20:33:12.394982] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-25T20:33:12.395201] [INFO ] [sig       ] TMUS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:12.604029] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TMUS.txt
[2025-12-25T20:33:12.604255] [INFO ] [sig       ] [3145/3552] Completed TMUS in 0.5s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-25T20:33:12.604321] [INFO ] [sig       ] [3146/3552] Forecasting TNC...
[2025-12-25T20:33:12.604372] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-25T20:33:12.604422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-25T20:33:12.622980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-25T20:33:12.623789] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-25T20:33:12.625429] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-25T20:33:12.625522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:12.625597] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:12.625646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:12.625744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:12.713723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:12.714846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:12.714942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:12.714977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:12.874932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:12.875104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:12.875147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:12.875177] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:12.878875] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=32.84%)
[2025-12-25T20:33:12.879216] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-25T20:33:12.879414] [INFO ] [sig       ] TNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:13.043844] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TNC.txt
[2025-12-25T20:33:13.044021] [INFO ] [sig       ] [3146/3552] Completed TNC in 0.4s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-25T20:33:13.044065] [INFO ] [sig       ] [3147/3552] Forecasting TNDM...
[2025-12-25T20:33:13.044097] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-25T20:33:13.044127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-25T20:33:13.060979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-25T20:33:13.061748] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-25T20:33:13.063068] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-25T20:33:13.063168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:13.063219] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:13.063264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:13.063359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:13.132369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:13.133623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:13.133774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:13.133809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:13.267495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:13.267676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:13.267719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:13.267750] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:13.271309] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-12-25T20:33:13.271617] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-25T20:33:13.271753] [INFO ] [sig       ] TNDM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:13.415473] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TNDM.txt
[2025-12-25T20:33:13.415662] [INFO ] [sig       ] [3147/3552] Completed TNDM in 0.4s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-25T20:33:13.415705] [INFO ] [sig       ] [3148/3552] Forecasting TNGX...
[2025-12-25T20:33:13.415764] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-25T20:33:13.415795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-25T20:33:13.425794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-25T20:33:13.426162] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-25T20:33:13.426992] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-25T20:33:13.427044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:13.427078] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:13.427106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:13.427165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:13.484934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:13.485726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:13.485808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:13.485842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:13.605344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:13.605503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:13.605545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:13.605594] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:13.608969] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-25T20:33:13.609262] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-25T20:33:13.609391] [INFO ] [sig       ] TNGX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:13.752445] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TNGX.txt
[2025-12-25T20:33:13.752645] [INFO ] [sig       ] [3148/3552] Completed TNGX in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-25T20:33:13.752692] [INFO ] [sig       ] [3149/3552] Forecasting TNK...
[2025-12-25T20:33:13.752724] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-25T20:33:13.752756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-25T20:33:13.762788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-25T20:33:13.763114] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-25T20:33:13.763885] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-25T20:33:13.763937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:13.763985] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:13.764015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:13.764073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:13.820491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:13.821303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:13.821383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:13.821416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:13.944590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:13.944749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:13.944789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:13.944817] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:13.948121] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=30.80%)
[2025-12-25T20:33:13.948392] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-25T20:33:13.948515] [INFO ] [sig       ] TNK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:14.091271] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TNK.txt
[2025-12-25T20:33:14.091437] [INFO ] [sig       ] [3149/3552] Completed TNK in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-25T20:33:14.091478] [INFO ] [sig       ] [3150/3552] Forecasting TNL...
[2025-12-25T20:33:14.091539] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-25T20:33:14.091589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-25T20:33:14.102375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-25T20:33:14.102758] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-25T20:33:14.103594] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-25T20:33:14.103655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:14.103693] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:14.103721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:14.103781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:14.159755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:14.160375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:14.160453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:14.160485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:14.285302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:14.285458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:14.285497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:14.285525] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:14.288883] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=26.35%)
[2025-12-25T20:33:14.289155] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-25T20:33:14.289292] [INFO ] [sig       ] TNL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:14.426885] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TNL.txt
[2025-12-25T20:33:14.427052] [INFO ] [sig       ] [3150/3552] Completed TNL in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-25T20:33:14.427105] [INFO ] [sig       ] [3151/3552] Forecasting TNON...
[2025-12-25T20:33:14.427146] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-25T20:33:14.427216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-25T20:33:14.440681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-25T20:33:14.441373] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-25T20:33:14.442491] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-25T20:33:14.442635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:14.442676] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:14.442706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:14.442803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:14.500245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:14.501181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:14.501289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:14.501331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:14.623880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:14.624041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:14.624080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:14.624107] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:14.627483] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: UP (p=93.60%)
[2025-12-25T20:33:14.627778] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-25T20:33:14.627902] [INFO ] [sig       ] TNON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:14.766802] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TNON.txt
[2025-12-25T20:33:14.766976] [INFO ] [sig       ] [3151/3552] Completed TNON in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-25T20:33:14.767019] [INFO ] [sig       ] [3152/3552] Forecasting TNXP...
[2025-12-25T20:33:14.767049] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-25T20:33:14.767111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-25T20:33:14.777491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-25T20:33:14.777895] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-25T20:33:14.778716] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-25T20:33:14.778770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:14.778802] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:14.778830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:14.778888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:14.837724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:14.838646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:14.838735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:14.838768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:14.962611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:14.962771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:14.962813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:14.962843] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:14.966344] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-25T20:33:14.966655] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-25T20:33:14.966787] [INFO ] [sig       ] TNXP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:15.110342] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TNXP.txt
[2025-12-25T20:33:15.110506] [INFO ] [sig       ] [3152/3552] Completed TNXP in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-25T20:33:15.110556] [INFO ] [sig       ] [3153/3552] Forecasting TOI...
[2025-12-25T20:33:15.110634] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-25T20:33:15.110667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-25T20:33:15.121006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-25T20:33:15.121361] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-25T20:33:15.122165] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-25T20:33:15.122220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:15.122254] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:15.122282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:15.122340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:15.183679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:15.184519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:15.184619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:15.184655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:15.307050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:15.307209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:15.307250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:15.307280] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:15.310769] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=13.28%)
[2025-12-25T20:33:15.311047] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-25T20:33:15.311175] [INFO ] [sig       ] TOI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:15.454832] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TOI.txt
[2025-12-25T20:33:15.454976] [INFO ] [sig       ] [3153/3552] Completed TOI in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-25T20:33:15.455019] [INFO ] [sig       ] [3154/3552] Forecasting TOL...
[2025-12-25T20:33:15.455049] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-25T20:33:15.455105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-25T20:33:15.466017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-25T20:33:15.466416] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-25T20:33:15.467226] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-25T20:33:15.467279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:15.467341] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:15.467371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:15.467431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:15.524626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:15.525446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:15.525529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:15.525563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:15.643327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:15.643481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:15.643521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:15.643550] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:15.646962] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-12-25T20:33:15.647237] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-25T20:33:15.647388] [INFO ] [sig       ] TOL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:15.788025] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TOL.txt
[2025-12-25T20:33:15.788216] [INFO ] [sig       ] [3154/3552] Completed TOL in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-25T20:33:15.788269] [INFO ] [sig       ] [3155/3552] Forecasting TORO...
[2025-12-25T20:33:15.788331] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-25T20:33:15.788365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-25T20:33:15.798451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-25T20:33:15.798805] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-25T20:33:15.799637] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-25T20:33:15.799691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:15.799724] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:15.799751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:15.799807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:15.857158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:15.857848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:15.857927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:15.857961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:15.977741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:15.977930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:15.977992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:15.978030] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:15.981596] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-25T20:33:15.981896] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-25T20:33:15.982029] [INFO ] [sig       ] TORO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:16.123099] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TORO.txt
[2025-12-25T20:33:16.123246] [INFO ] [sig       ] [3155/3552] Completed TORO in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-25T20:33:16.123286] [INFO ] [sig       ] [3156/3552] Forecasting TOWN...
[2025-12-25T20:33:16.123315] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-25T20:33:16.123344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-25T20:33:16.136312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-25T20:33:16.136739] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-25T20:33:16.137531] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-25T20:33:16.137604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:16.137638] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:16.137665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:16.137722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:16.195066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:16.195960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:16.196057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:16.196093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:16.331668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:16.331828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:16.331885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:16.331914] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:16.335263] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: UP (p=75.36%)
[2025-12-25T20:33:16.335537] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-25T20:33:16.335712] [INFO ] [sig       ] TOWN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:16.473275] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TOWN.txt
[2025-12-25T20:33:16.473442] [INFO ] [sig       ] [3156/3552] Completed TOWN in 0.4s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-25T20:33:16.473482] [INFO ] [sig       ] [3157/3552] Forecasting TOYO...
[2025-12-25T20:33:16.473515] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-25T20:33:16.473545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-25T20:33:16.483976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-25T20:33:16.484404] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-25T20:33:16.485212] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-25T20:33:16.485265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:16.485297] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:16.485322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:16.485379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:16.544528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:16.545416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:16.545506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:16.545540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:16.656987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:16.657140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:16.657180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:16.657243] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:16.660742] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: DOWN (p=21.32%)
[2025-12-25T20:33:16.661023] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-25T20:33:16.661152] [INFO ] [sig       ] TOYO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:16.800649] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TOYO.txt
[2025-12-25T20:33:16.800795] [INFO ] [sig       ] [3157/3552] Completed TOYO in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-25T20:33:16.800835] [INFO ] [sig       ] [3158/3552] Forecasting TPB...
[2025-12-25T20:33:16.800864] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-25T20:33:16.800895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-25T20:33:16.811520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-25T20:33:16.811962] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-25T20:33:16.812793] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-25T20:33:16.812845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:16.812878] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:16.812906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:16.812965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:16.871511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:16.872327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:16.872429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:16.872464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:16.994329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:16.994496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:16.994536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:16.994563] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:16.997970] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=35.46%)
[2025-12-25T20:33:16.998259] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-25T20:33:16.998391] [INFO ] [sig       ] TPB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:17.137658] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TPB.txt
[2025-12-25T20:33:17.137822] [INFO ] [sig       ] [3158/3552] Completed TPB in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-25T20:33:17.137863] [INFO ] [sig       ] [3159/3552] Forecasting TPC...
[2025-12-25T20:33:17.137893] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-25T20:33:17.137924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-25T20:33:17.148198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-25T20:33:17.148524] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-25T20:33:17.149348] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-25T20:33:17.149407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:17.149440] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:17.149467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:17.149526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:17.206336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:17.206990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:17.207068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:17.207100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:17.326080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:17.326239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:17.326277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:17.326306] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:17.329702] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-25T20:33:17.329971] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-25T20:33:17.330096] [INFO ] [sig       ] TPC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:17.470374] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TPC.txt
[2025-12-25T20:33:17.470523] [INFO ] [sig       ] [3159/3552] Completed TPC in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-25T20:33:17.470564] [INFO ] [sig       ] [3160/3552] Forecasting TPG...
[2025-12-25T20:33:17.470642] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-25T20:33:17.470677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-25T20:33:17.480373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-25T20:33:17.480721] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-25T20:33:17.481513] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-25T20:33:17.481565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:17.481640] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:17.481670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:17.481728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:17.537845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:17.538735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:17.538820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:17.538852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:17.658143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:17.658311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:17.658351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:17.658378] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:17.661821] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-25T20:33:17.662108] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-25T20:33:17.662234] [INFO ] [sig       ] TPG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:17.801888] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TPG.txt
[2025-12-25T20:33:17.802044] [INFO ] [sig       ] [3160/3552] Completed TPG in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-25T20:33:17.802115] [INFO ] [sig       ] [3161/3552] Forecasting TPGXL...
[2025-12-25T20:33:17.802146] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-25T20:33:17.802176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-25T20:33:17.814257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-25T20:33:17.814795] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-25T20:33:17.815704] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-25T20:33:17.815757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:17.815789] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:17.815815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:17.815876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:17.875491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:17.876660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:17.876754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:17.876789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:17.989759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:17.989929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:17.989971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:17.989999] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:17.993402] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: UP (p=72.32%)
[2025-12-25T20:33:17.993703] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-25T20:33:17.993831] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:18.132254] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TPGXL.txt
[2025-12-25T20:33:18.132444] [INFO ] [sig       ] [3161/3552] Completed TPGXL in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-25T20:33:18.132487] [INFO ] [sig       ] [3162/3552] Forecasting TPH...
[2025-12-25T20:33:18.132516] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-25T20:33:18.132546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-25T20:33:18.142940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-25T20:33:18.143329] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-25T20:33:18.144134] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-25T20:33:18.144189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:18.144221] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:18.144250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:18.144311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:18.202066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:18.203047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:18.203138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:18.203171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:18.325957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:18.326238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:18.326288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:18.326319] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:18.330384] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=31.86%)
[2025-12-25T20:33:18.330759] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-25T20:33:18.330918] [INFO ] [sig       ] TPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:18.474841] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TPH.txt
[2025-12-25T20:33:18.475125] [INFO ] [sig       ] [3162/3552] Completed TPH in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-25T20:33:18.475174] [INFO ] [sig       ] [3163/3552] Forecasting TPL...
[2025-12-25T20:33:18.475211] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-25T20:33:18.475242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-25T20:33:18.488361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-25T20:33:18.489005] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-25T20:33:18.490387] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-25T20:33:18.490446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:18.490479] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:18.490506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:18.490566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:18.549522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:18.550616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:18.550716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:18.550751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:18.677368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:18.677624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:18.677672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:18.677702] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:18.681815] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-12-25T20:33:18.682195] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-25T20:33:18.682352] [INFO ] [sig       ] TPL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:18.825006] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TPL.txt
[2025-12-25T20:33:18.825212] [INFO ] [sig       ] [3163/3552] Completed TPL in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-25T20:33:18.825256] [INFO ] [sig       ] [3164/3552] Forecasting TPVG...
[2025-12-25T20:33:18.825328] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-25T20:33:18.825367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-25T20:33:18.837239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-25T20:33:18.837746] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-25T20:33:18.838649] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-25T20:33:18.838701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:18.838733] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:18.838761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:18.838819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:18.899008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:18.900066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:18.900207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:18.900243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:19.024049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:19.024268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:19.024314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:19.024354] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:19.028925] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=9.95%)
[2025-12-25T20:33:19.029300] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-25T20:33:19.029458] [INFO ] [sig       ] TPVG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:19.178521] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TPVG.txt
[2025-12-25T20:33:19.178782] [INFO ] [sig       ] [3164/3552] Completed TPVG in 0.4s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-25T20:33:19.178871] [INFO ] [sig       ] [3165/3552] Forecasting TPYP...
[2025-12-25T20:33:19.178907] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-25T20:33:19.178939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-25T20:33:19.191980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-25T20:33:19.192509] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-25T20:33:19.193419] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-25T20:33:19.193472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:19.193504] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:19.193530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:19.193606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:19.254555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:19.255561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:19.255678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:19.255710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:19.371274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:19.371437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:19.371478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:19.371508] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:19.374927] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-12-25T20:33:19.375202] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-25T20:33:19.375328] [INFO ] [sig       ] TPYP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:19.516357] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TPYP.txt
[2025-12-25T20:33:19.516523] [INFO ] [sig       ] [3165/3552] Completed TPYP in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-25T20:33:19.516564] [INFO ] [sig       ] [3166/3552] Forecasting TPZ...
[2025-12-25T20:33:19.516613] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-25T20:33:19.516677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-25T20:33:19.526848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-25T20:33:19.527216] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-25T20:33:19.528054] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-25T20:33:19.528107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:19.528139] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:19.528166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:19.528225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:19.584944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:19.585811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:19.585895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:19.585928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:19.695756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:19.695920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:19.695961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:19.695994] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:19.699428] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-12-25T20:33:19.699759] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-25T20:33:19.699891] [INFO ] [sig       ] TPZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:19.839480] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TPZ.txt
[2025-12-25T20:33:19.839659] [INFO ] [sig       ] [3166/3552] Completed TPZ in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-25T20:33:19.839705] [INFO ] [sig       ] [3167/3552] Forecasting TQQQ...
[2025-12-25T20:33:19.839736] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-25T20:33:19.839822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-25T20:33:19.849793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-25T20:33:19.850183] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-25T20:33:19.850979] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-25T20:33:19.851037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:19.851070] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:19.851099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:19.851158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:19.907514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:19.908386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:19.908472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:19.908505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:20.033289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:20.033445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:20.033485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:20.033533] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:20.036923] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=51.98%)
[2025-12-25T20:33:20.037225] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-25T20:33:20.037361] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:20.178129] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TQQQ.txt
[2025-12-25T20:33:20.178333] [INFO ] [sig       ] [3167/3552] Completed TQQQ in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-25T20:33:20.178385] [INFO ] [sig       ] [3168/3552] Forecasting TRC...
[2025-12-25T20:33:20.178422] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-25T20:33:20.178482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-25T20:33:20.189357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-25T20:33:20.189779] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-25T20:33:20.190545] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-25T20:33:20.190621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:20.190655] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:20.190682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:20.190740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:20.246864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:20.247729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:20.247829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:20.247862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:20.362192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:20.362346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:20.362386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:20.362415] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:20.365755] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=80.88%)
[2025-12-25T20:33:20.366025] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-25T20:33:20.366153] [INFO ] [sig       ] TRC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:20.508167] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRC.txt
[2025-12-25T20:33:20.508321] [INFO ] [sig       ] [3168/3552] Completed TRC in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-25T20:33:20.508362] [INFO ] [sig       ] [3169/3552] Forecasting TRDA...
[2025-12-25T20:33:20.508392] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-25T20:33:20.508422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-25T20:33:20.518667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-25T20:33:20.518976] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-25T20:33:20.519805] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-25T20:33:20.519857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:20.519888] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:20.519914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:20.519971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:20.576981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:20.577638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:20.577715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:20.577746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:20.703769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:20.703926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:20.703967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:20.703996] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:20.707392] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-12-25T20:33:20.707686] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-25T20:33:20.707812] [INFO ] [sig       ] TRDA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:20.849770] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRDA.txt
[2025-12-25T20:33:20.849922] [INFO ] [sig       ] [3169/3552] Completed TRDA in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-25T20:33:20.849968] [INFO ] [sig       ] [3170/3552] Forecasting TREE...
[2025-12-25T20:33:20.849998] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-25T20:33:20.850028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-25T20:33:20.860541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-25T20:33:20.860960] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-25T20:33:20.861775] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-25T20:33:20.861827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:20.861859] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:20.861885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:20.861942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:20.919719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:20.920628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:20.920717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:20.920750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:21.044543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:21.044720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:21.044762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:21.044793] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:21.048208] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=89.92%)
[2025-12-25T20:33:21.048488] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-25T20:33:21.048632] [INFO ] [sig       ] TREE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:21.196478] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TREE.txt
[2025-12-25T20:33:21.196709] [INFO ] [sig       ] [3170/3552] Completed TREE in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-25T20:33:21.196766] [INFO ] [sig       ] [3171/3552] Forecasting TREX...
[2025-12-25T20:33:21.196833] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-25T20:33:21.196864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-25T20:33:21.207655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-25T20:33:21.208048] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-25T20:33:21.208835] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-25T20:33:21.208887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:21.208949] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:21.208977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:21.209048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:21.267015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:21.267897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:21.267980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:21.268014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:21.394841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:21.395004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:21.395050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:21.395078] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:21.398493] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-25T20:33:21.398793] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-25T20:33:21.398921] [INFO ] [sig       ] TREX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:21.540359] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TREX.txt
[2025-12-25T20:33:21.540524] [INFO ] [sig       ] [3171/3552] Completed TREX in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-25T20:33:21.540589] [INFO ] [sig       ] [3172/3552] Forecasting TRGP...
[2025-12-25T20:33:21.540622] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-25T20:33:21.540678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-25T20:33:21.554959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-25T20:33:21.555402] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-25T20:33:21.556206] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-25T20:33:21.556258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:21.556290] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:21.556317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:21.556374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:21.614761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:21.615510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:21.615607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:21.615643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:21.735331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:21.735499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:21.735549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:21.735598] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:21.738895] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: DOWN (p=26.17%)
[2025-12-25T20:33:21.739170] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-25T20:33:21.739323] [INFO ] [sig       ] TRGP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:21.884612] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRGP.txt
[2025-12-25T20:33:21.884757] [INFO ] [sig       ] [3172/3552] Completed TRGP in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-25T20:33:21.884798] [INFO ] [sig       ] [3173/3552] Forecasting TRI...
[2025-12-25T20:33:21.884826] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-25T20:33:21.884856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-25T20:33:21.895847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-25T20:33:21.896163] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-25T20:33:21.896925] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-25T20:33:21.896991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:21.897023] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:21.897054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:21.897112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:21.954515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:21.955257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:21.955336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:21.955368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:22.076390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:22.076547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:22.076602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:22.076633] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:22.079952] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: UP (p=53.40%)
[2025-12-25T20:33:22.080229] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-25T20:33:22.080352] [INFO ] [sig       ] TRI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:22.217156] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRI.txt
[2025-12-25T20:33:22.217310] [INFO ] [sig       ] [3173/3552] Completed TRI in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-25T20:33:22.217351] [INFO ] [sig       ] [3174/3552] Forecasting TRIN...
[2025-12-25T20:33:22.217381] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-25T20:33:22.217412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-25T20:33:22.227893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-25T20:33:22.228250] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-25T20:33:22.229060] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-25T20:33:22.229122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:22.229154] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:22.229179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:22.229256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:22.285003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:22.285772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:22.285855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:22.285888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:22.408936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:22.409096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:22.409137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:22.409228] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:22.412822] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: UP (p=61.24%)
[2025-12-25T20:33:22.413118] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-25T20:33:22.413258] [INFO ] [sig       ] TRIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:22.552168] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRIN.txt
[2025-12-25T20:33:22.552307] [INFO ] [sig       ] [3174/3552] Completed TRIN in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-25T20:33:22.552346] [INFO ] [sig       ] [3175/3552] Forecasting TRIP...
[2025-12-25T20:33:22.552376] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-25T20:33:22.552406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-25T20:33:22.563190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-25T20:33:22.563537] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-25T20:33:22.564349] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-25T20:33:22.564402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:22.564432] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:22.564458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:22.564519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:22.623431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:22.624297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:22.624387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:22.624423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:22.741644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:22.741801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:22.741840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:22.741869] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:22.745325] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-25T20:33:22.745619] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-25T20:33:22.745745] [INFO ] [sig       ] TRIP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:22.885857] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRIP.txt
[2025-12-25T20:33:22.885992] [INFO ] [sig       ] [3175/3552] Completed TRIP in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-25T20:33:22.886032] [INFO ] [sig       ] [3176/3552] Forecasting TRMB...
[2025-12-25T20:33:22.886062] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-25T20:33:22.886092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-25T20:33:22.896144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-25T20:33:22.896467] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-25T20:33:22.897277] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-25T20:33:22.897331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:22.897362] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:22.897389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:22.897448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:22.955824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:22.956544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:22.956643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:22.956677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:23.079117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:23.079285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:23.079327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:23.079357] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:23.082686] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: UP (p=77.26%)
[2025-12-25T20:33:23.082956] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-25T20:33:23.083075] [INFO ] [sig       ] TRMB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:23.225830] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRMB.txt
[2025-12-25T20:33:23.226008] [INFO ] [sig       ] [3176/3552] Completed TRMB in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-25T20:33:23.226049] [INFO ] [sig       ] [3177/3552] Forecasting TRMD...
[2025-12-25T20:33:23.226078] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-25T20:33:23.226111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-25T20:33:23.236365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-25T20:33:23.236713] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-25T20:33:23.237479] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-25T20:33:23.237531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:23.237599] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:23.237630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:23.237688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:23.295325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:23.296199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:23.296283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:23.296316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:23.413554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:23.413734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:23.413778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:23.413806] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:23.417149] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=33.89%)
[2025-12-25T20:33:23.417424] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-25T20:33:23.417552] [INFO ] [sig       ] TRMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:23.555761] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRMD.txt
[2025-12-25T20:33:23.555914] [INFO ] [sig       ] [3177/3552] Completed TRMD in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-25T20:33:23.555955] [INFO ] [sig       ] [3178/3552] Forecasting TRMK...
[2025-12-25T20:33:23.555984] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-25T20:33:23.556014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-25T20:33:23.565813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-25T20:33:23.566130] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-25T20:33:23.566906] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-25T20:33:23.566960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:23.567016] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:23.567044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:23.567101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:23.623033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:23.623837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:23.623917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:23.623949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:23.742112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:23.742272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:23.742313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:23.742343] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:23.745817] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-25T20:33:23.746101] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-25T20:33:23.746230] [INFO ] [sig       ] TRMK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:23.886258] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRMK.txt
[2025-12-25T20:33:23.886416] [INFO ] [sig       ] [3178/3552] Completed TRMK in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-25T20:33:23.886456] [INFO ] [sig       ] [3179/3552] Forecasting TRN...
[2025-12-25T20:33:23.886485] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-25T20:33:23.886517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-25T20:33:23.897293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-25T20:33:23.897686] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-25T20:33:23.898487] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-25T20:33:23.898541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:23.898594] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:23.898625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:23.898683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:23.954495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:23.955188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:23.955283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:23.955319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:24.074916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:24.075068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:24.075108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:24.075137] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:24.078455] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-25T20:33:24.078743] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-25T20:33:24.078866] [INFO ] [sig       ] TRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:24.225132] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRN.txt
[2025-12-25T20:33:24.225430] [INFO ] [sig       ] [3179/3552] Completed TRN in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-25T20:33:24.225470] [INFO ] [sig       ] [3180/3552] Forecasting TRNO...
[2025-12-25T20:33:24.225499] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-25T20:33:24.225530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-25T20:33:24.237181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-25T20:33:24.237510] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-25T20:33:24.238335] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-25T20:33:24.238388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:24.238423] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:24.238451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:24.238509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:24.300516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:24.301390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:24.301472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:24.301506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:24.423400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:24.423588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:24.423632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:24.423662] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:24.427072] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=23.47%)
[2025-12-25T20:33:24.427346] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-25T20:33:24.427475] [INFO ] [sig       ] TRNO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:24.568079] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRNO.txt
[2025-12-25T20:33:24.568223] [INFO ] [sig       ] [3180/3552] Completed TRNO in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-25T20:33:24.568264] [INFO ] [sig       ] [3181/3552] Forecasting TRNS...
[2025-12-25T20:33:24.568302] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-25T20:33:24.568332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-25T20:33:24.578703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-25T20:33:24.579022] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-25T20:33:24.579860] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-25T20:33:24.579913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:24.579948] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:24.579996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:24.580064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:24.638912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:24.639611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:24.639742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:24.639778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:24.755354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:24.755512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:24.755551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:24.755596] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:24.758902] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-25T20:33:24.759171] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-25T20:33:24.759312] [INFO ] [sig       ] TRNS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:24.917232] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRNS.txt
[2025-12-25T20:33:24.917380] [INFO ] [sig       ] [3181/3552] Completed TRNS in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-25T20:33:24.917422] [INFO ] [sig       ] [3182/3552] Forecasting TROX...
[2025-12-25T20:33:24.917454] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-25T20:33:24.917485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-25T20:33:24.927646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-25T20:33:24.928002] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-25T20:33:24.928816] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-25T20:33:24.928870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:24.928903] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:24.928932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:24.928992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:24.986542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:24.987497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:24.987595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:24.987632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:25.109188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:25.109379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:25.109433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:25.109464] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:25.113000] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=41.90%)
[2025-12-25T20:33:25.113296] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-25T20:33:25.113427] [INFO ] [sig       ] TROX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:25.250667] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TROX.txt
[2025-12-25T20:33:25.250816] [INFO ] [sig       ] [3182/3552] Completed TROX in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-25T20:33:25.250857] [INFO ] [sig       ] [3183/3552] Forecasting TRP...
[2025-12-25T20:33:25.250887] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-25T20:33:25.250963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-25T20:33:25.261151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-25T20:33:25.261531] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-25T20:33:25.262418] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-25T20:33:25.262472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:25.262505] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:25.262533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:25.262615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:25.321482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:25.322330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:25.322414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:25.322449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:25.443294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:25.443450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:25.443492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:25.443522] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:25.446919] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-25T20:33:25.447191] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-25T20:33:25.447319] [INFO ] [sig       ] TRP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:25.586278] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRP.txt
[2025-12-25T20:33:25.586415] [INFO ] [sig       ] [3183/3552] Completed TRP in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-25T20:33:25.586455] [INFO ] [sig       ] [3184/3552] Forecasting TRS...
[2025-12-25T20:33:25.586484] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-25T20:33:25.586514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-25T20:33:25.596313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-25T20:33:25.596687] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-25T20:33:25.597460] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-25T20:33:25.597556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:25.597610] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:25.597639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:25.597699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:25.654101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:25.654787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:25.654867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:25.654902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:25.773247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:25.773391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:25.773430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:25.773459] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:25.776754] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-25T20:33:25.777024] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-25T20:33:25.777145] [INFO ] [sig       ] TRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:25.916106] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRS.txt
[2025-12-25T20:33:25.916263] [INFO ] [sig       ] [3184/3552] Completed TRS in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-25T20:33:25.916305] [INFO ] [sig       ] [3185/3552] Forecasting TRTX...
[2025-12-25T20:33:25.916338] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-25T20:33:25.916368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-25T20:33:25.925856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-25T20:33:25.926216] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-25T20:33:25.926997] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-25T20:33:25.927048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:25.927080] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:25.927106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:25.927164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:25.985485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:25.986272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:25.986356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:25.986390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:26.106811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:26.106968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:26.107036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:26.107067] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:26.113784] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=37.84%)
[2025-12-25T20:33:26.114162] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-25T20:33:26.114301] [INFO ] [sig       ] TRTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:26.255143] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRTX.txt
[2025-12-25T20:33:26.255289] [INFO ] [sig       ] [3185/3552] Completed TRTX in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-25T20:33:26.255331] [INFO ] [sig       ] [3186/3552] Forecasting TRUE...
[2025-12-25T20:33:26.255363] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-25T20:33:26.255394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-25T20:33:26.265249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-25T20:33:26.265604] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-25T20:33:26.266359] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-25T20:33:26.266411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:26.266442] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:26.266469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:26.266525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:26.324432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:26.325190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:26.325270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:26.325302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:26.451467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:26.451635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:26.451677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:26.451707] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:26.455073] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: UP (p=62.84%)
[2025-12-25T20:33:26.455347] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-25T20:33:26.455476] [INFO ] [sig       ] TRUE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:26.595825] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRUE.txt
[2025-12-25T20:33:26.595967] [INFO ] [sig       ] [3186/3552] Completed TRUE in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-25T20:33:26.596006] [INFO ] [sig       ] [3187/3552] Forecasting TRUP...
[2025-12-25T20:33:26.596037] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-25T20:33:26.596065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-25T20:33:26.605985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-25T20:33:26.606323] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-25T20:33:26.607135] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-25T20:33:26.607193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:26.607226] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:26.607253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:26.607310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:26.668784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:26.669627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:26.669713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:26.669746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:26.794866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:26.795022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:26.795063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:26.795093] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:26.798459] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=13.90%)
[2025-12-25T20:33:26.798753] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-25T20:33:26.798878] [INFO ] [sig       ] TRUP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:26.940396] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRUP.txt
[2025-12-25T20:33:26.940561] [INFO ] [sig       ] [3187/3552] Completed TRUP in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-25T20:33:26.940633] [INFO ] [sig       ] [3188/3552] Forecasting TRVG...
[2025-12-25T20:33:26.940667] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-25T20:33:26.940730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-25T20:33:26.950305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-25T20:33:26.950657] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-25T20:33:26.951460] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-25T20:33:26.951514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:26.951590] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:26.951623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:26.951686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:27.008814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:27.009658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:27.009741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:27.009775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:27.129683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:27.129837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:27.129877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:27.129906] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:27.133303] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-12-25T20:33:27.133599] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-25T20:33:27.133726] [INFO ] [sig       ] TRVG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:27.276179] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRVG.txt
[2025-12-25T20:33:27.276361] [INFO ] [sig       ] [3188/3552] Completed TRVG in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-25T20:33:27.276409] [INFO ] [sig       ] [3189/3552] Forecasting TS...
[2025-12-25T20:33:27.276440] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-25T20:33:27.276475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-25T20:33:27.286655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-25T20:33:27.286996] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-25T20:33:27.287866] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-25T20:33:27.287920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:27.287953] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:27.287981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:27.288039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:27.344875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:27.345591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:27.345679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:27.345714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:27.465072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:27.465223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:27.465262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:27.465290] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:27.468617] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-25T20:33:27.468886] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-25T20:33:27.469035] [INFO ] [sig       ] TS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:27.611888] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TS.txt
[2025-12-25T20:33:27.612060] [INFO ] [sig       ] [3189/3552] Completed TS in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-25T20:33:27.612105] [INFO ] [sig       ] [3190/3552] Forecasting TSBK...
[2025-12-25T20:33:27.612135] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-25T20:33:27.612171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-25T20:33:27.621492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-25T20:33:27.621827] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-25T20:33:27.622611] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-25T20:33:27.622663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:27.622697] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:27.622724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:27.622788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:27.680270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:27.681013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:27.681096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:27.681130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:27.787497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:27.787661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:27.787701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:27.787730] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:27.791143] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: UP (p=62.36%)
[2025-12-25T20:33:27.791447] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-25T20:33:27.791620] [INFO ] [sig       ] TSBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:27.932123] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TSBK.txt
[2025-12-25T20:33:27.932293] [INFO ] [sig       ] [3190/3552] Completed TSBK in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-25T20:33:27.932341] [INFO ] [sig       ] [3191/3552] Forecasting TSCO...
[2025-12-25T20:33:27.932372] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-25T20:33:27.932405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-25T20:33:27.942371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-25T20:33:27.942705] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-25T20:33:27.943516] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-25T20:33:27.943569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:27.943636] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:27.943665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:27.943724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:28.001815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:28.002514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:28.002613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:28.002649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:28.120752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:28.120906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:28.120961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:28.121020] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:28.124435] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=14.17%)
[2025-12-25T20:33:28.124732] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-25T20:33:28.124862] [INFO ] [sig       ] TSCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:28.271741] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSCO.txt
[2025-12-25T20:33:28.271904] [INFO ] [sig       ] [3191/3552] Completed TSCO in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-25T20:33:28.271966] [INFO ] [sig       ] [3192/3552] Forecasting TSDD...
[2025-12-25T20:33:28.271997] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-25T20:33:28.272027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-25T20:33:28.281880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-25T20:33:28.282245] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-25T20:33:28.283054] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-25T20:33:28.283106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:28.283138] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:28.283164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:28.283222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:28.339003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:28.339695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:28.339775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:28.339806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:28.462341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:28.462488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:28.462529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:28.462557] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:28.465937] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-25T20:33:28.466207] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-25T20:33:28.466329] [INFO ] [sig       ] TSDD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:28.603731] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TSDD.txt
[2025-12-25T20:33:28.603901] [INFO ] [sig       ] [3192/3552] Completed TSDD in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-25T20:33:28.603943] [INFO ] [sig       ] [3193/3552] Forecasting TSEM...
[2025-12-25T20:33:28.603975] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-25T20:33:28.604007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-25T20:33:28.613999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-25T20:33:28.614369] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-25T20:33:28.615164] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-25T20:33:28.615216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:28.615247] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:28.615273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:28.615331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:28.672213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:28.673097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:28.673180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:28.673212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:28.790382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:28.790548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:28.790608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:28.790639] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:28.793987] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-12-25T20:33:28.794280] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-25T20:33:28.794406] [INFO ] [sig       ] TSEM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:28.935600] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSEM.txt
[2025-12-25T20:33:28.935760] [INFO ] [sig       ] [3193/3552] Completed TSEM in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-25T20:33:28.935807] [INFO ] [sig       ] [3194/3552] Forecasting TSHA...
[2025-12-25T20:33:28.935835] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-25T20:33:28.935865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-25T20:33:28.951881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-25T20:33:28.952641] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-25T20:33:28.953868] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-25T20:33:28.953935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:28.953980] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:28.954019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:28.954105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:29.017216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:29.018401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:29.018502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:29.018538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:29.149824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:29.150079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:29.150127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:29.150156] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:29.154327] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=27.63%)
[2025-12-25T20:33:29.154697] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-25T20:33:29.154843] [INFO ] [sig       ] TSHA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:29.297157] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSHA.txt
[2025-12-25T20:33:29.297373] [INFO ] [sig       ] [3194/3552] Completed TSHA in 0.4s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-25T20:33:29.297415] [INFO ] [sig       ] [3195/3552] Forecasting TSI...
[2025-12-25T20:33:29.297448] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-25T20:33:29.297511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-25T20:33:29.309175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-25T20:33:29.309762] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-25T20:33:29.310698] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-25T20:33:29.310752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:29.310811] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:29.310839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:29.310899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:29.369185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:29.370389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:29.370492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:29.370526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:29.490390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:29.490645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:29.490693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:29.490722] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:29.494484] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=0.20%)
[2025-12-25T20:33:29.494836] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-25T20:33:29.494987] [INFO ] [sig       ] TSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:29.649022] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSI.txt
[2025-12-25T20:33:29.649773] [INFO ] [sig       ] [3195/3552] Completed TSI in 0.4s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-25T20:33:29.649837] [INFO ] [sig       ] [3196/3552] Forecasting TSL...
[2025-12-25T20:33:29.649877] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-25T20:33:29.649911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-25T20:33:29.662456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-25T20:33:29.663072] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-25T20:33:29.664048] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-25T20:33:29.664103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:29.664135] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:29.664162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:29.664223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:29.721063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:29.722288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:29.722398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:29.722432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:29.846655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:29.846897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:29.846942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:29.846971] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:29.850775] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-25T20:33:29.851070] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-25T20:33:29.851199] [INFO ] [sig       ] TSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:29.991113] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSL.txt
[2025-12-25T20:33:29.991308] [INFO ] [sig       ] [3196/3552] Completed TSL in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-25T20:33:29.991350] [INFO ] [sig       ] [3197/3552] Forecasting TSLA...
[2025-12-25T20:33:29.991381] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-25T20:33:29.991450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-25T20:33:30.004325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-25T20:33:30.004930] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-25T20:33:30.005984] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-25T20:33:30.006047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:30.006089] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:30.006125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:30.006205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:30.069129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:30.070097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:30.070184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:30.070218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:30.199320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:30.199481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:30.199520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:30.199548] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:30.202919] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=13.71%)
[2025-12-25T20:33:30.203196] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-25T20:33:30.203322] [INFO ] [sig       ] TSLA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:30.345261] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSLA.txt
[2025-12-25T20:33:30.345439] [INFO ] [sig       ] [3197/3552] Completed TSLA in 0.4s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-25T20:33:30.345480] [INFO ] [sig       ] [3198/3552] Forecasting TSLL...
[2025-12-25T20:33:30.345511] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-25T20:33:30.345539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-25T20:33:30.356131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-25T20:33:30.356557] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-25T20:33:30.357431] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-25T20:33:30.357485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:30.357519] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:30.357548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:30.357633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:30.416392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:30.417241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:30.417363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:30.417397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:30.539941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:30.540103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:30.540142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:30.540171] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:30.543493] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-25T20:33:30.543812] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-25T20:33:30.543958] [INFO ] [sig       ] TSLL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:30.685927] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSLL.txt
[2025-12-25T20:33:30.686100] [INFO ] [sig       ] [3198/3552] Completed TSLL in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-25T20:33:30.686143] [INFO ] [sig       ] [3199/3552] Forecasting TSLQ...
[2025-12-25T20:33:30.686181] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-25T20:33:30.686211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-25T20:33:30.695982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-25T20:33:30.696363] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-25T20:33:30.697165] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-25T20:33:30.697218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:30.697249] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:30.697275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:30.697333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:30.754044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:30.754971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:30.755057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:30.755090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:30.878770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:30.878954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:30.879025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:30.879056] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:30.882820] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-25T20:33:30.883158] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-25T20:33:30.883314] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:31.023105] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TSLQ.txt
[2025-12-25T20:33:31.023272] [INFO ] [sig       ] [3199/3552] Completed TSLQ in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-25T20:33:31.023314] [INFO ] [sig       ] [3200/3552] Forecasting TSLS...
[2025-12-25T20:33:31.023343] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-25T20:33:31.023372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-25T20:33:31.034911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-25T20:33:31.035298] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-25T20:33:31.036128] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-25T20:33:31.036181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:31.036212] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:31.036239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:31.036296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:31.092434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:31.093486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:31.093599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:31.093636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:31.216058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:31.216216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:31.216255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:31.216284] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:31.219657] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-12-25T20:33:31.219938] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-25T20:33:31.220068] [INFO ] [sig       ] TSLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:31.361136] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TSLS.txt
[2025-12-25T20:33:31.361314] [INFO ] [sig       ] [3200/3552] Completed TSLS in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-25T20:33:31.361358] [INFO ] [sig       ] [3201/3552] Forecasting TSLX...
[2025-12-25T20:33:31.361387] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-25T20:33:31.361417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-25T20:33:31.372293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-25T20:33:31.372741] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-25T20:33:31.373529] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-25T20:33:31.373598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:31.373633] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:31.373663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:31.373719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:31.430678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:31.431558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:31.431668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:31.431700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:31.554108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:31.554273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:31.554313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:31.554343] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:31.557836] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=46.71%)
[2025-12-25T20:33:31.558155] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-25T20:33:31.558291] [INFO ] [sig       ] TSLX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:31.704925] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSLX.txt
[2025-12-25T20:33:31.705184] [INFO ] [sig       ] [3201/3552] Completed TSLX in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-25T20:33:31.705230] [INFO ] [sig       ] [3202/3552] Forecasting TSM...
[2025-12-25T20:33:31.705260] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-25T20:33:31.705330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-25T20:33:31.718048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-25T20:33:31.718488] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-25T20:33:31.719391] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-25T20:33:31.719445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:31.719477] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:31.719503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:31.719560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:31.777954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:31.778960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:31.779049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:31.779082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:31.913019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:31.913185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:31.913234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:31.913282] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:31.916843] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=84.36%)
[2025-12-25T20:33:31.917125] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-25T20:33:31.917261] [INFO ] [sig       ] TSM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:32.063093] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TSM.txt
[2025-12-25T20:33:32.063237] [INFO ] [sig       ] [3202/3552] Completed TSM in 0.4s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-25T20:33:32.063280] [INFO ] [sig       ] [3203/3552] Forecasting TSN...
[2025-12-25T20:33:32.063312] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-25T20:33:32.063342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-25T20:33:32.073972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-25T20:33:32.074272] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-25T20:33:32.075040] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-25T20:33:32.075091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:32.075123] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:32.075149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:32.075206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:32.131064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:32.131745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:32.131823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:32.131855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:32.250724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:32.250881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:32.250919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:32.250946] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:32.254297] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-25T20:33:32.254592] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-25T20:33:32.254720] [INFO ] [sig       ] TSN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:32.392064] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSN.txt
[2025-12-25T20:33:32.392182] [INFO ] [sig       ] [3203/3552] Completed TSN in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-25T20:33:32.392226] [INFO ] [sig       ] [3204/3552] Forecasting TSQ...
[2025-12-25T20:33:32.392254] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-25T20:33:32.392284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-25T20:33:32.402763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-25T20:33:32.403052] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-25T20:33:32.403811] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-25T20:33:32.403862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:32.403894] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:32.403920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:32.403977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:32.459774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:32.460381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:32.460458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:32.460505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:32.581388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:32.581535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:32.581592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:32.581623] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:32.584903] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-12-25T20:33:32.585169] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-25T20:33:32.585290] [INFO ] [sig       ] TSQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:32.724733] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TSQ.txt
[2025-12-25T20:33:32.724886] [INFO ] [sig       ] [3204/3552] Completed TSQ in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-25T20:33:32.724926] [INFO ] [sig       ] [3205/3552] Forecasting TTC...
[2025-12-25T20:33:32.724956] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-25T20:33:32.724985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-25T20:33:32.734677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-25T20:33:32.734983] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-25T20:33:32.735742] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-25T20:33:32.735792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:32.735855] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:32.735882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:32.735940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:32.791988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:32.792595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:32.792671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:32.792703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:32.915805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:32.916004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:32.916052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:32.916082] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:32.919590] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=27.52%)
[2025-12-25T20:33:32.919915] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-25T20:33:32.920056] [INFO ] [sig       ] TTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:33.058090] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TTC.txt
[2025-12-25T20:33:33.058221] [INFO ] [sig       ] [3205/3552] Completed TTC in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-25T20:33:33.058261] [INFO ] [sig       ] [3206/3552] Forecasting TTD...
[2025-12-25T20:33:33.058291] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-25T20:33:33.058320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-25T20:33:33.068972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-25T20:33:33.069303] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-25T20:33:33.070094] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-25T20:33:33.070146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:33.070176] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:33.070217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:33.070276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:33.126914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:33.127487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:33.127561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:33.127611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:33.243624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:33.243770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:33.243809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:33.243838] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:33.247150] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-12-25T20:33:33.247417] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-25T20:33:33.247538] [INFO ] [sig       ] TTD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:33.386412] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TTD.txt
[2025-12-25T20:33:33.386535] [INFO ] [sig       ] [3206/3552] Completed TTD in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-25T20:33:33.386590] [INFO ] [sig       ] [3207/3552] Forecasting TTE...
[2025-12-25T20:33:33.386623] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-25T20:33:33.386653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-25T20:33:33.397267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-25T20:33:33.397565] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-25T20:33:33.398326] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-25T20:33:33.398378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:33.398410] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:33.398436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:33.398493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:33.455451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:33.456080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:33.456158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:33.456191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:33.576671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:33.576814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:33.576853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:33.576881] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:33.580178] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=10.05%)
[2025-12-25T20:33:33.580445] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-25T20:33:33.580564] [INFO ] [sig       ] TTE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:33.722403] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TTE.txt
[2025-12-25T20:33:33.722599] [INFO ] [sig       ] [3207/3552] Completed TTE in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-25T20:33:33.722644] [INFO ] [sig       ] [3208/3552] Forecasting TTEC...
[2025-12-25T20:33:33.722703] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-25T20:33:33.722736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-25T20:33:33.733697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-25T20:33:33.734061] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-25T20:33:33.734860] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-25T20:33:33.734912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:33.734943] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:33.734968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:33.735025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:33.790703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:33.791363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:33.791446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:33.791478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:33.908494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:33.908670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:33.908711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:33.908787] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:33.912126] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=20.67%)
[2025-12-25T20:33:33.912401] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-25T20:33:33.912530] [INFO ] [sig       ] TTEC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:34.051442] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TTEC.txt
[2025-12-25T20:33:34.051619] [INFO ] [sig       ] [3208/3552] Completed TTEC in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-25T20:33:34.051664] [INFO ] [sig       ] [3209/3552] Forecasting TTEK...
[2025-12-25T20:33:34.051694] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-25T20:33:34.051724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-25T20:33:34.062269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-25T20:33:34.062626] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-25T20:33:34.063384] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-25T20:33:34.063437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:34.063470] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:34.063497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:34.063555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:34.121263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:34.122378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:34.122496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:34.122550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:34.250450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:34.250633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:34.250677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:34.250706] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:34.254171] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=25.75%)
[2025-12-25T20:33:34.254453] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-25T20:33:34.254622] [INFO ] [sig       ] TTEK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:34.397037] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TTEK.txt
[2025-12-25T20:33:34.397201] [INFO ] [sig       ] [3209/3552] Completed TTEK in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-25T20:33:34.397268] [INFO ] [sig       ] [3210/3552] Forecasting TTI...
[2025-12-25T20:33:34.397300] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-25T20:33:34.397338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-25T20:33:34.407509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-25T20:33:34.407912] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-25T20:33:34.408769] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-25T20:33:34.408821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:34.408853] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:34.408880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:34.408938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:34.466742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:34.467600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:34.467688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:34.467721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:34.593970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:34.594140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:34.594182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:34.594213] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:34.597671] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-12-25T20:33:34.597962] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-25T20:33:34.598114] [INFO ] [sig       ] TTI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:34.738479] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TTI.txt
[2025-12-25T20:33:34.738668] [INFO ] [sig       ] [3210/3552] Completed TTI in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-25T20:33:34.738713] [INFO ] [sig       ] [3211/3552] Forecasting TTMI...
[2025-12-25T20:33:34.738745] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-25T20:33:34.738777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-25T20:33:34.749066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-25T20:33:34.749484] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-25T20:33:34.750314] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-25T20:33:34.750368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:34.750400] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:34.750426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:34.750484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:34.810793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:34.811728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:34.811817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:34.811849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:34.929748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:34.929914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:34.929960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:34.929989] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:34.933406] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: UP (p=57.56%)
[2025-12-25T20:33:34.933714] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-25T20:33:34.933857] [INFO ] [sig       ] TTMI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:35.074010] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TTMI.txt
[2025-12-25T20:33:35.074179] [INFO ] [sig       ] [3211/3552] Completed TTMI in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-25T20:33:35.074222] [INFO ] [sig       ] [3212/3552] Forecasting TTSH...
[2025-12-25T20:33:35.074252] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-25T20:33:35.074283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-25T20:33:35.084707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-25T20:33:35.085113] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-25T20:33:35.085932] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-25T20:33:35.085987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:35.086020] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:35.086048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:35.086108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:35.143558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:35.144447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:35.144543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:35.144598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:35.271509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:35.271679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:35.271721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:35.271751] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:35.275322] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-12-25T20:33:35.275784] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-25T20:33:35.275910] [INFO ] [sig       ] TTSH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:35.415914] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TTSH.txt
[2025-12-25T20:33:35.416088] [INFO ] [sig       ] [3212/3552] Completed TTSH in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-25T20:33:35.416132] [INFO ] [sig       ] [3213/3552] Forecasting TTWO...
[2025-12-25T20:33:35.416199] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-25T20:33:35.416232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-25T20:33:35.426680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-25T20:33:35.427058] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-25T20:33:35.427873] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-25T20:33:35.427925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:35.427957] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:35.427983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:35.428039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:35.484457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:35.485328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:35.485418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:35.485450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:35.606278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:35.606462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:35.606504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:35.606531] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:35.610109] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-12-25T20:33:35.610421] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-25T20:33:35.610564] [INFO ] [sig       ] TTWO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:35.752110] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TTWO.txt
[2025-12-25T20:33:35.752281] [INFO ] [sig       ] [3213/3552] Completed TTWO in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-25T20:33:35.752327] [INFO ] [sig       ] [3214/3552] Forecasting TUGN...
[2025-12-25T20:33:35.752359] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-25T20:33:35.752416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-25T20:33:35.762464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-25T20:33:35.762845] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-25T20:33:35.763642] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-25T20:33:35.763697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:35.763731] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:35.763759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:35.763819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:35.822349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:35.823082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:35.823161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:35.823194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:35.932389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:35.932540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:35.932598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:35.932629] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:35.935955] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: DOWN (p=34.07%)
[2025-12-25T20:33:35.936225] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-25T20:33:35.936347] [INFO ] [sig       ] TUGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:36.074811] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TUGN.txt
[2025-12-25T20:33:36.074956] [INFO ] [sig       ] [3214/3552] Completed TUGN in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-25T20:33:36.074997] [INFO ] [sig       ] [3215/3552] Forecasting TUSK...
[2025-12-25T20:33:36.075027] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-25T20:33:36.075057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-25T20:33:36.084903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-25T20:33:36.085235] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-25T20:33:36.086047] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-25T20:33:36.086104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:36.086138] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:36.086166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:36.086226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:36.143796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:36.144443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:36.144557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:36.144613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:36.264353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:36.264567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:36.264633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:36.264674] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:36.268092] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: DOWN (p=43.18%)
[2025-12-25T20:33:36.268366] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-25T20:33:36.268492] [INFO ] [sig       ] TUSK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:36.418515] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TUSK.txt
[2025-12-25T20:33:36.418745] [INFO ] [sig       ] [3215/3552] Completed TUSK in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-25T20:33:36.418841] [INFO ] [sig       ] [3216/3552] Forecasting TVC...
[2025-12-25T20:33:36.418886] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-25T20:33:36.418926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-25T20:33:36.430548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-25T20:33:36.431056] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-25T20:33:36.432068] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-25T20:33:36.432131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:36.432173] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:36.432211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:36.432291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:36.490816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:36.491683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:36.491767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:36.491802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:36.596109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:36.596256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:36.596297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:36.596328] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:36.599832] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=10.16%)
[2025-12-25T20:33:36.600114] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-25T20:33:36.600240] [INFO ] [sig       ] TVC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:36.739960] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TVC.txt
[2025-12-25T20:33:36.740104] [INFO ] [sig       ] [3216/3552] Completed TVC in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-25T20:33:36.740145] [INFO ] [sig       ] [3217/3552] Forecasting TVE...
[2025-12-25T20:33:36.740175] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-25T20:33:36.740203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-25T20:33:36.749442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-25T20:33:36.749795] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-25T20:33:36.750538] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-25T20:33:36.750614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:36.750652] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:36.750678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:36.750736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:36.808483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:36.809277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:36.809364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:36.809398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:36.910544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:36.910711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:36.910754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:36.910783] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:36.914171] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2025-12-25T20:33:36.914453] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-25T20:33:36.914597] [INFO ] [sig       ] TVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:37.056678] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TVE.txt
[2025-12-25T20:33:37.056821] [INFO ] [sig       ] [3217/3552] Completed TVE in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-25T20:33:37.056862] [INFO ] [sig       ] [3218/3552] Forecasting TVTX...
[2025-12-25T20:33:37.056891] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-25T20:33:37.056921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-25T20:33:37.066928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-25T20:33:37.067286] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-25T20:33:37.068083] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-25T20:33:37.068139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:37.068173] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:37.068201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:37.068261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:37.125548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:37.126323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:37.126408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:37.126443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:37.246281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:37.246430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:37.246471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:37.246502] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:37.249968] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-12-25T20:33:37.250245] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-25T20:33:37.250370] [INFO ] [sig       ] TVTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:37.392262] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TVTX.txt
[2025-12-25T20:33:37.392438] [INFO ] [sig       ] [3218/3552] Completed TVTX in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-25T20:33:37.392479] [INFO ] [sig       ] [3219/3552] Forecasting TWFG...
[2025-12-25T20:33:37.392517] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-25T20:33:37.392547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-25T20:33:37.402474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-25T20:33:37.402809] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-25T20:33:37.403597] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-25T20:33:37.403665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:37.403698] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:37.403724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:37.403783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:37.464569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:37.465403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:37.465485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:37.465520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:37.589470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:37.589648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:37.589690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:37.589719] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:37.593160] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: DOWN (p=40.03%)
[2025-12-25T20:33:37.593457] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-25T20:33:37.593605] [INFO ] [sig       ] TWFG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:37.738736] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TWFG.txt
[2025-12-25T20:33:37.738899] [INFO ] [sig       ] [3219/3552] Completed TWFG in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-25T20:33:37.738941] [INFO ] [sig       ] [3220/3552] Forecasting TWG...
[2025-12-25T20:33:37.738971] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-25T20:33:37.739001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-25T20:33:37.752518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-25T20:33:37.752929] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-25T20:33:37.753719] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-25T20:33:37.753771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:37.753803] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:37.753830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:37.753887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:37.811861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:37.812746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:37.812840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:37.812875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:37.930107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:37.930266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:37.930308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:37.930336] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:37.933714] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=34.93%)
[2025-12-25T20:33:37.934002] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-25T20:33:37.934132] [INFO ] [sig       ] TWG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:38.076293] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TWG.txt
[2025-12-25T20:33:38.076454] [INFO ] [sig       ] [3220/3552] Completed TWG in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-25T20:33:38.076495] [INFO ] [sig       ] [3221/3552] Forecasting TWI...
[2025-12-25T20:33:38.076524] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-25T20:33:38.076596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-25T20:33:38.086705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-25T20:33:38.087081] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-25T20:33:38.087863] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-25T20:33:38.087916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:38.087947] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:38.087974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:38.088031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:38.147142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:38.148065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:38.148150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:38.148183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:38.279677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:38.279880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:38.279953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:38.280007] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:38.283468] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=29.83%)
[2025-12-25T20:33:38.283758] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-25T20:33:38.283883] [INFO ] [sig       ] TWI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:38.421240] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TWI.txt
[2025-12-25T20:33:38.421352] [INFO ] [sig       ] [3221/3552] Completed TWI in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-25T20:33:38.421389] [INFO ] [sig       ] [3222/3552] Forecasting TWIN...
[2025-12-25T20:33:38.421419] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-25T20:33:38.421448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-25T20:33:38.431051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-25T20:33:38.431327] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-25T20:33:38.432096] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-25T20:33:38.432148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:38.432206] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:38.432234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:38.432291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:38.488677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:38.489266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:38.489341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:38.489373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:38.606438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:38.606616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:38.606661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:38.606691] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:38.610008] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-25T20:33:38.610271] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-25T20:33:38.610391] [INFO ] [sig       ] TWIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:38.747061] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TWIN.txt
[2025-12-25T20:33:38.747171] [INFO ] [sig       ] [3222/3552] Completed TWIN in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-25T20:33:38.747216] [INFO ] [sig       ] [3223/3552] Forecasting TWLO...
[2025-12-25T20:33:38.747247] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-25T20:33:38.747276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-25T20:33:38.756956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-25T20:33:38.757244] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-25T20:33:38.758008] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-25T20:33:38.758059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:38.758090] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:38.758117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:38.758174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:38.813459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:38.814059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:38.814135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:38.814166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:38.937151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:38.937278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:38.937315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:38.937343] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:38.940947] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=30.76%)
[2025-12-25T20:33:38.941210] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-25T20:33:38.941334] [INFO ] [sig       ] TWLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:39.080367] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TWLO.txt
[2025-12-25T20:33:39.080481] [INFO ] [sig       ] [3223/3552] Completed TWLO in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-25T20:33:39.080520] [INFO ] [sig       ] [3224/3552] Forecasting TWO...
[2025-12-25T20:33:39.080549] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-25T20:33:39.080594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-25T20:33:39.092909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-25T20:33:39.093293] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-25T20:33:39.094141] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-25T20:33:39.094202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:39.094239] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:39.094267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:39.094325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:39.159730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:39.160682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:39.160776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:39.160824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:39.288541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:39.288721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:39.288763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:39.288792] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:39.292846] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=50.40%)
[2025-12-25T20:33:39.293194] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-25T20:33:39.293332] [INFO ] [sig       ] TWO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:39.437938] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TWO.txt
[2025-12-25T20:33:39.438116] [INFO ] [sig       ] [3224/3552] Completed TWO in 0.4s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-25T20:33:39.438158] [INFO ] [sig       ] [3225/3552] Forecasting TX...
[2025-12-25T20:33:39.438188] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-25T20:33:39.438248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-25T20:33:39.449434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-25T20:33:39.449884] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-25T20:33:39.450705] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-25T20:33:39.450756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:39.450788] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:39.450815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:39.450872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:39.510053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:39.510943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:39.511033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:39.511067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:39.633259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:39.633429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:39.633470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:39.633541] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:39.637430] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-25T20:33:39.637735] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-25T20:33:39.637864] [INFO ] [sig       ] TX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:39.777711] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TX.txt
[2025-12-25T20:33:39.777859] [INFO ] [sig       ] [3225/3552] Completed TX in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-25T20:33:39.777929] [INFO ] [sig       ] [3226/3552] Forecasting TXG...
[2025-12-25T20:33:39.777962] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-25T20:33:39.777992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-25T20:33:39.788600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-25T20:33:39.788922] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-25T20:33:39.789713] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-25T20:33:39.789765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:39.789797] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:39.789823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:39.789880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:39.846336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:39.846931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:39.847008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:39.847039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:39.964969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:39.965109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:39.965170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:39.965198] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:39.968480] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=0.22%)
[2025-12-25T20:33:39.968766] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-25T20:33:39.968889] [INFO ] [sig       ] TXG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:40.113098] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TXG.txt
[2025-12-25T20:33:40.113299] [INFO ] [sig       ] [3226/3552] Completed TXG in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-25T20:33:40.113357] [INFO ] [sig       ] [3227/3552] Forecasting TXMD...
[2025-12-25T20:33:40.113391] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-25T20:33:40.113460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-25T20:33:40.124629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-25T20:33:40.125031] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-25T20:33:40.125830] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-25T20:33:40.125897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:40.125936] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:40.125963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:40.126023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:40.182923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:40.183762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:40.183864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:40.183900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:40.301113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:40.301268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:40.301309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:40.301339] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:40.304768] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-25T20:33:40.305042] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-25T20:33:40.305169] [INFO ] [sig       ] TXMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:40.447149] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TXMD.txt
[2025-12-25T20:33:40.447290] [INFO ] [sig       ] [3227/3552] Completed TXMD in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-25T20:33:40.447329] [INFO ] [sig       ] [3228/3552] Forecasting TXN...
[2025-12-25T20:33:40.447359] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-25T20:33:40.447389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-25T20:33:40.458074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-25T20:33:40.458397] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-25T20:33:40.459170] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-25T20:33:40.459224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:40.459285] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:40.459313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:40.459371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:40.517868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:40.518619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:40.518721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:40.518755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:40.641001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:40.641157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:40.641198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:40.641227] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:40.644635] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: DOWN (p=28.95%)
[2025-12-25T20:33:40.644908] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-25T20:33:40.645036] [INFO ] [sig       ] TXN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:40.783890] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TXN.txt
[2025-12-25T20:33:40.784030] [INFO ] [sig       ] [3228/3552] Completed TXN in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-25T20:33:40.784069] [INFO ] [sig       ] [3229/3552] Forecasting TXO...
[2025-12-25T20:33:40.784099] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-25T20:33:40.784128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-25T20:33:40.795511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-25T20:33:40.795889] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-25T20:33:40.796659] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-25T20:33:40.796712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:40.796744] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:40.796771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:40.796829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:40.853813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:40.854605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:40.854687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:40.854719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:40.976491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:40.976668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:40.976710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:40.976738] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:40.980806] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=41.94%)
[2025-12-25T20:33:40.981126] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-25T20:33:40.981262] [INFO ] [sig       ] TXO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:41.127677] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TXO.txt
[2025-12-25T20:33:41.127837] [INFO ] [sig       ] [3229/3552] Completed TXO in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-25T20:33:41.127880] [INFO ] [sig       ] [3230/3552] Forecasting TXRH...
[2025-12-25T20:33:41.127909] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-25T20:33:41.127938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-25T20:33:41.139094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-25T20:33:41.139523] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-25T20:33:41.140305] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-25T20:33:41.140358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:41.140428] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:41.140458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:41.140516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:41.198467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:41.199389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:41.199474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:41.199506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:41.318884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:41.319026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:41.319064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:41.319092] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:41.322397] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2025-12-25T20:33:41.322685] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-25T20:33:41.322807] [INFO ] [sig       ] TXRH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:41.460182] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TXRH.txt
[2025-12-25T20:33:41.460301] [INFO ] [sig       ] [3230/3552] Completed TXRH in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-25T20:33:41.460340] [INFO ] [sig       ] [3231/3552] Forecasting TY...
[2025-12-25T20:33:41.460369] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-25T20:33:41.460397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-25T20:33:41.470033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-25T20:33:41.470319] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-25T20:33:41.471092] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-25T20:33:41.471144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:41.471175] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:41.471202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:41.471259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:41.530077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:41.530958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:41.531040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:41.531077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:41.654950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:41.655111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:41.655152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:41.655182] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:41.658604] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-25T20:33:41.658914] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-25T20:33:41.659037] [INFO ] [sig       ] TY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:41.807741] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TY.txt
[2025-12-25T20:33:41.807876] [INFO ] [sig       ] [3231/3552] Completed TY in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-25T20:33:41.807916] [INFO ] [sig       ] [3232/3552] Forecasting TYG...
[2025-12-25T20:33:41.807945] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-25T20:33:41.807974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-25T20:33:41.817698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-25T20:33:41.818175] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-25T20:33:41.819108] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-25T20:33:41.819160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:41.819191] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:41.819219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:41.819304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:41.875324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:41.875932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:41.876039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:41.876073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:41.994303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:41.994436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:41.994480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:41.994514] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:41.997829] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-12-25T20:33:41.998094] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-25T20:33:41.998213] [INFO ] [sig       ] TYG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:42.136797] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TYG.txt
[2025-12-25T20:33:42.136924] [INFO ] [sig       ] [3232/3552] Completed TYG in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-25T20:33:42.136963] [INFO ] [sig       ] [3233/3552] Forecasting TYGO...
[2025-12-25T20:33:42.136992] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-25T20:33:42.137028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-25T20:33:42.147272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-25T20:33:42.147642] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-25T20:33:42.148417] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-25T20:33:42.148470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:42.148501] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:42.148527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:42.148606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:42.205841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:42.206568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:42.206684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:42.206719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:42.319902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:42.320062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:42.320102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:42.320131] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:42.323548] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2025-12-25T20:33:42.323839] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-25T20:33:42.323963] [INFO ] [sig       ] TYGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:42.461275] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TYGO.txt
[2025-12-25T20:33:42.461402] [INFO ] [sig       ] [3233/3552] Completed TYGO in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-25T20:33:42.461442] [INFO ] [sig       ] [3234/3552] Forecasting TYL...
[2025-12-25T20:33:42.461471] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-25T20:33:42.461509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-25T20:33:42.471859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-25T20:33:42.472255] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-25T20:33:42.473145] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-25T20:33:42.473200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:42.473234] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:42.473262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:42.473322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:42.530881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:42.531607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:42.531689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:42.531724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:42.655937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:42.656103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:42.656145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:42.656173] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:42.659633] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-12-25T20:33:42.659911] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-25T20:33:42.660042] [INFO ] [sig       ] TYL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:42.797980] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TYL.txt
[2025-12-25T20:33:42.798119] [INFO ] [sig       ] [3234/3552] Completed TYL in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-25T20:33:42.798158] [INFO ] [sig       ] [3235/3552] Forecasting TYRA...
[2025-12-25T20:33:42.798188] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-25T20:33:42.798216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-25T20:33:42.808876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-25T20:33:42.809210] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-25T20:33:42.810004] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-25T20:33:42.810056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:42.810088] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:42.810115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:42.810171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:42.866435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:42.867032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:42.867108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:42.867139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:42.990224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:42.990380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:42.990419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:42.990448] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:42.993870] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=40.29%)
[2025-12-25T20:33:42.994134] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-25T20:33:42.994253] [INFO ] [sig       ] TYRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:43.133697] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TYRA.txt
[2025-12-25T20:33:43.133888] [INFO ] [sig       ] [3235/3552] Completed TYRA in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-25T20:33:43.133937] [INFO ] [sig       ] [3236/3552] Forecasting TZOO...
[2025-12-25T20:33:43.133976] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-25T20:33:43.134007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-25T20:33:43.144313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-25T20:33:43.144741] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-25T20:33:43.145525] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-25T20:33:43.145602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:43.145638] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:43.145667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:43.145726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:43.203879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:43.204595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:43.204691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:43.204725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:43.327335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:43.327497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:43.327544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:43.327610] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:43.331083] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-12-25T20:33:43.331350] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-25T20:33:43.331472] [INFO ] [sig       ] TZOO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:43.472354] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TZOO.txt
[2025-12-25T20:33:43.472509] [INFO ] [sig       ] [3236/3552] Completed TZOO in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-25T20:33:43.472566] [INFO ] [sig       ] [3237/3552] Forecasting UAA...
[2025-12-25T20:33:43.472629] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-25T20:33:43.472666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-25T20:33:43.484298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-25T20:33:43.484728] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-25T20:33:43.485685] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-25T20:33:43.485746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:43.485793] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:43.485836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:43.485922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:43.547591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:43.548443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:43.548535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:43.548596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:43.675062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:43.675232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:43.675273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:43.675321] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:43.678797] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=18.41%)
[2025-12-25T20:33:43.679077] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-25T20:33:43.679205] [INFO ] [sig       ] UAA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:43.816809] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UAA.txt
[2025-12-25T20:33:43.816992] [INFO ] [sig       ] [3237/3552] Completed UAA in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-25T20:33:43.817033] [INFO ] [sig       ] [3238/3552] Forecasting UAE...
[2025-12-25T20:33:43.817064] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-25T20:33:43.817094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-25T20:33:43.827717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-25T20:33:43.828097] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-25T20:33:43.828871] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-25T20:33:43.828922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:43.828954] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:43.828979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:43.829036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:43.886188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:43.887044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:43.887127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:43.887160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:44.007981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:44.008150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:44.008188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:44.008219] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:44.011640] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=87.33%)
[2025-12-25T20:33:44.011922] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-25T20:33:44.012047] [INFO ] [sig       ] UAE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:44.154832] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UAE.txt
[2025-12-25T20:33:44.154999] [INFO ] [sig       ] [3238/3552] Completed UAE in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-25T20:33:44.155044] [INFO ] [sig       ] [3239/3552] Forecasting UAL...
[2025-12-25T20:33:44.155077] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-25T20:33:44.155109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-25T20:33:44.165678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-25T20:33:44.166057] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-25T20:33:44.166856] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-25T20:33:44.166908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:44.166968] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:44.166997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:44.167055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:44.223625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:44.224681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:44.224925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:44.224956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:44.347698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:44.347863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:44.347903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:44.347931] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:44.351414] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: DOWN (p=4.99%)
[2025-12-25T20:33:44.351757] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-25T20:33:44.351891] [INFO ] [sig       ] UAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:44.492361] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UAL.txt
[2025-12-25T20:33:44.492525] [INFO ] [sig       ] [3239/3552] Completed UAL in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-25T20:33:44.492597] [INFO ] [sig       ] [3240/3552] Forecasting UBFO...
[2025-12-25T20:33:44.492662] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-25T20:33:44.492698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-25T20:33:44.502812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-25T20:33:44.503171] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-25T20:33:44.503978] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-25T20:33:44.504030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:44.504062] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:44.504088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:44.504144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:44.559715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:44.560379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:44.560458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:44.560491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:44.677931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:44.678082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:44.678121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:44.678149] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:44.681520] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: DOWN (p=18.90%)
[2025-12-25T20:33:44.681811] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-25T20:33:44.681936] [INFO ] [sig       ] UBFO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:44.819324] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UBFO.txt
[2025-12-25T20:33:44.819481] [INFO ] [sig       ] [3240/3552] Completed UBFO in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-25T20:33:44.819522] [INFO ] [sig       ] [3241/3552] Forecasting UBND...
[2025-12-25T20:33:44.819552] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-25T20:33:44.819601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-25T20:33:44.829540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-25T20:33:44.829970] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-25T20:33:44.830797] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-25T20:33:44.830851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:44.830883] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:44.830909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:44.830983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:44.891018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:44.891941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:44.892029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:44.892062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:45.022817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:45.022977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:45.023017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:45.023047] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:45.026485] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: DOWN (p=35.46%)
[2025-12-25T20:33:45.026791] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-25T20:33:45.026920] [INFO ] [sig       ] UBND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:45.171025] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UBND.txt
[2025-12-25T20:33:45.171187] [INFO ] [sig       ] [3241/3552] Completed UBND in 0.4s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-25T20:33:45.171228] [INFO ] [sig       ] [3242/3552] Forecasting UBRL...
[2025-12-25T20:33:45.171259] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-25T20:33:45.171319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-25T20:33:45.181721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-25T20:33:45.182112] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-25T20:33:45.182954] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-25T20:33:45.183009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:45.183041] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:45.183069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:45.183127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:45.250179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:45.251084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:45.251171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:45.251204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:45.374597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:45.374761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:45.374806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:45.374875] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:45.378366] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: DOWN (p=31.64%)
[2025-12-25T20:33:45.378740] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-25T20:33:45.378877] [INFO ] [sig       ] UBRL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:45.523475] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UBRL.txt
[2025-12-25T20:33:45.523716] [INFO ] [sig       ] [3242/3552] Completed UBRL in 0.4s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-25T20:33:45.523810] [INFO ] [sig       ] [3243/3552] Forecasting UBS...
[2025-12-25T20:33:45.523856] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-25T20:33:45.523899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-25T20:33:45.537476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-25T20:33:45.537968] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-25T20:33:45.539026] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-25T20:33:45.539108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:45.539152] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:45.539192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:45.539306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:45.602110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:45.603013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:45.603097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:45.603130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:45.726795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:45.726953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:45.726994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:45.727023] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:45.730373] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-25T20:33:45.730667] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-25T20:33:45.730791] [INFO ] [sig       ] UBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:45.868459] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UBS.txt
[2025-12-25T20:33:45.868607] [INFO ] [sig       ] [3243/3552] Completed UBS in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-25T20:33:45.868649] [INFO ] [sig       ] [3244/3552] Forecasting UBSI...
[2025-12-25T20:33:45.868679] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-25T20:33:45.868708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-25T20:33:45.878756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-25T20:33:45.879070] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-25T20:33:45.879870] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-25T20:33:45.879922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:45.879953] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:45.879978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:45.880036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:45.936025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:45.936652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:45.936729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:45.936760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:46.052139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:46.052293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:46.052332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:46.052362] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:46.055669] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2025-12-25T20:33:46.055937] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-25T20:33:46.056056] [INFO ] [sig       ] UBSI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:46.193118] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UBSI.txt
[2025-12-25T20:33:46.193252] [INFO ] [sig       ] [3244/3552] Completed UBSI in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-25T20:33:46.193291] [INFO ] [sig       ] [3245/3552] Forecasting UDMY...
[2025-12-25T20:33:46.193321] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-25T20:33:46.193351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-25T20:33:46.206803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-25T20:33:46.207294] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-25T20:33:46.208304] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-25T20:33:46.208365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:46.208403] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:46.208436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:46.208516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:46.272131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:46.272981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:46.273064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:46.273096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:46.391037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:46.391195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:46.391235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:46.391264] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:46.394671] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-25T20:33:46.394954] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-25T20:33:46.395103] [INFO ] [sig       ] UDMY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:46.536755] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UDMY.txt
[2025-12-25T20:33:46.536910] [INFO ] [sig       ] [3245/3552] Completed UDMY in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-25T20:33:46.536960] [INFO ] [sig       ] [3246/3552] Forecasting UE...
[2025-12-25T20:33:46.536994] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-25T20:33:46.537025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-25T20:33:46.547829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-25T20:33:46.548186] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-25T20:33:46.549020] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-25T20:33:46.549075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:46.549109] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:46.549137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:46.549197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:46.605515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:46.606351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:46.606433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:46.606466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:46.724103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:46.724263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:46.724302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:46.724331] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:46.727774] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-12-25T20:33:46.728054] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-25T20:33:46.728180] [INFO ] [sig       ] UE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:46.877976] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UE.txt
[2025-12-25T20:33:46.878149] [INFO ] [sig       ] [3246/3552] Completed UE in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-25T20:33:46.878210] [INFO ] [sig       ] [3247/3552] Forecasting UEIC...
[2025-12-25T20:33:46.878246] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-25T20:33:46.878276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-25T20:33:46.889158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-25T20:33:46.889540] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-25T20:33:46.890311] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-25T20:33:46.890363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:46.890395] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:46.890422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:46.890479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:46.949189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:46.950128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:46.950225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:46.950268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:47.070760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:47.070914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:47.070953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:47.070981] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:47.074285] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=34.72%)
[2025-12-25T20:33:47.074554] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-25T20:33:47.074694] [INFO ] [sig       ] UEIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:47.211713] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UEIC.txt
[2025-12-25T20:33:47.211836] [INFO ] [sig       ] [3247/3552] Completed UEIC in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-25T20:33:47.211875] [INFO ] [sig       ] [3248/3552] Forecasting UFCS...
[2025-12-25T20:33:47.211904] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-25T20:33:47.211932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-25T20:33:47.222055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-25T20:33:47.222380] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-25T20:33:47.223171] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-25T20:33:47.223228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:47.223262] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:47.223288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:47.223344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:47.278953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:47.279567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:47.279666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:47.279698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:47.398759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:47.398916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:47.398956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:47.398986] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:47.402401] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=5.44%)
[2025-12-25T20:33:47.402713] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-25T20:33:47.402840] [INFO ] [sig       ] UFCS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:47.546322] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UFCS.txt
[2025-12-25T20:33:47.546469] [INFO ] [sig       ] [3248/3552] Completed UFCS in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-25T20:33:47.546508] [INFO ] [sig       ] [3249/3552] Forecasting UFI...
[2025-12-25T20:33:47.546538] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-25T20:33:47.546568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-25T20:33:47.557339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-25T20:33:47.557709] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-25T20:33:47.558476] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-25T20:33:47.558529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:47.558561] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:47.558619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:47.558680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:47.615037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:47.615713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:47.615824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:47.615858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:47.740170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:47.740341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:47.740392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:47.740428] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:47.744509] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=46.47%)
[2025-12-25T20:33:47.744845] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-25T20:33:47.744983] [INFO ] [sig       ] UFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:47.890112] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UFI.txt
[2025-12-25T20:33:47.890255] [INFO ] [sig       ] [3249/3552] Completed UFI in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-25T20:33:47.890296] [INFO ] [sig       ] [3250/3552] Forecasting UFO...
[2025-12-25T20:33:47.890326] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-25T20:33:47.890355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-25T20:33:47.903887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-25T20:33:47.904414] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-25T20:33:47.905434] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-25T20:33:47.905499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:47.905538] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:47.905592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:47.905678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:47.965463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:47.966403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:47.966492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:47.966523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:48.088310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:48.088567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:48.088665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:48.088697] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:48.092997] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-25T20:33:48.093397] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-25T20:33:48.093561] [INFO ] [sig       ] UFO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:48.242913] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UFO.txt
[2025-12-25T20:33:48.243194] [INFO ] [sig       ] [3250/3552] Completed UFO in 0.4s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-25T20:33:48.243258] [INFO ] [sig       ] [3251/3552] Forecasting UFPI...
[2025-12-25T20:33:48.243299] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-25T20:33:48.243331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-25T20:33:48.256784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-25T20:33:48.257362] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-25T20:33:48.258305] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-25T20:33:48.258360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:48.258395] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:48.258422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:48.258484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:48.316878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:48.317863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:48.317962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:48.317996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:48.440377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:48.440614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:48.440660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:48.440689] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:48.444557] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=27.03%)
[2025-12-25T20:33:48.444880] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-25T20:33:48.445015] [INFO ] [sig       ] UFPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:48.584833] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UFPI.txt
[2025-12-25T20:33:48.585026] [INFO ] [sig       ] [3251/3552] Completed UFPI in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-25T20:33:48.585069] [INFO ] [sig       ] [3252/3552] Forecasting UGI...
[2025-12-25T20:33:48.585112] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-25T20:33:48.585145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-25T20:33:48.596797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-25T20:33:48.597214] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-25T20:33:48.598121] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-25T20:33:48.598175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:48.598208] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:48.598235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:48.598294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:48.656844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:48.658071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:48.658180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:48.658220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:48.779722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:48.779958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:48.780002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:48.780033] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:48.784001] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-12-25T20:33:48.784320] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-25T20:33:48.784457] [INFO ] [sig       ] UGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:48.928801] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UGI.txt
[2025-12-25T20:33:48.929018] [INFO ] [sig       ] [3252/3552] Completed UGI in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-25T20:33:48.929065] [INFO ] [sig       ] [3253/3552] Forecasting UGP...
[2025-12-25T20:33:48.929097] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-25T20:33:48.929128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-25T20:33:48.941284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-25T20:33:48.941892] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-25T20:33:48.942843] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-25T20:33:48.942897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:48.942930] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:48.942956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:48.943016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:49.004691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:49.005715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:49.005811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:49.005849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:49.135793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:49.136024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:49.136071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:49.136101] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:49.140144] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=83.10%)
[2025-12-25T20:33:49.140462] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-25T20:33:49.140614] [INFO ] [sig       ] UGP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:49.287454] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UGP.txt
[2025-12-25T20:33:49.287667] [INFO ] [sig       ] [3253/3552] Completed UGP in 0.4s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-25T20:33:49.287715] [INFO ] [sig       ] [3254/3552] Forecasting UHAL...
[2025-12-25T20:33:49.287747] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-25T20:33:49.287778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-25T20:33:49.299552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-25T20:33:49.299970] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-25T20:33:49.300895] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-25T20:33:49.300947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:49.301003] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:49.301032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:49.301091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:49.361608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:49.362617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:49.362717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:49.362752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:49.494354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:49.494600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:49.494649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:49.494678] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:49.498656] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=26.30%)
[2025-12-25T20:33:49.498966] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-25T20:33:49.499106] [INFO ] [sig       ] UHAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:49.644671] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UHAL.txt
[2025-12-25T20:33:49.644865] [INFO ] [sig       ] [3254/3552] Completed UHAL in 0.4s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-25T20:33:49.644909] [INFO ] [sig       ] [3255/3552] Forecasting UHG...
[2025-12-25T20:33:49.644938] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-25T20:33:49.645005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-25T20:33:49.656730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-25T20:33:49.657256] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-25T20:33:49.658216] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-25T20:33:49.658270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:49.658321] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:49.658348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:49.658409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:49.718036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:49.718869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:49.718964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:49.718996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:49.842678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:49.842907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:49.842954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:49.842984] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:49.846950] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: UP (p=56.73%)
[2025-12-25T20:33:49.847261] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-25T20:33:49.847398] [INFO ] [sig       ] UHG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:49.989005] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UHG.txt
[2025-12-25T20:33:49.989175] [INFO ] [sig       ] [3255/3552] Completed UHG in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-25T20:33:49.989219] [INFO ] [sig       ] [3256/3552] Forecasting UHS...
[2025-12-25T20:33:49.989270] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-25T20:33:49.989334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-25T20:33:50.001177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-25T20:33:50.001660] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-25T20:33:50.002539] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-25T20:33:50.002611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:50.002680] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:50.002709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:50.002771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:50.059590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:50.060631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:50.060725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:50.060760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:50.182979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:50.183212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:50.183257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:50.183286] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:50.187089] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=33.64%)
[2025-12-25T20:33:50.187391] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-25T20:33:50.187525] [INFO ] [sig       ] UHS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:50.326750] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UHS.txt
[2025-12-25T20:33:50.326932] [INFO ] [sig       ] [3256/3552] Completed UHS in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-25T20:33:50.326981] [INFO ] [sig       ] [3257/3552] Forecasting UI...
[2025-12-25T20:33:50.327044] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-25T20:33:50.327078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-25T20:33:50.339426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-25T20:33:50.339958] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-25T20:33:50.340930] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-25T20:33:50.340986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:50.341019] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:50.341045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:50.341105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:50.397221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:50.397909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:50.397996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:50.398029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:50.518939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:50.519133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:50.519185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:50.519215] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:50.522702] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-25T20:33:50.522988] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-25T20:33:50.523122] [INFO ] [sig       ] UI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:50.659606] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UI.txt
[2025-12-25T20:33:50.659753] [INFO ] [sig       ] [3257/3552] Completed UI in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-25T20:33:50.659793] [INFO ] [sig       ] [3258/3552] Forecasting UIS...
[2025-12-25T20:33:50.659856] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-25T20:33:50.659890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-25T20:33:50.672246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-25T20:33:50.672784] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-25T20:33:50.673696] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-25T20:33:50.673749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:50.673782] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:50.673809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:50.673868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:50.733299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:50.734555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:50.734676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:50.734711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:50.859625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:50.859875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:50.859926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:50.859957] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:50.864414] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-12-25T20:33:50.864964] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-25T20:33:50.865175] [INFO ] [sig       ] UIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:51.021345] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UIS.txt
[2025-12-25T20:33:51.021665] [INFO ] [sig       ] [3258/3552] Completed UIS in 0.4s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-25T20:33:51.021720] [INFO ] [sig       ] [3259/3552] Forecasting UITB...
[2025-12-25T20:33:51.021756] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-25T20:33:51.021789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-25T20:33:51.033797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-25T20:33:51.034462] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-25T20:33:51.035548] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-25T20:33:51.035628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:51.035664] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:51.035694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:51.035756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:51.094860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:51.096018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:51.096155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:51.096191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:51.230773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:51.230940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:51.230981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:51.231011] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:51.234760] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: DOWN (p=47.81%)
[2025-12-25T20:33:51.235152] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-25T20:33:51.235303] [INFO ] [sig       ] UITB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:51.377683] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UITB.txt
[2025-12-25T20:33:51.377857] [INFO ] [sig       ] [3259/3552] Completed UITB in 0.4s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-25T20:33:51.377898] [INFO ] [sig       ] [3260/3552] Forecasting UL...
[2025-12-25T20:33:51.377928] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-25T20:33:51.377958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-25T20:33:51.387983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-25T20:33:51.388330] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-25T20:33:51.389127] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-25T20:33:51.389180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:51.389211] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:51.389237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:51.389318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:51.444757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:51.445433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:51.445512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:51.445544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:51.566759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:51.566920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:51.566963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:51.566991] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:51.570435] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-12-25T20:33:51.570728] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-25T20:33:51.570856] [INFO ] [sig       ] UL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:51.709539] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UL.txt
[2025-12-25T20:33:51.709735] [INFO ] [sig       ] [3260/3552] Completed UL in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-25T20:33:51.709777] [INFO ] [sig       ] [3261/3552] Forecasting ULBI...
[2025-12-25T20:33:51.709838] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-25T20:33:51.709869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-25T20:33:51.720259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-25T20:33:51.720681] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-25T20:33:51.721454] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-25T20:33:51.721506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:51.721537] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:51.721564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:51.721649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:51.780030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:51.780943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:51.781024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:51.781057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:51.898456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:51.898629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:51.898672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:51.898719] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:51.902106] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: UP (p=76.51%)
[2025-12-25T20:33:51.902398] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-25T20:33:51.902526] [INFO ] [sig       ] ULBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:52.039791] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ULBI.txt
[2025-12-25T20:33:52.039949] [INFO ] [sig       ] [3261/3552] Completed ULBI in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-25T20:33:52.040020] [INFO ] [sig       ] [3262/3552] Forecasting ULCC...
[2025-12-25T20:33:52.040054] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-25T20:33:52.040087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-25T20:33:52.050199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-25T20:33:52.050557] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-25T20:33:52.051353] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-25T20:33:52.051405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:52.051438] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:52.051465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:52.051522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:52.107051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:52.107848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:52.107927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:52.107961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:52.227220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:52.227375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:52.227415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:52.227444] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:52.230852] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-12-25T20:33:52.231124] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-25T20:33:52.231249] [INFO ] [sig       ] ULCC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:52.368247] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ULCC.txt
[2025-12-25T20:33:52.368382] [INFO ] [sig       ] [3262/3552] Completed ULCC in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-25T20:33:52.368422] [INFO ] [sig       ] [3263/3552] Forecasting ULH...
[2025-12-25T20:33:52.368452] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-25T20:33:52.368481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-25T20:33:52.378373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-25T20:33:52.378837] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-25T20:33:52.379638] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-25T20:33:52.379710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:52.379742] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:52.379768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:52.379824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:52.435149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:52.435848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:52.435928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:52.435976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:52.557516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:52.557690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:52.557731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:52.557759] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:52.561169] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-12-25T20:33:52.561445] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-25T20:33:52.561586] [INFO ] [sig       ] ULH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:52.698674] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ULH.txt
[2025-12-25T20:33:52.698822] [INFO ] [sig       ] [3263/3552] Completed ULH in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-25T20:33:52.698863] [INFO ] [sig       ] [3264/3552] Forecasting ULTA...
[2025-12-25T20:33:52.698894] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-25T20:33:52.698922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-25T20:33:52.709431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-25T20:33:52.709804] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-25T20:33:52.710553] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-25T20:33:52.710630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:52.710662] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:52.710689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:52.710746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:52.766498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:52.767390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:52.767474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:52.767506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:52.884513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:52.884686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:52.884726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:52.884754] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:52.888070] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=76.06%)
[2025-12-25T20:33:52.888351] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-25T20:33:52.888478] [INFO ] [sig       ] ULTA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:53.024978] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ULTA.txt
[2025-12-25T20:33:53.025123] [INFO ] [sig       ] [3264/3552] Completed ULTA in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-25T20:33:53.025162] [INFO ] [sig       ] [3265/3552] Forecasting ULY...
[2025-12-25T20:33:53.025190] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-25T20:33:53.025220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-25T20:33:53.035598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-25T20:33:53.035955] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-25T20:33:53.036751] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-25T20:33:53.036808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:53.036840] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:53.036866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:53.036939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:53.093339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:53.094009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:53.094096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:53.094139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:53.210753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:53.210931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:53.210971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:53.211002] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:53.214362] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: UP (p=94.92%)
[2025-12-25T20:33:53.214660] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-25T20:33:53.214788] [INFO ] [sig       ] ULY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:53.355198] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ULY.txt
[2025-12-25T20:33:53.355379] [INFO ] [sig       ] [3265/3552] Completed ULY in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-25T20:33:53.355422] [INFO ] [sig       ] [3266/3552] Forecasting UMBF...
[2025-12-25T20:33:53.355455] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-25T20:33:53.355518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-25T20:33:53.366940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-25T20:33:53.367336] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-25T20:33:53.368169] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-25T20:33:53.368230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:53.368277] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:53.368312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:53.368371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:53.431080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:53.432101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:53.432234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:53.432282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:53.560099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:53.560275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:53.560333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:53.560377] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:53.564342] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=46.70%)
[2025-12-25T20:33:53.564677] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-25T20:33:53.564813] [INFO ] [sig       ] UMBF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:53.713738] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UMBF.txt
[2025-12-25T20:33:53.713879] [INFO ] [sig       ] [3266/3552] Completed UMBF in 0.4s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-25T20:33:53.713919] [INFO ] [sig       ] [3267/3552] Forecasting UMC...
[2025-12-25T20:33:53.713950] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-25T20:33:53.713980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-25T20:33:53.724034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-25T20:33:53.724368] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-25T20:33:53.725166] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-25T20:33:53.725219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:53.725250] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:53.725276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:53.725333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:53.780918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:53.781682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:53.781763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:53.781796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:53.902077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:53.902251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:53.902291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:53.902320] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:53.905698] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=47.38%)
[2025-12-25T20:33:53.905998] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-25T20:33:53.906129] [INFO ] [sig       ] UMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:54.050728] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UMC.txt
[2025-12-25T20:33:54.050912] [INFO ] [sig       ] [3267/3552] Completed UMC in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-25T20:33:54.050956] [INFO ] [sig       ] [3268/3552] Forecasting UMH...
[2025-12-25T20:33:54.050986] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-25T20:33:54.051042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-25T20:33:54.061560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-25T20:33:54.061925] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-25T20:33:54.062711] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-25T20:33:54.062764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:54.062796] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:54.062824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:54.062886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:54.120786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:54.121709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:54.121808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:54.121844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:54.243177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:54.243336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:54.243380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:54.243409] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:54.246737] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-25T20:33:54.247007] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-25T20:33:54.247132] [INFO ] [sig       ] UMH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:54.384413] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UMH.txt
[2025-12-25T20:33:54.384555] [INFO ] [sig       ] [3268/3552] Completed UMH in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-25T20:33:54.384617] [INFO ] [sig       ] [3269/3552] Forecasting UMMA...
[2025-12-25T20:33:54.384649] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-25T20:33:54.384680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-25T20:33:54.394997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-25T20:33:54.395368] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-25T20:33:54.396177] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-25T20:33:54.396230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:54.396261] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:54.396288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:54.396346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:54.452615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:54.453471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:54.453599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:54.453646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:54.567984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:54.568161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:54.568228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:54.568264] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:54.571718] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=36.40%)
[2025-12-25T20:33:54.571988] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-25T20:33:54.572110] [INFO ] [sig       ] UMMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:54.712374] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UMMA.txt
[2025-12-25T20:33:54.712612] [INFO ] [sig       ] [3269/3552] Completed UMMA in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-25T20:33:54.712683] [INFO ] [sig       ] [3270/3552] Forecasting UNCY...
[2025-12-25T20:33:54.712719] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-25T20:33:54.712752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-25T20:33:54.722448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-25T20:33:54.722823] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-25T20:33:54.723604] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-25T20:33:54.723656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:54.723689] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:54.723715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:54.723773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:54.780601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:54.781481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:54.781567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:54.781622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:54.902514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:54.902688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:54.902730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:54.902759] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:54.906192] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-12-25T20:33:54.906509] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-25T20:33:54.906662] [INFO ] [sig       ] UNCY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:55.047002] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UNCY.txt
[2025-12-25T20:33:55.047158] [INFO ] [sig       ] [3270/3552] Completed UNCY in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-25T20:33:55.047199] [INFO ] [sig       ] [3271/3552] Forecasting UNF...
[2025-12-25T20:33:55.047255] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-25T20:33:55.047289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-25T20:33:55.059485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-25T20:33:55.059921] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-25T20:33:55.060978] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-25T20:33:55.061048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:55.061094] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:55.061134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:55.061219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:55.128706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:55.129591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:55.129674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:55.129707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:55.251993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:55.252144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:55.252185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:55.252214] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:55.255760] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=90.62%)
[2025-12-25T20:33:55.256055] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-25T20:33:55.256187] [INFO ] [sig       ] UNF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:55.402654] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UNF.txt
[2025-12-25T20:33:55.402822] [INFO ] [sig       ] [3271/3552] Completed UNF in 0.4s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-25T20:33:55.402867] [INFO ] [sig       ] [3272/3552] Forecasting UNFI...
[2025-12-25T20:33:55.402898] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-25T20:33:55.402928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-25T20:33:55.412554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-25T20:33:55.412891] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-25T20:33:55.413704] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-25T20:33:55.413756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:55.413789] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:55.413816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:55.413878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:55.469730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:55.470401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:55.470501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:55.470537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:55.595108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:55.595262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:55.595302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:55.595331] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:55.598707] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=60.88%)
[2025-12-25T20:33:55.598989] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-25T20:33:55.599110] [INFO ] [sig       ] UNFI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:55.737744] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UNFI.txt
[2025-12-25T20:33:55.737910] [INFO ] [sig       ] [3272/3552] Completed UNFI in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-25T20:33:55.737951] [INFO ] [sig       ] [3273/3552] Forecasting UNM...
[2025-12-25T20:33:55.737980] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-25T20:33:55.738011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-25T20:33:55.747976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-25T20:33:55.748364] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-25T20:33:55.749209] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-25T20:33:55.749281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:55.749340] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:55.749369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:55.749426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:55.805807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:55.806644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:55.806727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:55.806759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:55.926480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:55.926647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:55.926687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:55.926716] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:55.930062] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-12-25T20:33:55.930339] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-25T20:33:55.930463] [INFO ] [sig       ] UNM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:56.069100] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UNM.txt
[2025-12-25T20:33:56.069236] [INFO ] [sig       ] [3273/3552] Completed UNM in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-25T20:33:56.069303] [INFO ] [sig       ] [3274/3552] Forecasting UNMA...
[2025-12-25T20:33:56.069335] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-25T20:33:56.069368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-25T20:33:56.078779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-25T20:33:56.079112] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-25T20:33:56.079916] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-25T20:33:56.079968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:56.080000] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:56.080026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:56.080084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:56.136710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:56.137411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:56.137490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:56.137522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:56.249617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:56.249783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:56.249822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:56.249851] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:56.253123] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-25T20:33:56.253390] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-25T20:33:56.253508] [INFO ] [sig       ] UNMA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:56.448122] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UNMA.txt
[2025-12-25T20:33:56.448272] [INFO ] [sig       ] [3274/3552] Completed UNMA in 0.4s | 2.89 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-25T20:33:56.448311] [INFO ] [sig       ] [3275/3552] Forecasting UNP...
[2025-12-25T20:33:56.448341] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-25T20:33:56.448372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-25T20:33:56.457984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-25T20:33:56.458348] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-25T20:33:56.459150] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-25T20:33:56.459201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:56.459233] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:56.459284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:56.459343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:56.515530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:56.516216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:56.516296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:56.516328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:56.636758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:56.636908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:56.636946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:56.636975] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:56.640356] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=42.98%)
[2025-12-25T20:33:56.640652] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-25T20:33:56.640776] [INFO ] [sig       ] UNP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:56.779837] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UNP.txt
[2025-12-25T20:33:56.779975] [INFO ] [sig       ] [3275/3552] Completed UNP in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-25T20:33:56.780013] [INFO ] [sig       ] [3276/3552] Forecasting UNTY...
[2025-12-25T20:33:56.780042] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-25T20:33:56.780073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-25T20:33:56.790021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-25T20:33:56.790334] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-25T20:33:56.791101] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-25T20:33:56.791154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:56.791185] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:56.791211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:56.791267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:56.847467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:56.848157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:56.848233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:56.848264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:56.963272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:56.963409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:56.963448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:56.963506] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:56.966829] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: UP (p=58.50%)
[2025-12-25T20:33:56.967103] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-25T20:33:56.967223] [INFO ] [sig       ] UNTY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:57.105464] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UNTY.txt
[2025-12-25T20:33:57.105613] [INFO ] [sig       ] [3276/3552] Completed UNTY in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-25T20:33:57.105654] [INFO ] [sig       ] [3277/3552] Forecasting UONE...
[2025-12-25T20:33:57.105684] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-25T20:33:57.105736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-25T20:33:57.115119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-25T20:33:57.115428] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-25T20:33:57.116192] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-25T20:33:57.116244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:57.116275] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:57.116301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:57.116358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:57.172867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:57.173543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:57.173636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:57.173670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:57.279271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:57.279416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:57.279458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:57.279487] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:57.282755] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-12-25T20:33:57.283024] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-25T20:33:57.283144] [INFO ] [sig       ] UONE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:57.421023] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UONE.txt
[2025-12-25T20:33:57.421150] [INFO ] [sig       ] [3277/3552] Completed UONE in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-25T20:33:57.421188] [INFO ] [sig       ] [3278/3552] Forecasting UPBD...
[2025-12-25T20:33:57.421218] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-25T20:33:57.421247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-25T20:33:57.431296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-25T20:33:57.431666] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-25T20:33:57.432421] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-25T20:33:57.432473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:57.432518] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:57.432546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:57.432627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:57.489351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:57.489954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:57.490030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:57.490062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:57.608356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:57.608504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:57.608543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:57.608587] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:57.611881] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=65.11%)
[2025-12-25T20:33:57.612149] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-25T20:33:57.612269] [INFO ] [sig       ] UPBD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:57.750452] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UPBD.txt
[2025-12-25T20:33:57.750606] [INFO ] [sig       ] [3278/3552] Completed UPBD in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-25T20:33:57.750647] [INFO ] [sig       ] [3279/3552] Forecasting UPC...
[2025-12-25T20:33:57.750704] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-25T20:33:57.750737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-25T20:33:57.760007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-25T20:33:57.760309] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-25T20:33:57.761120] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-25T20:33:57.761173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:57.761204] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:57.761229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:57.761286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:57.818426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:57.819102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:57.819184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:57.819218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:57.931391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:57.931540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:57.931598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:57.931629] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:57.934969] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: UP (p=79.81%)
[2025-12-25T20:33:57.935250] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-25T20:33:57.935373] [INFO ] [sig       ] UPC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:58.079047] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UPC.txt
[2025-12-25T20:33:58.079186] [INFO ] [sig       ] [3279/3552] Completed UPC in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-25T20:33:58.079227] [INFO ] [sig       ] [3280/3552] Forecasting UPLD...
[2025-12-25T20:33:58.079268] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-25T20:33:58.079327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-25T20:33:58.089366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-25T20:33:58.089725] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-25T20:33:58.090471] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-25T20:33:58.090522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:58.090555] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:58.090603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:58.090664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:58.147003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:58.147736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:58.147815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:58.147846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:58.270206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:58.270324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:58.270365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:58.270392] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:58.273697] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-25T20:33:58.273972] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-25T20:33:58.274095] [INFO ] [sig       ] UPLD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:58.411284] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UPLD.txt
[2025-12-25T20:33:58.411419] [INFO ] [sig       ] [3280/3552] Completed UPLD in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-25T20:33:58.411458] [INFO ] [sig       ] [3281/3552] Forecasting UPS...
[2025-12-25T20:33:58.411487] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-25T20:33:58.411517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-25T20:33:58.421103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-25T20:33:58.421415] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-25T20:33:58.422188] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-25T20:33:58.422240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:58.422271] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:58.422298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:58.422355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:58.479790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:58.480503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:58.480602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:58.480639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:58.610238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:58.610388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:58.610428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:58.610458] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:58.613805] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2025-12-25T20:33:58.614075] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-25T20:33:58.614198] [INFO ] [sig       ] UPS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:58.755184] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UPS.txt
[2025-12-25T20:33:58.755370] [INFO ] [sig       ] [3281/3552] Completed UPS in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-25T20:33:58.755418] [INFO ] [sig       ] [3282/3552] Forecasting UPWK...
[2025-12-25T20:33:58.755448] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-25T20:33:58.755502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-25T20:33:58.766159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-25T20:33:58.766532] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-25T20:33:58.767396] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-25T20:33:58.767450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:58.767484] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:58.767511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:58.767591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:58.825607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:58.826469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:58.826548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:58.826602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:58.949785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:58.949938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:58.949978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:58.950005] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:58.953311] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=31.86%)
[2025-12-25T20:33:58.953596] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-25T20:33:58.953718] [INFO ] [sig       ] UPWK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:59.092664] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UPWK.txt
[2025-12-25T20:33:59.092797] [INFO ] [sig       ] [3282/3552] Completed UPWK in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-25T20:33:59.092836] [INFO ] [sig       ] [3283/3552] Forecasting UPXI...
[2025-12-25T20:33:59.092865] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-25T20:33:59.092903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-25T20:33:59.102845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-25T20:33:59.103163] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-25T20:33:59.104012] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-25T20:33:59.104066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:59.104098] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:59.104127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:59.104186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:59.161251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:59.161926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:59.162067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:59.162119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:59.280664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:59.280804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:59.280843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:59.280873] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:59.284176] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-25T20:33:59.284442] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-25T20:33:59.284594] [INFO ] [sig       ] UPXI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:33:59.424848] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UPXI.txt
[2025-12-25T20:33:59.424974] [INFO ] [sig       ] [3283/3552] Completed UPXI in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-25T20:33:59.425014] [INFO ] [sig       ] [3284/3552] Forecasting URBN...
[2025-12-25T20:33:59.425043] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-25T20:33:59.425073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-25T20:33:59.435660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-25T20:33:59.435977] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-25T20:33:59.436934] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-25T20:33:59.436986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:59.437016] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:59.437042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:59.437100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:59.496485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:59.497358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:59.497442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:59.497475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:33:59.622521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:33:59.622697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:33:59.622739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:33:59.622768] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:33:59.626325] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=8.57%)
[2025-12-25T20:33:59.626659] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-25T20:33:59.626799] [INFO ] [sig       ] URBN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:33:59.811650] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/URBN.txt
[2025-12-25T20:33:59.811879] [INFO ] [sig       ] [3284/3552] Completed URBN in 0.4s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-25T20:33:59.811977] [INFO ] [sig       ] [3285/3552] Forecasting URGN...
[2025-12-25T20:33:59.812024] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-25T20:33:59.812072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-25T20:33:59.826979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-25T20:33:59.827520] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-25T20:33:59.828785] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-25T20:33:59.828872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:33:59.828927] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:33:59.828974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:33:59.829068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:33:59.898408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:33:59.899433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:33:59.899533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:33:59.899600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:00.041615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:00.041811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:00.041892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:00.041943] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:00.046951] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=6.69%)
[2025-12-25T20:34:00.047425] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-25T20:34:00.047654] [INFO ] [sig       ] URGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:00.244132] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/URGN.txt
[2025-12-25T20:34:00.244352] [INFO ] [sig       ] [3285/3552] Completed URGN in 0.4s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-25T20:34:00.244415] [INFO ] [sig       ] [3286/3552] Forecasting URI...
[2025-12-25T20:34:00.244494] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-25T20:34:00.244544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-25T20:34:00.256190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-25T20:34:00.256633] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-25T20:34:00.257496] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-25T20:34:00.257555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:00.257619] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:00.257650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:00.257709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:00.326676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:00.327756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:00.327880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:00.327933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:00.474238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:00.474416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:00.474468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:00.474512] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:00.478686] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=7.06%)
[2025-12-25T20:34:00.479048] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-25T20:34:00.479201] [INFO ] [sig       ] URI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:00.681236] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/URI.txt
[2025-12-25T20:34:00.681507] [INFO ] [sig       ] [3286/3552] Completed URI in 0.4s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-25T20:34:00.681613] [INFO ] [sig       ] [3287/3552] Forecasting URNJ...
[2025-12-25T20:34:00.681665] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-25T20:34:00.681710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-25T20:34:00.695052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-25T20:34:00.695446] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-25T20:34:00.696533] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-25T20:34:00.696612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:00.696654] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:00.696683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:00.696743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:00.770924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:00.771803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:00.771897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:00.771931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:00.895096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:00.895214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:00.895253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:00.895281] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:00.898634] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=84.03%)
[2025-12-25T20:34:00.898909] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-25T20:34:00.899035] [INFO ] [sig       ] URNJ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:01.077809] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/URNJ.txt
[2025-12-25T20:34:01.077967] [INFO ] [sig       ] [3287/3552] Completed URNJ in 0.4s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-25T20:34:01.078037] [INFO ] [sig       ] [3288/3552] Forecasting UROY...
[2025-12-25T20:34:01.078078] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-25T20:34:01.078113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-25T20:34:01.088342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-25T20:34:01.088739] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-25T20:34:01.089707] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-25T20:34:01.089762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:01.089796] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:01.089824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:01.089894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:01.148044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:01.148908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:01.148993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:01.149027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:01.280291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:01.280451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:01.280492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:01.280522] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:01.284353] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-25T20:34:01.284792] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-25T20:34:01.284954] [INFO ] [sig       ] UROY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:01.428430] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UROY.txt
[2025-12-25T20:34:01.428586] [INFO ] [sig       ] [3288/3552] Completed UROY in 0.4s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-25T20:34:01.428628] [INFO ] [sig       ] [3289/3552] Forecasting USA...
[2025-12-25T20:34:01.428658] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-25T20:34:01.428713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-25T20:34:01.438438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-25T20:34:01.438776] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-25T20:34:01.439662] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-25T20:34:01.439716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:01.439763] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:01.439793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:01.439875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:01.498443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:01.499089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:01.499170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:01.499204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:01.644348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:01.644515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:01.644555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:01.644607] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:01.648215] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=62.25%)
[2025-12-25T20:34:01.648490] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-25T20:34:01.648635] [INFO ] [sig       ] USA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:01.788345] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/USA.txt
[2025-12-25T20:34:01.788509] [INFO ] [sig       ] [3289/3552] Completed USA in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-25T20:34:01.788591] [INFO ] [sig       ] [3290/3552] Forecasting USAC...
[2025-12-25T20:34:01.788625] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-25T20:34:01.788656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-25T20:34:01.798324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-25T20:34:01.798654] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-25T20:34:01.799480] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-25T20:34:01.799532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:01.799611] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:01.799641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:01.799699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:01.857681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:01.858451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:01.858532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:01.858564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:01.979463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:01.979638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:01.979679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:01.979707] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:01.983120] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-25T20:34:01.983400] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-25T20:34:01.983526] [INFO ] [sig       ] USAC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:02.127834] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/USAC.txt
[2025-12-25T20:34:02.128005] [INFO ] [sig       ] [3290/3552] Completed USAC in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-25T20:34:02.128049] [INFO ] [sig       ] [3291/3552] Forecasting USB...
[2025-12-25T20:34:02.128079] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-25T20:34:02.128140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-25T20:34:02.138300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-25T20:34:02.138728] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-25T20:34:02.139635] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-25T20:34:02.139688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:02.139720] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:02.139746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:02.139804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:02.199048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:02.199953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:02.200063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:02.200118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:02.324461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:02.324627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:02.324671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:02.324700] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:02.328183] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=84.49%)
[2025-12-25T20:34:02.328462] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-25T20:34:02.328604] [INFO ] [sig       ] USB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:02.471406] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/USB.txt
[2025-12-25T20:34:02.471539] [INFO ] [sig       ] [3291/3552] Completed USB in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-25T20:34:02.471607] [INFO ] [sig       ] [3292/3552] Forecasting USCB...
[2025-12-25T20:34:02.471673] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-25T20:34:02.471706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-25T20:34:02.481323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-25T20:34:02.481661] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-25T20:34:02.482416] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-25T20:34:02.482467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:02.482498] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:02.482523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:02.482603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:02.538767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:02.539428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:02.539504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:02.539537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:02.671369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:02.671528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:02.671567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:02.671655] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:02.675357] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2025-12-25T20:34:02.675719] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-25T20:34:02.675861] [INFO ] [sig       ] USCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:02.821266] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USCB.txt
[2025-12-25T20:34:02.821431] [INFO ] [sig       ] [3292/3552] Completed USCB in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-25T20:34:02.821471] [INFO ] [sig       ] [3293/3552] Forecasting USDX...
[2025-12-25T20:34:02.821508] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-25T20:34:02.821591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-25T20:34:02.831236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-25T20:34:02.831633] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-25T20:34:02.832427] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-25T20:34:02.832480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:02.832515] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:02.832542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:02.832625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:02.895801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:02.896792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:02.896919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:02.896954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:03.009360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:03.009507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:03.009547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:03.009626] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:03.013445] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2025-12-25T20:34:03.013751] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-25T20:34:03.013893] [INFO ] [sig       ] USDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:03.158198] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USDX.txt
[2025-12-25T20:34:03.158357] [INFO ] [sig       ] [3293/3552] Completed USDX in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-25T20:34:03.158424] [INFO ] [sig       ] [3294/3552] Forecasting USEA...
[2025-12-25T20:34:03.158456] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-25T20:34:03.158489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-25T20:34:03.168446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-25T20:34:03.168787] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-25T20:34:03.169622] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-25T20:34:03.169674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:03.169707] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:03.169735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:03.169793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:03.227073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:03.227723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:03.227799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:03.227831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:03.343261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:03.343398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:03.343440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:03.343469] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:03.346810] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=36.54%)
[2025-12-25T20:34:03.347090] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-25T20:34:03.347213] [INFO ] [sig       ] USEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:03.486257] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USEA.txt
[2025-12-25T20:34:03.486382] [INFO ] [sig       ] [3294/3552] Completed USEA in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-25T20:34:03.486421] [INFO ] [sig       ] [3295/3552] Forecasting USFD...
[2025-12-25T20:34:03.486450] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-25T20:34:03.486479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-25T20:34:03.497446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-25T20:34:03.497776] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-25T20:34:03.498522] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-25T20:34:03.498597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:03.498632] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:03.498659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:03.498718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:03.564450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:03.565363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:03.565451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:03.565485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:03.694645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:03.694829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:03.694871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:03.694901] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:03.698414] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-25T20:34:03.698725] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-25T20:34:03.698856] [INFO ] [sig       ] USFD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:03.838280] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USFD.txt
[2025-12-25T20:34:03.838419] [INFO ] [sig       ] [3295/3552] Completed USFD in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-25T20:34:03.838458] [INFO ] [sig       ] [3296/3552] Forecasting USGO...
[2025-12-25T20:34:03.838488] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-25T20:34:03.838519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-25T20:34:03.848635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-25T20:34:03.848969] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-25T20:34:03.849875] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-25T20:34:03.849929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:03.849961] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:03.849993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:03.850064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:03.907744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:03.908419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:03.908503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:03.908536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:04.029442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:04.029619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:04.029679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:04.029763] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:04.033384] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=42.40%)
[2025-12-25T20:34:04.033689] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-25T20:34:04.033837] [INFO ] [sig       ] USGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:04.184355] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USGO.txt
[2025-12-25T20:34:04.184525] [INFO ] [sig       ] [3296/3552] Completed USGO in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-25T20:34:04.184565] [INFO ] [sig       ] [3297/3552] Forecasting USIG...
[2025-12-25T20:34:04.184642] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-25T20:34:04.184675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-25T20:34:04.195773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-25T20:34:04.196154] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-25T20:34:04.196984] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-25T20:34:04.197038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:04.197072] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:04.197099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:04.197158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:04.260300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:04.261189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:04.261275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:04.261310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:04.397871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:04.398035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:04.398084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:04.398116] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:04.401807] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2025-12-25T20:34:04.402111] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-25T20:34:04.402251] [INFO ] [sig       ] USIG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:04.548233] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/USIG.txt
[2025-12-25T20:34:04.548380] [INFO ] [sig       ] [3297/3552] Completed USIG in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-25T20:34:04.548420] [INFO ] [sig       ] [3298/3552] Forecasting USIO...
[2025-12-25T20:34:04.548450] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-25T20:34:04.548480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-25T20:34:04.559190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-25T20:34:04.559758] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-25T20:34:04.561189] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-25T20:34:04.561243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:04.561276] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:04.561303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:04.561500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:04.617852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:04.618506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:04.618610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:04.618662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:04.736887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:04.737043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:04.737085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:04.737113] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:04.740484] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=32.71%)
[2025-12-25T20:34:04.740775] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-25T20:34:04.740904] [INFO ] [sig       ] USIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:04.895283] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USIO.txt
[2025-12-25T20:34:04.895426] [INFO ] [sig       ] [3298/3552] Completed USIO in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-25T20:34:04.895464] [INFO ] [sig       ] [3299/3552] Forecasting USLM...
[2025-12-25T20:34:04.895494] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-25T20:34:04.895524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-25T20:34:04.905993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-25T20:34:04.906305] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-25T20:34:04.907096] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-25T20:34:04.907149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:04.907183] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:04.907211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:04.907270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:04.965963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:04.966658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:04.966741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:04.966775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:05.083563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:05.083735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:05.083773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:05.083803] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:05.087113] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-25T20:34:05.087403] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-25T20:34:05.087533] [INFO ] [sig       ] USLM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:05.236650] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USLM.txt
[2025-12-25T20:34:05.236812] [INFO ] [sig       ] [3299/3552] Completed USLM in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-25T20:34:05.236853] [INFO ] [sig       ] [3300/3552] Forecasting USMC...
[2025-12-25T20:34:05.236884] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-25T20:34:05.236943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-25T20:34:05.247286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-25T20:34:05.247708] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-25T20:34:05.248475] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-25T20:34:05.248527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:05.248561] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:05.248627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:05.248687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:05.306350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:05.307205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:05.307320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:05.307355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:05.423898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:05.424056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:05.424094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:05.424122] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:05.427427] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=22.08%)
[2025-12-25T20:34:05.427722] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-25T20:34:05.427850] [INFO ] [sig       ] USMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:05.567253] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USMC.txt
[2025-12-25T20:34:05.567385] [INFO ] [sig       ] [3300/3552] Completed USMC in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-25T20:34:05.567425] [INFO ] [sig       ] [3301/3552] Forecasting USOI...
[2025-12-25T20:34:05.567454] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-25T20:34:05.567485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-25T20:34:05.577295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-25T20:34:05.577612] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-25T20:34:05.578365] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-25T20:34:05.578416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:05.578448] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:05.578474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:05.578532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:05.634535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:05.635163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:05.635254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:05.635289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:05.755707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:05.755863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:05.755904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:05.755935] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:05.759448] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: DOWN (p=16.97%)
[2025-12-25T20:34:05.759742] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-25T20:34:05.759868] [INFO ] [sig       ] USOI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:05.901253] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USOI.txt
[2025-12-25T20:34:05.901379] [INFO ] [sig       ] [3301/3552] Completed USOI in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-25T20:34:05.901418] [INFO ] [sig       ] [3302/3552] Forecasting USOY...
[2025-12-25T20:34:05.901447] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-25T20:34:05.901476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-25T20:34:05.911278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-25T20:34:05.911565] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-25T20:34:05.912343] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-25T20:34:05.912395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:05.912426] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:05.912452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:05.912509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:05.969664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:05.970288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:05.970365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:05.970397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:06.089220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:06.089400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:06.089443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:06.089473] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:06.092886] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=93.66%)
[2025-12-25T20:34:06.093151] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-25T20:34:06.093274] [INFO ] [sig       ] USOY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:06.232282] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/USOY.txt
[2025-12-25T20:34:06.232432] [INFO ] [sig       ] [3302/3552] Completed USOY in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-25T20:34:06.232473] [INFO ] [sig       ] [3303/3552] Forecasting USTB...
[2025-12-25T20:34:06.232511] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-25T20:34:06.232564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-25T20:34:06.242608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-25T20:34:06.242908] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-25T20:34:06.243675] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-25T20:34:06.243727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:06.243758] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:06.243785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:06.243842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:06.300857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:06.301713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:06.301795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:06.301827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:06.415378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:06.415533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:06.415593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:06.415626] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:06.418930] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: DOWN (p=44.87%)
[2025-12-25T20:34:06.419204] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-25T20:34:06.419337] [INFO ] [sig       ] USTB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:06.557803] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USTB.txt
[2025-12-25T20:34:06.557980] [INFO ] [sig       ] [3303/3552] Completed USTB in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-25T20:34:06.558021] [INFO ] [sig       ] [3304/3552] Forecasting USVM...
[2025-12-25T20:34:06.558059] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-25T20:34:06.558099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-25T20:34:06.567618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-25T20:34:06.567915] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-25T20:34:06.568817] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-25T20:34:06.568868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:06.568900] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:06.568927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:06.568984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:06.625500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:06.626207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:06.626286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:06.626318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:06.740716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:06.740875] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-25T20:34:06.740914] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:06.740943] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:06.744290] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=30.77%)
[2025-12-25T20:34:06.744558] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-25T20:34:06.744697] [INFO ] [sig       ] USVM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:06.885685] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USVM.txt
[2025-12-25T20:34:06.885835] [INFO ] [sig       ] [3304/3552] Completed USVM in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-25T20:34:06.885875] [INFO ] [sig       ] [3305/3552] Forecasting USXF...
[2025-12-25T20:34:06.885904] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-25T20:34:06.885935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-25T20:34:06.896049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-25T20:34:06.896352] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-25T20:34:06.897154] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-25T20:34:06.897208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:06.897240] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:06.897267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:06.897325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:06.954343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:06.954980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:06.955056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:06.955087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:07.070749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:07.070908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:07.070948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:07.070976] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:07.074310] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-25T20:34:07.074594] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-25T20:34:07.074717] [INFO ] [sig       ] USXF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:07.214514] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USXF.txt
[2025-12-25T20:34:07.214683] [INFO ] [sig       ] [3305/3552] Completed USXF in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-25T20:34:07.214727] [INFO ] [sig       ] [3306/3552] Forecasting UTEN...
[2025-12-25T20:34:07.214786] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-25T20:34:07.214816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-25T20:34:07.224780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-25T20:34:07.225080] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-25T20:34:07.225851] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-25T20:34:07.225903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:07.225935] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:07.225962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:07.226019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:07.284634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:07.285278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:07.285357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:07.285390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:07.408502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:07.408674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:07.408714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:07.408743] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:07.412050] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-25T20:34:07.412320] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-25T20:34:07.412442] [INFO ] [sig       ] UTEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:07.553555] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UTEN.txt
[2025-12-25T20:34:07.553716] [INFO ] [sig       ] [3306/3552] Completed UTEN in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-25T20:34:07.553757] [INFO ] [sig       ] [3307/3552] Forecasting UTF...
[2025-12-25T20:34:07.553794] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-25T20:34:07.553826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-25T20:34:07.564018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-25T20:34:07.564341] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-25T20:34:07.565171] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-25T20:34:07.565223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:07.565295] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:07.565323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:07.565381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:07.621177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:07.621890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:07.621969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:07.622000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:07.742595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:07.742748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:07.742788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:07.742834] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:07.746127] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-25T20:34:07.746394] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-25T20:34:07.746514] [INFO ] [sig       ] UTF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:07.885534] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UTF.txt
[2025-12-25T20:34:07.885680] [INFO ] [sig       ] [3307/3552] Completed UTF in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-25T20:34:07.885720] [INFO ] [sig       ] [3308/3552] Forecasting UTI...
[2025-12-25T20:34:07.885749] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-25T20:34:07.885781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-25T20:34:07.896420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-25T20:34:07.896746] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-25T20:34:07.897492] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-25T20:34:07.897545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:07.897605] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:07.897634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:07.897691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:07.953569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:07.954179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:07.954256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:07.954287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:08.077140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:08.077294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:08.077335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:08.077365] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:08.080806] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=72.35%)
[2025-12-25T20:34:08.081088] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-25T20:34:08.081217] [INFO ] [sig       ] UTI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:08.220612] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UTI.txt
[2025-12-25T20:34:08.220780] [INFO ] [sig       ] [3308/3552] Completed UTI in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-25T20:34:08.220820] [INFO ] [sig       ] [3309/3552] Forecasting UTL...
[2025-12-25T20:34:08.220850] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-25T20:34:08.220910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-25T20:34:08.231280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-25T20:34:08.231624] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-25T20:34:08.232374] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-25T20:34:08.232426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:08.232459] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:08.232485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:08.232542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:08.288924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:08.289715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:08.289813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:08.289846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:08.414864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:08.415045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:08.415088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:08.415118] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:08.418681] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-25T20:34:08.418961] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-25T20:34:08.419084] [INFO ] [sig       ] UTL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:08.557345] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UTL.txt
[2025-12-25T20:34:08.557508] [INFO ] [sig       ] [3309/3552] Completed UTL in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-25T20:34:08.557548] [INFO ] [sig       ] [3310/3552] Forecasting UTMD...
[2025-12-25T20:34:08.557598] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-25T20:34:08.557662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-25T20:34:08.568064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-25T20:34:08.568437] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-25T20:34:08.569244] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-25T20:34:08.569320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:08.569351] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:08.569377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:08.569434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:08.626515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:08.627357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:08.627439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:08.627471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:08.738767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:08.738920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:08.738960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:08.739021] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:08.742438] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2025-12-25T20:34:08.742725] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-25T20:34:08.742848] [INFO ] [sig       ] UTMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:08.882704] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UTMD.txt
[2025-12-25T20:34:08.882838] [INFO ] [sig       ] [3310/3552] Completed UTMD in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-25T20:34:08.882877] [INFO ] [sig       ] [3311/3552] Forecasting UTWO...
[2025-12-25T20:34:08.882908] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-25T20:34:08.882964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-25T20:34:08.893509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-12-25T20:34:08.893863] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-25T20:34:08.894685] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-25T20:34:08.894738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:08.894770] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:08.894796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:08.894869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:08.952077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:08.952797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:08.952880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:08.952912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:09.073675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:09.073817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:09.073857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:09.073886] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:09.077188] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: UP (p=93.36%)
[2025-12-25T20:34:09.077459] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-25T20:34:09.077597] [INFO ] [sig       ] UTWO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:09.220021] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UTWO.txt
[2025-12-25T20:34:09.220156] [INFO ] [sig       ] [3311/3552] Completed UTWO in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-25T20:34:09.220195] [INFO ] [sig       ] [3312/3552] Forecasting UTZ...
[2025-12-25T20:34:09.220226] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-25T20:34:09.220256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-25T20:34:09.231006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-25T20:34:09.231357] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-25T20:34:09.232228] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-25T20:34:09.232283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:09.232316] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:09.232343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:09.232403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:09.290727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:09.291428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:09.291510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:09.291543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:09.408006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:09.408157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:09.408197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:09.408231] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:09.411637] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=83.73%)
[2025-12-25T20:34:09.411917] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-25T20:34:09.412041] [INFO ] [sig       ] UTZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:09.551102] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UTZ.txt
[2025-12-25T20:34:09.551251] [INFO ] [sig       ] [3312/3552] Completed UTZ in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-25T20:34:09.551290] [INFO ] [sig       ] [3313/3552] Forecasting UVE...
[2025-12-25T20:34:09.551321] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-25T20:34:09.551351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-25T20:34:09.561443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-25T20:34:09.561815] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-25T20:34:09.562618] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-25T20:34:09.562687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:09.562720] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:09.562748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:09.562807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:09.621111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:09.622008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:09.622094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:09.622130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:09.746458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:09.746633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:09.746676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:09.746705] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:09.750272] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-25T20:34:09.750616] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-25T20:34:09.750755] [INFO ] [sig       ] UVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:09.898608] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UVE.txt
[2025-12-25T20:34:09.898796] [INFO ] [sig       ] [3313/3552] Completed UVE in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-25T20:34:09.898843] [INFO ] [sig       ] [3314/3552] Forecasting UVSP...
[2025-12-25T20:34:09.898877] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-25T20:34:09.898944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-25T20:34:09.909718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-25T20:34:09.910100] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-25T20:34:09.910965] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-25T20:34:09.911019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:09.911053] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:09.911082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:09.911141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:09.975597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:09.976841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:09.976958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:09.977017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:10.117731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:10.117887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:10.117936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:10.117967] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:10.121390] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=45.31%)
[2025-12-25T20:34:10.121693] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-25T20:34:10.121826] [INFO ] [sig       ] UVSP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:10.268915] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UVSP.txt
[2025-12-25T20:34:10.269113] [INFO ] [sig       ] [3314/3552] Completed UVSP in 0.4s | 2.89 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-25T20:34:10.269162] [INFO ] [sig       ] [3315/3552] Forecasting UWMC...
[2025-12-25T20:34:10.269240] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-25T20:34:10.269306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-25T20:34:10.280096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-25T20:34:10.280731] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-25T20:34:10.281607] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-25T20:34:10.281665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:10.281699] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:10.281728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:10.281789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:10.344428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:10.345784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:10.345870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:10.345904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:10.476384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:10.476535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:10.476603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:10.476636] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:10.480018] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=81.93%)
[2025-12-25T20:34:10.480322] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-25T20:34:10.480448] [INFO ] [sig       ] UWMC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:10.624509] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UWMC.txt
[2025-12-25T20:34:10.624791] [INFO ] [sig       ] [3315/3552] Completed UWMC in 0.4s | 2.89 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-25T20:34:10.624857] [INFO ] [sig       ] [3316/3552] Forecasting UXIN...
[2025-12-25T20:34:10.624905] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-25T20:34:10.624954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-25T20:34:10.636045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-25T20:34:10.636462] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-25T20:34:10.637255] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-25T20:34:10.637307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:10.637338] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:10.637365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:10.637422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:10.698803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:10.699726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:10.699826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:10.699860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:10.824303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:10.824457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:10.824498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:10.824537] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:10.828244] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-25T20:34:10.828522] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-25T20:34:10.828701] [INFO ] [sig       ] UXIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:10.977562] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UXIN.txt
[2025-12-25T20:34:10.977774] [INFO ] [sig       ] [3316/3552] Completed UXIN in 0.4s | 2.89 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-25T20:34:10.977836] [INFO ] [sig       ] [3317/3552] Forecasting UYLD...
[2025-12-25T20:34:10.977914] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-25T20:34:10.977961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-25T20:34:10.989421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-25T20:34:10.989818] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-25T20:34:10.990614] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-25T20:34:10.990668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:10.990700] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:10.990730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:10.990788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:11.052842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:11.053672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:11.053785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:11.053819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:11.165512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:11.165680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:11.165720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:11.165748] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:11.169070] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=55.07%)
[2025-12-25T20:34:11.169359] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-25T20:34:11.169481] [INFO ] [sig       ] UYLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:11.315491] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UYLD.txt
[2025-12-25T20:34:11.315721] [INFO ] [sig       ] [3317/3552] Completed UYLD in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-25T20:34:11.315767] [INFO ] [sig       ] [3318/3552] Forecasting UZE...
[2025-12-25T20:34:11.315799] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-25T20:34:11.315831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-25T20:34:11.326944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-25T20:34:11.327331] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-25T20:34:11.328158] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-25T20:34:11.328212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:11.328244] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:11.328272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:11.328331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:11.386637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:11.387362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:11.387443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:11.387478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:11.497601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:11.497751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:11.497791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:11.497819] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:11.501437] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=13.87%)
[2025-12-25T20:34:11.501762] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-25T20:34:11.501887] [INFO ] [sig       ] UZE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:11.642794] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UZE.txt
[2025-12-25T20:34:11.642953] [INFO ] [sig       ] [3318/3552] Completed UZE in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-25T20:34:11.642993] [INFO ] [sig       ] [3319/3552] Forecasting VAC...
[2025-12-25T20:34:11.643022] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-25T20:34:11.643083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-25T20:34:11.653860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-25T20:34:11.654264] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-25T20:34:11.655098] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-25T20:34:11.655151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:11.655183] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:11.655215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:11.655284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:11.712532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:11.713417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:11.713503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:11.713536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:11.837588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:11.837743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:11.837791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:11.837837] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:11.841361] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: DOWN (p=24.20%)
[2025-12-25T20:34:11.841725] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-25T20:34:11.841867] [INFO ] [sig       ] VAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:11.989260] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VAC.txt
[2025-12-25T20:34:11.989417] [INFO ] [sig       ] [3319/3552] Completed VAC in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-25T20:34:11.989458] [INFO ] [sig       ] [3320/3552] Forecasting VAL...
[2025-12-25T20:34:11.989487] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-25T20:34:11.989517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-25T20:34:11.999313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-25T20:34:11.999667] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-25T20:34:12.000442] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-25T20:34:12.000493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:12.000525] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:12.000551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:12.000628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:12.056122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:12.056962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:12.057043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:12.057076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:12.174644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:12.174801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:12.174858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:12.174888] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:12.178238] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=17.98%)
[2025-12-25T20:34:12.178512] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-25T20:34:12.178654] [INFO ] [sig       ] VAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:12.315236] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VAL.txt
[2025-12-25T20:34:12.315415] [INFO ] [sig       ] [3320/3552] Completed VAL in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-25T20:34:12.315455] [INFO ] [sig       ] [3321/3552] Forecasting VALE...
[2025-12-25T20:34:12.315485] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-25T20:34:12.315515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-25T20:34:12.325760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-25T20:34:12.326115] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-25T20:34:12.326897] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-25T20:34:12.326949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:12.326980] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:12.327007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:12.327065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:12.385401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:12.386206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:12.386288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:12.386321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:12.521843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:12.522021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:12.522092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:12.522123] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:12.525834] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=13.52%)
[2025-12-25T20:34:12.526150] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-25T20:34:12.526299] [INFO ] [sig       ] VALE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:12.667896] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VALE.txt
[2025-12-25T20:34:12.668055] [INFO ] [sig       ] [3321/3552] Completed VALE in 0.4s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-25T20:34:12.668096] [INFO ] [sig       ] [3322/3552] Forecasting VALN...
[2025-12-25T20:34:12.668125] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-25T20:34:12.668185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-25T20:34:12.678770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-25T20:34:12.679148] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-25T20:34:12.680034] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-25T20:34:12.680086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:12.680117] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:12.680143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:12.680200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:12.736418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:12.737349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:12.737434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:12.737467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:12.851478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:12.851644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:12.851687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:12.851715] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:12.855045] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-12-25T20:34:12.855315] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-25T20:34:12.855438] [INFO ] [sig       ] VALN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:12.991325] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VALN.txt
[2025-12-25T20:34:12.991470] [INFO ] [sig       ] [3322/3552] Completed VALN in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-25T20:34:12.991511] [INFO ] [sig       ] [3323/3552] Forecasting VANI...
[2025-12-25T20:34:12.991540] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-25T20:34:12.991586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-25T20:34:13.002196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-25T20:34:13.002561] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-25T20:34:13.003387] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-25T20:34:13.003440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:13.003473] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:13.003500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:13.003559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:13.061257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:13.061961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:13.062044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:13.062078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:13.185146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:13.185304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:13.185348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:13.185379] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:13.188856] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: UP (p=76.39%)
[2025-12-25T20:34:13.189153] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-25T20:34:13.189305] [INFO ] [sig       ] VANI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:13.332809] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VANI.txt
[2025-12-25T20:34:13.332947] [INFO ] [sig       ] [3323/3552] Completed VANI in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-25T20:34:13.332987] [INFO ] [sig       ] [3324/3552] Forecasting VBF...
[2025-12-25T20:34:13.333015] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-25T20:34:13.333044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-25T20:34:13.343282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-25T20:34:13.343632] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-25T20:34:13.344452] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-25T20:34:13.344507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:13.344623] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:13.344672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:13.344753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:13.404403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:13.405308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:13.405393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:13.405428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:13.526305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:13.526460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:13.526503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:13.526533] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:13.530050] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=42.99%)
[2025-12-25T20:34:13.530341] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-25T20:34:13.530472] [INFO ] [sig       ] VBF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:13.680462] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VBF.txt
[2025-12-25T20:34:13.680670] [INFO ] [sig       ] [3324/3552] Completed VBF in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-25T20:34:13.680736] [INFO ] [sig       ] [3325/3552] Forecasting VBNK...
[2025-12-25T20:34:13.680768] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-25T20:34:13.680797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-25T20:34:13.691057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-25T20:34:13.691394] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-25T20:34:13.692165] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-25T20:34:13.692217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:13.692249] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:13.692279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:13.692337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:13.752434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:13.753339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:13.753423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:13.753457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:13.872846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:13.873003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:13.873043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:13.873073] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:13.876566] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=92.46%)
[2025-12-25T20:34:13.876864] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-25T20:34:13.877008] [INFO ] [sig       ] VBNK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:14.020809] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VBNK.txt
[2025-12-25T20:34:14.020953] [INFO ] [sig       ] [3325/3552] Completed VBNK in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-25T20:34:14.020994] [INFO ] [sig       ] [3326/3552] Forecasting VC...
[2025-12-25T20:34:14.021024] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-25T20:34:14.021079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-25T20:34:14.031023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-25T20:34:14.031346] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-25T20:34:14.032116] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-25T20:34:14.032168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:14.032199] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:14.032226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:14.032284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:14.091260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:14.092077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:14.092159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:14.092193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:14.219082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:14.219347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:14.219410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:14.219448] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:14.223402] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-12-25T20:34:14.223957] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-25T20:34:14.224131] [INFO ] [sig       ] VC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:14.365615] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VC.txt
[2025-12-25T20:34:14.365758] [INFO ] [sig       ] [3326/3552] Completed VC in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-25T20:34:14.365798] [INFO ] [sig       ] [3327/3552] Forecasting VCEL...
[2025-12-25T20:34:14.365828] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-25T20:34:14.365859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-25T20:34:14.376922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-25T20:34:14.377273] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-25T20:34:14.378062] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-25T20:34:14.378114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:14.378145] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:14.378171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:14.378233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:14.434682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:14.435360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:14.435440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:14.435471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:14.553787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:14.553925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:14.553963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:14.554022] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:14.557373] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=21.10%)
[2025-12-25T20:34:14.557675] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-25T20:34:14.557800] [INFO ] [sig       ] VCEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:14.700055] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VCEL.txt
[2025-12-25T20:34:14.700186] [INFO ] [sig       ] [3327/3552] Completed VCEL in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-25T20:34:14.700226] [INFO ] [sig       ] [3328/3552] Forecasting VCRB...
[2025-12-25T20:34:14.700296] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-25T20:34:14.700365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-25T20:34:14.711082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-25T20:34:14.711546] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-25T20:34:14.712399] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-25T20:34:14.712455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:14.712489] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:14.712516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:14.712594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:14.771050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:14.771929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:14.772016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:14.772049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:14.890951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:14.891102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:14.891141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:14.891169] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:14.894498] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=67.30%)
[2025-12-25T20:34:14.894788] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-25T20:34:14.894914] [INFO ] [sig       ] VCRB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:15.032774] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VCRB.txt
[2025-12-25T20:34:15.032923] [INFO ] [sig       ] [3328/3552] Completed VCRB in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-25T20:34:15.032963] [INFO ] [sig       ] [3329/3552] Forecasting VCSH...
[2025-12-25T20:34:15.032992] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-25T20:34:15.033046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-25T20:34:15.042674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-25T20:34:15.043005] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-25T20:34:15.043826] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-25T20:34:15.043880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:15.043912] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:15.043938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:15.043997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:15.102605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:15.103381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:15.103463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:15.103497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:15.227236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:15.227391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:15.227431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:15.227460] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:15.230821] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: DOWN (p=31.92%)
[2025-12-25T20:34:15.231151] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-25T20:34:15.231313] [INFO ] [sig       ] VCSH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:15.375490] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VCSH.txt
[2025-12-25T20:34:15.375723] [INFO ] [sig       ] [3329/3552] Completed VCSH in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-25T20:34:15.375770] [INFO ] [sig       ] [3330/3552] Forecasting VECO...
[2025-12-25T20:34:15.375801] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-25T20:34:15.375834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-25T20:34:15.386175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-25T20:34:15.386555] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-25T20:34:15.387410] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-25T20:34:15.387470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:15.387510] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:15.387537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:15.387619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:15.448188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:15.448995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:15.449081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:15.449114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:15.568077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:15.568273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:15.568320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:15.568351] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:15.571859] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=46.32%)
[2025-12-25T20:34:15.572138] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-25T20:34:15.572265] [INFO ] [sig       ] VECO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:15.709742] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VECO.txt
[2025-12-25T20:34:15.709895] [INFO ] [sig       ] [3330/3552] Completed VECO in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-25T20:34:15.709935] [INFO ] [sig       ] [3331/3552] Forecasting VEEE...
[2025-12-25T20:34:15.709965] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-25T20:34:15.709995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-25T20:34:15.719404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-25T20:34:15.719760] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-25T20:34:15.720515] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-25T20:34:15.720566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:15.720620] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:15.720647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:15.720703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:15.776299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:15.777126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:15.777211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:15.777242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:15.896050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:15.896215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:15.896255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:15.896328] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:15.899726] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=37.61%)
[2025-12-25T20:34:15.900025] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-25T20:34:15.900161] [INFO ] [sig       ] VEEE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:16.038779] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VEEE.txt
[2025-12-25T20:34:16.038937] [INFO ] [sig       ] [3331/3552] Completed VEEE in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-25T20:34:16.038978] [INFO ] [sig       ] [3332/3552] Forecasting VEL...
[2025-12-25T20:34:16.039009] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-25T20:34:16.039038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-25T20:34:16.049054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-25T20:34:16.049443] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-25T20:34:16.050234] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-25T20:34:16.050288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:16.050318] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:16.050345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:16.050401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:16.106060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:16.106845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:16.106925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:16.106957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:16.226838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:16.226992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:16.227031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:16.227060] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:16.230408] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=53.23%)
[2025-12-25T20:34:16.230699] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-25T20:34:16.230821] [INFO ] [sig       ] VEL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:16.370996] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VEL.txt
[2025-12-25T20:34:16.371151] [INFO ] [sig       ] [3332/3552] Completed VEL in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-25T20:34:16.371215] [INFO ] [sig       ] [3333/3552] Forecasting VEON...
[2025-12-25T20:34:16.371249] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-25T20:34:16.371279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-25T20:34:16.381349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-25T20:34:16.381738] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-25T20:34:16.382503] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-25T20:34:16.382555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:16.382606] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:16.382634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:16.382691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:16.437940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:16.438622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:16.438717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:16.438749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:16.560404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:16.560561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:16.560620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:16.560649] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:16.563963] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2025-12-25T20:34:16.564233] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-25T20:34:16.564355] [INFO ] [sig       ] VEON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:16.700916] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VEON.txt
[2025-12-25T20:34:16.701054] [INFO ] [sig       ] [3333/3552] Completed VEON in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-25T20:34:16.701093] [INFO ] [sig       ] [3334/3552] Forecasting VERA...
[2025-12-25T20:34:16.701151] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-25T20:34:16.701184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-25T20:34:16.710879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-25T20:34:16.711233] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-25T20:34:16.712021] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-25T20:34:16.712072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:16.712103] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:16.712130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:16.712186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:16.767352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:16.768159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:16.768273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:16.768306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:16.883223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:16.883383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:16.883422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:16.883450] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:16.886894] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-25T20:34:16.887220] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-25T20:34:16.887356] [INFO ] [sig       ] VERA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:17.027484] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VERA.txt
[2025-12-25T20:34:17.027674] [INFO ] [sig       ] [3334/3552] Completed VERA in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-25T20:34:17.027745] [INFO ] [sig       ] [3335/3552] Forecasting VERI...
[2025-12-25T20:34:17.027779] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-25T20:34:17.027809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-25T20:34:17.037706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-25T20:34:17.038063] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-25T20:34:17.038837] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-25T20:34:17.038888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:17.038919] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:17.038962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:17.039021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:17.095323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:17.096199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:17.096287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:17.096320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:17.217705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:17.217900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:17.217940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:17.217969] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:17.221438] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-25T20:34:17.221749] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-25T20:34:17.221881] [INFO ] [sig       ] VERI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:17.359330] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VERI.txt
[2025-12-25T20:34:17.359467] [INFO ] [sig       ] [3335/3552] Completed VERI in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-25T20:34:17.359506] [INFO ] [sig       ] [3336/3552] Forecasting VERO...
[2025-12-25T20:34:17.359534] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-25T20:34:17.359605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-25T20:34:17.369342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-25T20:34:17.369735] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-25T20:34:17.370519] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-25T20:34:17.370588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:17.370623] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:17.370650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:17.370707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:17.426832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:17.427587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:17.427669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:17.427700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:17.544203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:17.544359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:17.544398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:17.544426] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:17.547726] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: UP (p=68.93%)
[2025-12-25T20:34:17.548001] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-25T20:34:17.548123] [INFO ] [sig       ] VERO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:17.684970] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VERO.txt
[2025-12-25T20:34:17.685119] [INFO ] [sig       ] [3336/3552] Completed VERO in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-25T20:34:17.685158] [INFO ] [sig       ] [3337/3552] Forecasting VERX...
[2025-12-25T20:34:17.685188] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-25T20:34:17.685217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-25T20:34:17.695344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-25T20:34:17.695705] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-25T20:34:17.696465] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-25T20:34:17.696516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:17.696548] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:17.696599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:17.696659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:17.752013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:17.752716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:17.752794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:17.752825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:17.870959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:17.871114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:17.871156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:17.871186] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:17.874507] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=7.76%)
[2025-12-25T20:34:17.874796] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-25T20:34:17.874919] [INFO ] [sig       ] VERX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:18.016686] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VERX.txt
[2025-12-25T20:34:18.016878] [INFO ] [sig       ] [3337/3552] Completed VERX in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-25T20:34:18.016919] [INFO ] [sig       ] [3338/3552] Forecasting VFC...
[2025-12-25T20:34:18.016949] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-25T20:34:18.017009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-25T20:34:18.027472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-25T20:34:18.027851] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-25T20:34:18.028627] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-25T20:34:18.028679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:18.028710] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:18.028736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:18.028792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:18.084687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:18.085540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:18.085646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:18.085681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:18.203281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:18.203434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:18.203472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:18.203501] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:18.206832] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: UP (p=73.49%)
[2025-12-25T20:34:18.207104] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-25T20:34:18.207225] [INFO ] [sig       ] VFC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:18.344348] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VFC.txt
[2025-12-25T20:34:18.344500] [INFO ] [sig       ] [3338/3552] Completed VFC in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-25T20:34:18.344540] [INFO ] [sig       ] [3339/3552] Forecasting VFF...
[2025-12-25T20:34:18.344585] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-25T20:34:18.344626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-25T20:34:18.354861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-25T20:34:18.355196] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-25T20:34:18.355961] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-25T20:34:18.356012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:18.356044] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:18.356070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:18.356126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:18.411956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:18.412720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:18.412800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:18.412833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:18.528557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:18.528731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:18.528771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:18.528799] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:18.532118] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-25T20:34:18.532386] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-25T20:34:18.532507] [INFO ] [sig       ] VFF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:18.673655] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VFF.txt
[2025-12-25T20:34:18.673829] [INFO ] [sig       ] [3339/3552] Completed VFF in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-25T20:34:18.673870] [INFO ] [sig       ] [3340/3552] Forecasting VFLO...
[2025-12-25T20:34:18.673898] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-25T20:34:18.673928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-25T20:34:18.684446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-25T20:34:18.684820] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-25T20:34:18.685598] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-25T20:34:18.685651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:18.685683] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:18.685710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:18.685767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:18.741995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:18.742888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:18.742976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:18.743010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:18.868232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:18.868385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:18.868427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:18.868456] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:18.871832] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=42.91%)
[2025-12-25T20:34:18.872100] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-25T20:34:18.872220] [INFO ] [sig       ] VFLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:19.009270] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VFLO.txt
[2025-12-25T20:34:19.009433] [INFO ] [sig       ] [3340/3552] Completed VFLO in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-25T20:34:19.009474] [INFO ] [sig       ] [3341/3552] Forecasting VFS...
[2025-12-25T20:34:19.009503] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-25T20:34:19.009534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-25T20:34:19.019856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-25T20:34:19.020198] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-25T20:34:19.021002] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-25T20:34:19.021053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:19.021114] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:19.021142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:19.021200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:19.076752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:19.077485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:19.077565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:19.077618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:19.196131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:19.196288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:19.196328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:19.196356] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:19.199741] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: DOWN (p=15.86%)
[2025-12-25T20:34:19.200012] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-25T20:34:19.200136] [INFO ] [sig       ] VFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:19.337381] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VFS.txt
[2025-12-25T20:34:19.337545] [INFO ] [sig       ] [3341/3552] Completed VFS in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-25T20:34:19.337605] [INFO ] [sig       ] [3342/3552] Forecasting VGI...
[2025-12-25T20:34:19.337639] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-25T20:34:19.337670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-25T20:34:19.347319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-25T20:34:19.347704] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-25T20:34:19.348453] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-25T20:34:19.348504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:19.348535] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:19.348561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:19.348638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:19.404335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:19.405202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:19.405286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:19.405319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:19.520604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:19.520794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:19.520841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:19.520870] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:19.524292] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=60.02%)
[2025-12-25T20:34:19.524560] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-25T20:34:19.524700] [INFO ] [sig       ] VGI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:19.662633] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VGI.txt
[2025-12-25T20:34:19.662796] [INFO ] [sig       ] [3342/3552] Completed VGI in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-25T20:34:19.662836] [INFO ] [sig       ] [3343/3552] Forecasting VGM...
[2025-12-25T20:34:19.662866] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-25T20:34:19.662929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-25T20:34:19.673113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-25T20:34:19.673513] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-25T20:34:19.674292] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-25T20:34:19.674343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:19.674375] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:19.674402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:19.674464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:19.730935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:19.731744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:19.731833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:19.731866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:19.852467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:19.852636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:19.852679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:19.852708] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:19.856077] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=30.12%)
[2025-12-25T20:34:19.856346] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-25T20:34:19.856470] [INFO ] [sig       ] VGM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:19.999811] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VGM.txt
[2025-12-25T20:34:19.999944] [INFO ] [sig       ] [3343/3552] Completed VGM in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-25T20:34:19.999982] [INFO ] [sig       ] [3344/3552] Forecasting VGSH...
[2025-12-25T20:34:20.000012] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-25T20:34:20.000042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-25T20:34:20.010051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-25T20:34:20.010400] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-25T20:34:20.011247] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-25T20:34:20.011300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:20.011331] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:20.011356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:20.011414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:20.068921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:20.069696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:20.069780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:20.069812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:20.192856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:20.193010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:20.193050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:20.193113] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:20.196605] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=75.37%)
[2025-12-25T20:34:20.196898] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-25T20:34:20.197026] [INFO ] [sig       ] VGSH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:20.343212] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VGSH.txt
[2025-12-25T20:34:20.343375] [INFO ] [sig       ] [3344/3552] Completed VGSH in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-25T20:34:20.343423] [INFO ] [sig       ] [3345/3552] Forecasting VICI...
[2025-12-25T20:34:20.343456] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-25T20:34:20.343514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-25T20:34:20.353807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-25T20:34:20.354165] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-25T20:34:20.354934] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-25T20:34:20.354986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:20.355019] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:20.355046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:20.355103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:20.410684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:20.411420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:20.411520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:20.411554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:20.532627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:20.532789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:20.532828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:20.532857] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:20.536157] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=0.41%)
[2025-12-25T20:34:20.536430] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-25T20:34:20.536553] [INFO ] [sig       ] VICI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:20.675086] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VICI.txt
[2025-12-25T20:34:20.675233] [INFO ] [sig       ] [3345/3552] Completed VICI in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-25T20:34:20.675272] [INFO ] [sig       ] [3346/3552] Forecasting VIGI...
[2025-12-25T20:34:20.675302] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-25T20:34:20.675331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-25T20:34:20.685428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-25T20:34:20.685804] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-25T20:34:20.686554] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-25T20:34:20.686622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:20.686654] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:20.686680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:20.686753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:20.746328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:20.747209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:20.747309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:20.747349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:20.865634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:20.865790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:20.865828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:20.865857] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:20.869184] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-25T20:34:20.869502] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-25T20:34:20.869832] [INFO ] [sig       ] VIGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:21.019547] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VIGI.txt
[2025-12-25T20:34:21.019730] [INFO ] [sig       ] [3346/3552] Completed VIGI in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-25T20:34:21.019771] [INFO ] [sig       ] [3347/3552] Forecasting VINP...
[2025-12-25T20:34:21.019829] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-25T20:34:21.019863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-25T20:34:21.033832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-25T20:34:21.034506] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-25T20:34:21.035925] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-25T20:34:21.035996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:21.036043] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:21.036083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:21.036172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:21.096323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:21.097729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:21.097840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:21.097874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:21.217951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:21.218202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:21.218248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:21.218277] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:21.222379] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=89.01%)
[2025-12-25T20:34:21.222749] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-25T20:34:21.222909] [INFO ] [sig       ] VINP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:21.369698] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VINP.txt
[2025-12-25T20:34:21.369922] [INFO ] [sig       ] [3347/3552] Completed VINP in 0.4s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-25T20:34:21.370005] [INFO ] [sig       ] [3348/3552] Forecasting VIPS...
[2025-12-25T20:34:21.370041] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-25T20:34:21.370074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-25T20:34:21.382143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-25T20:34:21.382613] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-25T20:34:21.383485] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-25T20:34:21.383566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:21.383621] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:21.383647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:21.383708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:21.441941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:21.443165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:21.443264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:21.443298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:21.569455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:21.569708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:21.569756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:21.569787] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:21.573820] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: UP (p=60.54%)
[2025-12-25T20:34:21.574147] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-25T20:34:21.574297] [INFO ] [sig       ] VIPS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:21.731199] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VIPS.txt
[2025-12-25T20:34:21.731385] [INFO ] [sig       ] [3348/3552] Completed VIPS in 0.4s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-25T20:34:21.731427] [INFO ] [sig       ] [3349/3552] Forecasting VIRC...
[2025-12-25T20:34:21.731457] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-25T20:34:21.731525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-25T20:34:21.742188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-25T20:34:21.742596] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-25T20:34:21.743383] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-25T20:34:21.743445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:21.743483] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:21.743515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:21.743604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:21.806958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:21.807944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:21.808034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:21.808069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:21.937332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:21.937484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:21.937525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:21.937554] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:21.940981] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=39.78%)
[2025-12-25T20:34:21.941255] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-25T20:34:21.941378] [INFO ] [sig       ] VIRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:22.087707] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VIRC.txt
[2025-12-25T20:34:22.087848] [INFO ] [sig       ] [3349/3552] Completed VIRC in 0.4s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-25T20:34:22.087888] [INFO ] [sig       ] [3350/3552] Forecasting VITL...
[2025-12-25T20:34:22.087919] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-25T20:34:22.087948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-25T20:34:22.097775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-25T20:34:22.098112] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-25T20:34:22.098945] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-25T20:34:22.098999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:22.099032] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:22.099060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:22.099119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:22.154967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:22.155821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:22.155902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:22.155934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:22.276461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:22.276626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:22.276666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:22.276695] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:22.280058] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=43.40%)
[2025-12-25T20:34:22.280329] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-25T20:34:22.280458] [INFO ] [sig       ] VITL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:22.417807] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VITL.txt
[2025-12-25T20:34:22.417950] [INFO ] [sig       ] [3350/3552] Completed VITL in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-25T20:34:22.417989] [INFO ] [sig       ] [3351/3552] Forecasting VKQ...
[2025-12-25T20:34:22.418020] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-25T20:34:22.418077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-25T20:34:22.427724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-25T20:34:22.428071] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-25T20:34:22.428935] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-25T20:34:22.428988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:22.429021] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:22.429050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:22.429110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:22.485485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:22.486234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:22.486344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:22.486377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:22.618516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:22.618700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:22.618743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:22.618774] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:22.622305] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=16.01%)
[2025-12-25T20:34:22.622641] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-25T20:34:22.622779] [INFO ] [sig       ] VKQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:22.764090] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VKQ.txt
[2025-12-25T20:34:22.764235] [INFO ] [sig       ] [3351/3552] Completed VKQ in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-25T20:34:22.764274] [INFO ] [sig       ] [3352/3552] Forecasting VKTX...
[2025-12-25T20:34:22.764332] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-25T20:34:22.764379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-25T20:34:22.774037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-25T20:34:22.774383] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-25T20:34:22.775210] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-25T20:34:22.775264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:22.775298] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:22.775326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:22.775385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:22.830428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:22.831243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:22.831323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:22.831355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:22.949545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:22.949721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:22.949762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:22.949790] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:22.953100] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-12-25T20:34:22.953382] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-25T20:34:22.953506] [INFO ] [sig       ] VKTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:23.091737] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VKTX.txt
[2025-12-25T20:34:23.091891] [INFO ] [sig       ] [3352/3552] Completed VKTX in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-25T20:34:23.091930] [INFO ] [sig       ] [3353/3552] Forecasting VLGEA...
[2025-12-25T20:34:23.091960] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-25T20:34:23.091991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-25T20:34:23.102427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-25T20:34:23.102826] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-25T20:34:23.103677] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-25T20:34:23.103731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:23.103764] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:23.103790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:23.103848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:23.159954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:23.160793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:23.160879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:23.160911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:23.288030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:23.288187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:23.288227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:23.288256] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:23.292038] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=26.09%)
[2025-12-25T20:34:23.292350] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-25T20:34:23.292480] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:23.444085] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VLGEA.txt
[2025-12-25T20:34:23.444261] [INFO ] [sig       ] [3353/3552] Completed VLGEA in 0.4s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-25T20:34:23.444303] [INFO ] [sig       ] [3354/3552] Forecasting VLN...
[2025-12-25T20:34:23.444375] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-25T20:34:23.444422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-25T20:34:23.455384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-25T20:34:23.455770] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-25T20:34:23.456567] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-25T20:34:23.456637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:23.456676] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:23.456714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:23.456977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:23.518314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:23.519162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:23.519245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:23.519303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:23.649358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:23.649522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:23.649563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:23.649612] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:23.653496] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=61.01%)
[2025-12-25T20:34:23.653924] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-25T20:34:23.654083] [INFO ] [sig       ] VLN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:23.802880] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VLN.txt
[2025-12-25T20:34:23.803096] [INFO ] [sig       ] [3354/3552] Completed VLN in 0.4s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-25T20:34:23.803142] [INFO ] [sig       ] [3355/3552] Forecasting VLO...
[2025-12-25T20:34:23.803173] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-25T20:34:23.803203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-25T20:34:23.814190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-25T20:34:23.814613] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-25T20:34:23.815517] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-25T20:34:23.815606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:23.815645] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:23.815677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:23.815745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:23.875347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:23.876139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:23.876225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:23.876258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:24.011305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:24.011490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:24.011555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:24.011633] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:24.015140] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-25T20:34:24.015423] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-25T20:34:24.015601] [INFO ] [sig       ] VLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:24.162510] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VLO.txt
[2025-12-25T20:34:24.162686] [INFO ] [sig       ] [3355/3552] Completed VLO in 0.4s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-25T20:34:24.162730] [INFO ] [sig       ] [3356/3552] Forecasting VLRS...
[2025-12-25T20:34:24.162805] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-25T20:34:24.162852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-25T20:34:24.174304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-25T20:34:24.174766] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-25T20:34:24.175697] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-25T20:34:24.175766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:24.175801] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:24.175838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:24.175920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:24.238442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:24.240017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:24.240130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:24.240163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:24.371005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:24.371185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:24.371239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:24.371279] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:24.375935] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=13.69%)
[2025-12-25T20:34:24.376301] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-25T20:34:24.376466] [INFO ] [sig       ] VLRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:24.524872] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VLRS.txt
[2025-12-25T20:34:24.525056] [INFO ] [sig       ] [3356/3552] Completed VLRS in 0.4s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-25T20:34:24.525111] [INFO ] [sig       ] [3357/3552] Forecasting VLTO...
[2025-12-25T20:34:24.525191] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-25T20:34:24.525243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-25T20:34:24.536729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-25T20:34:24.537173] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-25T20:34:24.538117] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-25T20:34:24.538182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:24.538229] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:24.538266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:24.538342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:24.598119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:24.599058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:24.599146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:24.599179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:24.726970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:24.727125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:24.727165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:24.727194] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:24.730614] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=62.29%)
[2025-12-25T20:34:24.730900] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-25T20:34:24.731028] [INFO ] [sig       ] VLTO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:24.875352] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VLTO.txt
[2025-12-25T20:34:24.875588] [INFO ] [sig       ] [3357/3552] Completed VLTO in 0.4s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-25T20:34:24.875651] [INFO ] [sig       ] [3358/3552] Forecasting VLY...
[2025-12-25T20:34:24.875695] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-25T20:34:24.875782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-25T20:34:24.888828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-25T20:34:24.889305] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-25T20:34:24.890141] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-25T20:34:24.890194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:24.890255] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:24.890283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:24.890340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:24.946682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:24.947608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:24.947696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:24.947727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:25.072614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:25.072773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:25.072813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:25.072842] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:25.076215] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=28.87%)
[2025-12-25T20:34:25.076488] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-25T20:34:25.076631] [INFO ] [sig       ] VLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:25.217196] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VLY.txt
[2025-12-25T20:34:25.217370] [INFO ] [sig       ] [3358/3552] Completed VLY in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-25T20:34:25.217411] [INFO ] [sig       ] [3359/3552] Forecasting VMBS...
[2025-12-25T20:34:25.217442] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-25T20:34:25.217473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-25T20:34:25.228383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-25T20:34:25.228808] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-25T20:34:25.229649] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-25T20:34:25.229701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:25.229747] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:25.229774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:25.229830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:25.286323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:25.287280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:25.287368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:25.287400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:25.412735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:25.412905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:25.412945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:25.412972] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:25.416336] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-25T20:34:25.416648] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-25T20:34:25.416775] [INFO ] [sig       ] VMBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:25.556161] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VMBS.txt
[2025-12-25T20:34:25.556330] [INFO ] [sig       ] [3359/3552] Completed VMBS in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-25T20:34:25.556370] [INFO ] [sig       ] [3360/3552] Forecasting VMD...
[2025-12-25T20:34:25.556400] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-25T20:34:25.556428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-25T20:34:25.567436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-25T20:34:25.567845] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-25T20:34:25.568690] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-25T20:34:25.568743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:25.568776] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:25.568803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:25.568861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:25.625340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:25.626271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:25.626355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:25.626387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:25.740910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:25.741064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:25.741102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:25.741130] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:25.744480] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=14.92%)
[2025-12-25T20:34:25.744771] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-25T20:34:25.744895] [INFO ] [sig       ] VMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:25.881834] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VMD.txt
[2025-12-25T20:34:25.881969] [INFO ] [sig       ] [3360/3552] Completed VMD in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-25T20:34:25.882007] [INFO ] [sig       ] [3361/3552] Forecasting VMI...
[2025-12-25T20:34:25.882038] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-25T20:34:25.882068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-25T20:34:25.892152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-25T20:34:25.892471] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-25T20:34:25.893237] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-25T20:34:25.893288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:25.893319] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:25.893345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:25.893405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:25.949205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:25.950003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:25.950085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:25.950117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:26.075829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:26.075984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:26.076023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:26.076084] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:26.079532] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=35.79%)
[2025-12-25T20:34:26.079837] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-25T20:34:26.079982] [INFO ] [sig       ] VMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:26.218269] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VMI.txt
[2025-12-25T20:34:26.218405] [INFO ] [sig       ] [3361/3552] Completed VMI in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-25T20:34:26.218443] [INFO ] [sig       ] [3362/3552] Forecasting VMO...
[2025-12-25T20:34:26.218473] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-25T20:34:26.218504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-25T20:34:26.228632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-25T20:34:26.228984] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-25T20:34:26.229841] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-25T20:34:26.229895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:26.229927] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:26.229953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:26.230011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:26.286078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:26.286921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:26.287004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:26.287037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:26.407817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:26.407979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:26.408019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:26.408047] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:26.411482] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-12-25T20:34:26.411794] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-25T20:34:26.411927] [INFO ] [sig       ] VMO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:26.551781] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VMO.txt
[2025-12-25T20:34:26.551917] [INFO ] [sig       ] [3362/3552] Completed VMO in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-25T20:34:26.551965] [INFO ] [sig       ] [3363/3552] Forecasting VNDA...
[2025-12-25T20:34:26.551996] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-25T20:34:26.552025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-25T20:34:26.561980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-25T20:34:26.562277] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-25T20:34:26.563043] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-25T20:34:26.563094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:26.563125] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:26.563152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:26.563210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:26.619380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:26.620064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:26.620144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:26.620177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:26.742071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:26.742227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:26.742267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:26.742296] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:26.746033] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=0.16%)
[2025-12-25T20:34:26.746311] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-25T20:34:26.746437] [INFO ] [sig       ] VNDA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:26.907943] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VNDA.txt
[2025-12-25T20:34:26.908107] [INFO ] [sig       ] [3363/3552] Completed VNDA in 0.4s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-25T20:34:26.908148] [INFO ] [sig       ] [3364/3552] Forecasting VNO...
[2025-12-25T20:34:26.908179] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-25T20:34:26.908242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-25T20:34:26.918379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-25T20:34:26.918807] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-25T20:34:26.919609] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-25T20:34:26.919659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:26.919690] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:26.919718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:26.919774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:26.975371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:26.976212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:26.976294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:26.976326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:27.096930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:27.097087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:27.097127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:27.097157] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:27.100781] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=65.88%)
[2025-12-25T20:34:27.101069] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-25T20:34:27.101217] [INFO ] [sig       ] VNO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:27.240203] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VNO.txt
[2025-12-25T20:34:27.240363] [INFO ] [sig       ] [3364/3552] Completed VNO in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-25T20:34:27.240403] [INFO ] [sig       ] [3365/3552] Forecasting VNOM...
[2025-12-25T20:34:27.240433] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-25T20:34:27.240463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-25T20:34:27.250861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-25T20:34:27.251193] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-25T20:34:27.251994] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-25T20:34:27.252047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:27.252080] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:27.252107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:27.252170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:27.309511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:27.310348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:27.310434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:27.310467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:27.430739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:27.430890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:27.430932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:27.430960] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:27.434485] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-25T20:34:27.434782] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-25T20:34:27.434921] [INFO ] [sig       ] VNOM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:27.574596] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VNOM.txt
[2025-12-25T20:34:27.574731] [INFO ] [sig       ] [3365/3552] Completed VNOM in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-25T20:34:27.574771] [INFO ] [sig       ] [3366/3552] Forecasting VNQI...
[2025-12-25T20:34:27.574800] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-25T20:34:27.574829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-25T20:34:27.585002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-25T20:34:27.585317] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-25T20:34:27.586091] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-25T20:34:27.586143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:27.586174] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:27.586200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:27.586262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:27.644041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:27.644714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:27.644793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:27.644826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:27.767080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:27.767233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:27.767276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:27.767321] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:27.770755] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=97.60%)
[2025-12-25T20:34:27.771033] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-25T20:34:27.771158] [INFO ] [sig       ] VNQI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:27.912130] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VNQI.txt
[2025-12-25T20:34:27.912265] [INFO ] [sig       ] [3366/3552] Completed VNQI in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-25T20:34:27.912303] [INFO ] [sig       ] [3367/3552] Forecasting VOC...
[2025-12-25T20:34:27.912332] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-25T20:34:27.912362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-25T20:34:27.922028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-25T20:34:27.922337] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-25T20:34:27.923115] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-25T20:34:27.923166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:27.923196] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:27.923223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:27.923281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:27.983054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:27.983785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:27.983866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:27.983899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:28.104914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:28.105068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:28.105107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:28.105136] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:28.108487] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-25T20:34:28.108784] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-25T20:34:28.108911] [INFO ] [sig       ] VOC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:28.248026] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VOC.txt
[2025-12-25T20:34:28.248192] [INFO ] [sig       ] [3367/3552] Completed VOC in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-25T20:34:28.248233] [INFO ] [sig       ] [3368/3552] Forecasting VOD...
[2025-12-25T20:34:28.248262] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-25T20:34:28.248292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-25T20:34:28.258891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-25T20:34:28.259282] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-25T20:34:28.260086] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-25T20:34:28.260137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:28.260168] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:28.260196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:28.260254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:28.315532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:28.316226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:28.316371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:28.316405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:28.432552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:28.432727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:28.432767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:28.432795] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:28.436106] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=66.49%)
[2025-12-25T20:34:28.436381] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-25T20:34:28.436502] [INFO ] [sig       ] VOD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:28.575803] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VOD.txt
[2025-12-25T20:34:28.575967] [INFO ] [sig       ] [3368/3552] Completed VOD in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-25T20:34:28.576006] [INFO ] [sig       ] [3369/3552] Forecasting VONE...
[2025-12-25T20:34:28.576038] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-25T20:34:28.576094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-25T20:34:28.585938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-25T20:34:28.586321] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-25T20:34:28.587116] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-25T20:34:28.587167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:28.587198] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:28.587225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:28.587281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:28.644012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:28.645120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:28.645203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:28.645235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:28.765068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:28.765228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:28.765267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:28.765295] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:28.768620] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-12-25T20:34:28.768889] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-25T20:34:28.769009] [INFO ] [sig       ] VONE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:28.907515] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VONE.txt
[2025-12-25T20:34:28.907684] [INFO ] [sig       ] [3369/3552] Completed VONE in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-25T20:34:28.907726] [INFO ] [sig       ] [3370/3552] Forecasting VONG...
[2025-12-25T20:34:28.907784] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-25T20:34:28.907815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-25T20:34:28.917897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-25T20:34:28.918203] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-25T20:34:28.918959] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-25T20:34:28.919011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:28.919042] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:28.919083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:28.919141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:28.975586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:28.976418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:28.976498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:28.976530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:29.100632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:29.100787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:29.100827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:29.100855] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:29.104249] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=45.13%)
[2025-12-25T20:34:29.104539] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-25T20:34:29.104689] [INFO ] [sig       ] VONG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:29.249719] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VONG.txt
[2025-12-25T20:34:29.249889] [INFO ] [sig       ] [3370/3552] Completed VONG in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-25T20:34:29.249930] [INFO ] [sig       ] [3371/3552] Forecasting VOTE...
[2025-12-25T20:34:29.249960] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-25T20:34:29.250025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-25T20:34:29.260207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-25T20:34:29.260555] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-25T20:34:29.261333] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-25T20:34:29.261383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:29.261415] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:29.261442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:29.261500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:29.320767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:29.321623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:29.321704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:29.321736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:29.438626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:29.438776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:29.438815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:29.438844] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:29.442174] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=42.58%)
[2025-12-25T20:34:29.442442] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-25T20:34:29.442561] [INFO ] [sig       ] VOTE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:29.579753] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VOTE.txt
[2025-12-25T20:34:29.579973] [INFO ] [sig       ] [3371/3552] Completed VOTE in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-25T20:34:29.580059] [INFO ] [sig       ] [3372/3552] Forecasting VPG...
[2025-12-25T20:34:29.580107] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-25T20:34:29.580148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-25T20:34:29.591063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-25T20:34:29.591472] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-25T20:34:29.592305] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-25T20:34:29.592358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:29.592389] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:29.592415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:29.592472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:29.649977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:29.650885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:29.650968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:29.651000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:29.768309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:29.768464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:29.768503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:29.768532] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:29.771872] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-25T20:34:29.772140] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-25T20:34:29.772262] [INFO ] [sig       ] VPG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:29.912444] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VPG.txt
[2025-12-25T20:34:29.912635] [INFO ] [sig       ] [3372/3552] Completed VPG in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-25T20:34:29.912684] [INFO ] [sig       ] [3373/3552] Forecasting VPLS...
[2025-12-25T20:34:29.912717] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-25T20:34:29.912777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-25T20:34:29.922539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-25T20:34:29.922875] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-25T20:34:29.923639] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-25T20:34:29.923691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:29.923722] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:29.923749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:29.923806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:29.980288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:29.981125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:29.981215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:29.981250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:30.108900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:30.109070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:30.109127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:30.109166] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:30.113218] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2025-12-25T20:34:30.113513] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-25T20:34:30.113688] [INFO ] [sig       ] VPLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:30.260212] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VPLS.txt
[2025-12-25T20:34:30.260378] [INFO ] [sig       ] [3373/3552] Completed VPLS in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-25T20:34:30.260422] [INFO ] [sig       ] [3374/3552] Forecasting VRA...
[2025-12-25T20:34:30.260489] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-25T20:34:30.260556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-25T20:34:30.270693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-25T20:34:30.271016] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-25T20:34:30.271875] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-25T20:34:30.271929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:30.271963] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:30.271990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:30.272048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:30.330410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:30.331291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:30.331376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:30.331411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:30.450888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:30.451037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:30.451077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:30.451105] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:30.454438] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: UP (p=62.98%)
[2025-12-25T20:34:30.454732] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-25T20:34:30.454855] [INFO ] [sig       ] VRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:30.593489] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VRA.txt
[2025-12-25T20:34:30.593652] [INFO ] [sig       ] [3374/3552] Completed VRA in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-25T20:34:30.593698] [INFO ] [sig       ] [3375/3552] Forecasting VRCA...
[2025-12-25T20:34:30.593754] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-25T20:34:30.593787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-25T20:34:30.603448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-25T20:34:30.603827] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-25T20:34:30.604649] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-25T20:34:30.604703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:30.604765] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:30.604795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:30.604854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:30.661996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:30.662785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:30.662867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:30.662900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:30.785849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:30.786016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:30.786058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:30.786087] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:30.789614] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=14.55%)
[2025-12-25T20:34:30.789913] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-25T20:34:30.790045] [INFO ] [sig       ] VRCA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:30.929248] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VRCA.txt
[2025-12-25T20:34:30.929419] [INFO ] [sig       ] [3375/3552] Completed VRCA in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-25T20:34:30.929466] [INFO ] [sig       ] [3376/3552] Forecasting VRDN...
[2025-12-25T20:34:30.929497] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-25T20:34:30.929552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-25T20:34:30.940134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-25T20:34:30.940489] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-25T20:34:30.941284] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-25T20:34:30.941336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:30.941367] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:30.941393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:30.941450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:30.997791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:30.998490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:30.998569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:30.998620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:31.116484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:31.116651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:31.116692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:31.116720] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:31.120142] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=30.07%)
[2025-12-25T20:34:31.120419] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-25T20:34:31.120543] [INFO ] [sig       ] VRDN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:31.258423] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VRDN.txt
[2025-12-25T20:34:31.258561] [INFO ] [sig       ] [3376/3552] Completed VRDN in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-25T20:34:31.258617] [INFO ] [sig       ] [3377/3552] Forecasting VRE...
[2025-12-25T20:34:31.258646] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-25T20:34:31.258677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-25T20:34:31.268564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-25T20:34:31.268908] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-25T20:34:31.269757] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-25T20:34:31.269820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:31.269851] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:31.269877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:31.269933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:31.326454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:31.327145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:31.327223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:31.327255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:31.447032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:31.447188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:31.447226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:31.447271] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:31.450762] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=8.70%)
[2025-12-25T20:34:31.451066] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-25T20:34:31.451195] [INFO ] [sig       ] VRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:31.590295] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VRE.txt
[2025-12-25T20:34:31.590451] [INFO ] [sig       ] [3377/3552] Completed VRE in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-25T20:34:31.590522] [INFO ] [sig       ] [3378/3552] Forecasting VREX...
[2025-12-25T20:34:31.590554] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-25T20:34:31.590603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-25T20:34:31.601161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-25T20:34:31.601492] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-25T20:34:31.602272] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-25T20:34:31.602324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:31.602355] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:31.602381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:31.602437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:31.658727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:31.659360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:31.659439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:31.659471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:31.780082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:31.780237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:31.780298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:31.780360] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:31.783763] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2025-12-25T20:34:31.784037] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-25T20:34:31.784177] [INFO ] [sig       ] VREX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:31.928835] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VREX.txt
[2025-12-25T20:34:31.929012] [INFO ] [sig       ] [3378/3552] Completed VREX in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-25T20:34:31.929053] [INFO ] [sig       ] [3379/3552] Forecasting VRIG...
[2025-12-25T20:34:31.929108] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-25T20:34:31.929140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-25T20:34:31.939073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-25T20:34:31.939404] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-25T20:34:31.940200] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-25T20:34:31.940251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:31.940282] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:31.940309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:31.940365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:31.996457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:31.997127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:31.997203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:31.997235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:32.088757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:32.088906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:32.088943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:32.088970] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:32.092201] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-25T20:34:32.092468] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-25T20:34:32.092606] [INFO ] [sig       ] VRIG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:32.230757] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VRIG.txt
[2025-12-25T20:34:32.230926] [INFO ] [sig       ] [3379/3552] Completed VRIG in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 59.8s
[2025-12-25T20:34:32.230966] [INFO ] [sig       ] [3380/3552] Forecasting VRNS...
[2025-12-25T20:34:32.231028] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-25T20:34:32.231062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-25T20:34:32.240812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-25T20:34:32.241154] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-25T20:34:32.241944] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-25T20:34:32.241996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:32.242026] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:32.242052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:32.242110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:32.299127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:32.299970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:32.300048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:32.300080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:32.424786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:32.424918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:32.424955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:32.424985] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:32.428228] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: UP (p=50.19%)
[2025-12-25T20:34:32.428495] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-25T20:34:32.428634] [INFO ] [sig       ] VRNS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:32.573285] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VRNS.txt
[2025-12-25T20:34:32.573441] [INFO ] [sig       ] [3380/3552] Completed VRNS in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 59.4s
[2025-12-25T20:34:32.573479] [INFO ] [sig       ] [3381/3552] Forecasting VRRM...
[2025-12-25T20:34:32.573510] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-25T20:34:32.573590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-25T20:34:32.584378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-25T20:34:32.584839] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-25T20:34:32.585762] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-25T20:34:32.585841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:32.585890] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:32.585929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:32.586019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:32.644824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:32.645752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:32.645862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:32.645899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:32.770167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:32.770327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:32.770374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:32.770404] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:32.773958] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=29.29%)
[2025-12-25T20:34:32.774242] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-25T20:34:32.774370] [INFO ] [sig       ] VRRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:32.913830] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VRRM.txt
[2025-12-25T20:34:32.913967] [INFO ] [sig       ] [3381/3552] Completed VRRM in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 59.1s
[2025-12-25T20:34:32.914007] [INFO ] [sig       ] [3382/3552] Forecasting VRSK...
[2025-12-25T20:34:32.914037] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-25T20:34:32.914095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-25T20:34:32.924185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-25T20:34:32.924512] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-25T20:34:32.925283] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-25T20:34:32.925334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:32.925366] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:32.925392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:32.925450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:32.981301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:32.982043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:32.982121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:32.982152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:33.104910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:33.105069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:33.105110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:33.105139] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:33.108515] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=38.97%)
[2025-12-25T20:34:33.108800] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-25T20:34:33.108925] [INFO ] [sig       ] VRSK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:33.249172] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VRSK.txt
[2025-12-25T20:34:33.249381] [INFO ] [sig       ] [3382/3552] Completed VRSK in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 58.7s
[2025-12-25T20:34:33.249466] [INFO ] [sig       ] [3383/3552] Forecasting VRSN...
[2025-12-25T20:34:33.249502] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-25T20:34:33.249532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-25T20:34:33.259750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-25T20:34:33.260159] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-25T20:34:33.260982] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-25T20:34:33.261052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:33.261084] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:33.261110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:33.261167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:33.318671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:33.319554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:33.319661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:33.319695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:33.446205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:33.446364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:33.446404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:33.446435] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:33.449863] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=83.38%)
[2025-12-25T20:34:33.450140] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-25T20:34:33.450268] [INFO ] [sig       ] VRSN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:33.588617] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VRSN.txt
[2025-12-25T20:34:33.588781] [INFO ] [sig       ] [3383/3552] Completed VRSN in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 58.4s
[2025-12-25T20:34:33.588820] [INFO ] [sig       ] [3384/3552] Forecasting VRTS...
[2025-12-25T20:34:33.588880] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-25T20:34:33.588914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-25T20:34:33.599234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-25T20:34:33.599652] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-25T20:34:33.600413] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-25T20:34:33.600464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:33.600495] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:33.600522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:33.600596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:33.657061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:33.657933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:33.658021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:33.658055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:33.781177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:33.781326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:33.781368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:33.781397] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:33.784724] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-25T20:34:33.784989] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-25T20:34:33.785107] [INFO ] [sig       ] VRTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:33.922646] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VRTS.txt
[2025-12-25T20:34:33.922786] [INFO ] [sig       ] [3384/3552] Completed VRTS in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 58.0s
[2025-12-25T20:34:33.922824] [INFO ] [sig       ] [3385/3552] Forecasting VRTX...
[2025-12-25T20:34:33.922855] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-25T20:34:33.922886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-25T20:34:33.933450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-25T20:34:33.933819] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-25T20:34:33.934602] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-25T20:34:33.934654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:33.934686] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:33.934713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:33.934771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:33.990431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:33.991090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:33.991197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:33.991230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:34.111092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:34.111246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:34.111286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:34.111314] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:34.114633] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=54.18%)
[2025-12-25T20:34:34.114905] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-25T20:34:34.115026] [INFO ] [sig       ] VRTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:34.253311] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VRTX.txt
[2025-12-25T20:34:34.253442] [INFO ] [sig       ] [3385/3552] Completed VRTX in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 57.7s
[2025-12-25T20:34:34.253481] [INFO ] [sig       ] [3386/3552] Forecasting VS...
[2025-12-25T20:34:34.253511] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-25T20:34:34.253541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-25T20:34:34.263013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-25T20:34:34.263333] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-25T20:34:34.264105] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-25T20:34:34.264156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:34.264186] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:34.264213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:34.264270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:34.321096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:34.321946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:34.322025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:34.322056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:34.435376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:34.435526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:34.435564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:34.435613] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:34.438904] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-25T20:34:34.439381] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-25T20:34:34.439502] [INFO ] [sig       ] VS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:34.593665] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VS.txt
[2025-12-25T20:34:34.593866] [INFO ] [sig       ] [3386/3552] Completed VS in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 57.4s
[2025-12-25T20:34:34.593949] [INFO ] [sig       ] [3387/3552] Forecasting VSCO...
[2025-12-25T20:34:34.593994] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-25T20:34:34.594031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-25T20:34:34.605029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-25T20:34:34.605410] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-25T20:34:34.606271] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-25T20:34:34.606324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:34.606356] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:34.606383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:34.606440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:34.665352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:34.666289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:34.666373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:34.666405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:34.785298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:34.785459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:34.785502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:34.785530] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:34.789112] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2025-12-25T20:34:34.789435] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-25T20:34:34.789588] [INFO ] [sig       ] VSCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:34.930742] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VSCO.txt
[2025-12-25T20:34:34.930878] [INFO ] [sig       ] [3387/3552] Completed VSCO in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 57.0s
[2025-12-25T20:34:34.930917] [INFO ] [sig       ] [3388/3552] Forecasting VSDA...
[2025-12-25T20:34:34.930947] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-25T20:34:34.931001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-25T20:34:34.940167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-25T20:34:34.940471] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-25T20:34:34.941235] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-25T20:34:34.941287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:34.941319] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:34.941346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:34.941402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:34.999632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:35.000353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:35.000433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:35.000465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:35.116626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:35.116775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:35.116813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:35.116845] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:35.120238] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-12-25T20:34:35.120524] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-25T20:34:35.120663] [INFO ] [sig       ] VSDA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:35.261367] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VSDA.txt
[2025-12-25T20:34:35.261603] [INFO ] [sig       ] [3388/3552] Completed VSDA in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 56.7s
[2025-12-25T20:34:35.261649] [INFO ] [sig       ] [3389/3552] Forecasting VSEC...
[2025-12-25T20:34:35.261679] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-25T20:34:35.261709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-25T20:34:35.272382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-25T20:34:35.272773] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-25T20:34:35.273537] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-25T20:34:35.273610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:35.273644] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:35.273671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:35.273728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:35.329162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:35.330002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:35.330087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:35.330119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:35.450252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:35.450408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:35.450447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:35.450476] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:35.453817] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-25T20:34:35.454095] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-25T20:34:35.454220] [INFO ] [sig       ] VSEC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:35.591587] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VSEC.txt
[2025-12-25T20:34:35.591755] [INFO ] [sig       ] [3389/3552] Completed VSEC in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 56.3s
[2025-12-25T20:34:35.591794] [INFO ] [sig       ] [3390/3552] Forecasting VSH...
[2025-12-25T20:34:35.591854] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-25T20:34:35.591888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-25T20:34:35.602737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-25T20:34:35.603133] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-25T20:34:35.603946] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-25T20:34:35.604000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:35.604033] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:35.604061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:35.604121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:35.659565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:35.660290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:35.660371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:35.660403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:35.779111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:35.779307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:35.779348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:35.779376] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:35.782765] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-12-25T20:34:35.783067] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-25T20:34:35.783192] [INFO ] [sig       ] VSH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:35.928826] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VSH.txt
[2025-12-25T20:34:35.928990] [INFO ] [sig       ] [3390/3552] Completed VSH in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 56.0s
[2025-12-25T20:34:35.929032] [INFO ] [sig       ] [3391/3552] Forecasting VSTM...
[2025-12-25T20:34:35.929091] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-25T20:34:35.929125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-25T20:34:35.939454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-25T20:34:35.939819] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-25T20:34:35.940621] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-25T20:34:35.940677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:35.940712] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:35.940742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:35.940807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:35.998098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:35.998820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:35.998904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:35.998939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:36.119837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:36.119992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:36.120031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:36.120062] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:36.123387] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-12-25T20:34:36.123673] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-25T20:34:36.123794] [INFO ] [sig       ] VSTM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:36.263119] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VSTM.txt
[2025-12-25T20:34:36.263254] [INFO ] [sig       ] [3391/3552] Completed VSTM in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 55.6s
[2025-12-25T20:34:36.263294] [INFO ] [sig       ] [3392/3552] Forecasting VSTS...
[2025-12-25T20:34:36.263326] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-25T20:34:36.263356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-25T20:34:36.274513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-25T20:34:36.274910] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-25T20:34:36.275726] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-25T20:34:36.275779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:36.275841] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:36.275870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:36.275929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:36.335024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:36.336343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:36.336447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:36.336482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:36.477167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:36.477330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:36.477372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:36.477400] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:36.481216] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-25T20:34:36.481491] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-25T20:34:36.481633] [INFO ] [sig       ] VSTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:36.625672] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VSTS.txt
[2025-12-25T20:34:36.625902] [INFO ] [sig       ] [3392/3552] Completed VSTS in 0.4s | 2.89 sym/s | Total: 19.5m | ETA: 55.3s
[2025-12-25T20:34:36.625948] [INFO ] [sig       ] [3393/3552] Forecasting VTC...
[2025-12-25T20:34:36.625980] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-25T20:34:36.626011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-25T20:34:36.638951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-25T20:34:36.639549] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-25T20:34:36.640527] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-25T20:34:36.640603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:36.640639] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:36.640668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:36.640730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:36.702488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:36.703696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:36.703800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:36.703836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:36.827992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:36.828271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:36.828321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:36.828350] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:36.832479] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-12-25T20:34:36.832818] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-25T20:34:36.832986] [INFO ] [sig       ] VTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:36.979873] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VTC.txt
[2025-12-25T20:34:36.980099] [INFO ] [sig       ] [3393/3552] Completed VTC in 0.4s | 2.89 sym/s | Total: 19.5m | ETA: 54.9s
[2025-12-25T20:34:36.980145] [INFO ] [sig       ] [3394/3552] Forecasting VTEX...
[2025-12-25T20:34:36.980178] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-25T20:34:36.980211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-25T20:34:36.992490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-25T20:34:36.993081] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-25T20:34:36.994022] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-25T20:34:36.994104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:36.994140] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:36.994167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:36.994233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:37.052310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:37.053610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:37.053717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:37.053753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:37.174974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:37.175239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:37.175288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:37.175318] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:37.179474] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=77.93%)
[2025-12-25T20:34:37.179847] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-25T20:34:37.179992] [INFO ] [sig       ] VTEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:37.324919] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VTEX.txt
[2025-12-25T20:34:37.325157] [INFO ] [sig       ] [3394/3552] Completed VTEX in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 54.6s
[2025-12-25T20:34:37.325243] [INFO ] [sig       ] [3395/3552] Forecasting VTIP...
[2025-12-25T20:34:37.325280] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-25T20:34:37.325315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-25T20:34:37.338488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-25T20:34:37.339137] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-25T20:34:37.340094] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-25T20:34:37.340147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:37.340179] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:37.340205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:37.340264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:37.398458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:37.399798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:37.399901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:37.399936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:37.523401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:37.523644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:37.523693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:37.523766] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:37.527637] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: UP (p=87.12%)
[2025-12-25T20:34:37.527957] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-25T20:34:37.528098] [INFO ] [sig       ] VTIP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:37.671133] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VTIP.txt
[2025-12-25T20:34:37.671391] [INFO ] [sig       ] [3395/3552] Completed VTIP in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 54.2s
[2025-12-25T20:34:37.671437] [INFO ] [sig       ] [3396/3552] Forecasting VTMX...
[2025-12-25T20:34:37.671468] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-25T20:34:37.671498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-25T20:34:37.682120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-25T20:34:37.682492] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-25T20:34:37.683359] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-25T20:34:37.683413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:37.683446] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:37.683474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:37.683533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:37.743631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:37.744779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:37.744895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:37.744931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:37.866476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:37.866650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:37.866691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:37.866719] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:37.870062] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=40.32%)
[2025-12-25T20:34:37.870331] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-25T20:34:37.870453] [INFO ] [sig       ] VTMX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:38.014086] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VTMX.txt
[2025-12-25T20:34:38.014260] [INFO ] [sig       ] [3396/3552] Completed VTMX in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 53.9s
[2025-12-25T20:34:38.014337] [INFO ] [sig       ] [3397/3552] Forecasting VTN...
[2025-12-25T20:34:38.014370] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-25T20:34:38.014401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-25T20:34:38.025478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-25T20:34:38.025939] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-25T20:34:38.026831] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-25T20:34:38.026895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:38.026927] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:38.026953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:38.027012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:38.083529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:38.084415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:38.084501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:38.084536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:38.200494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:38.200666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:38.200708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:38.200736] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:38.204185] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=65.50%)
[2025-12-25T20:34:38.204562] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-25T20:34:38.204726] [INFO ] [sig       ] VTN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:38.343921] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VTN.txt
[2025-12-25T20:34:38.344056] [INFO ] [sig       ] [3397/3552] Completed VTN in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 53.5s
[2025-12-25T20:34:38.344101] [INFO ] [sig       ] [3398/3552] Forecasting VTOL...
[2025-12-25T20:34:38.344156] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-25T20:34:38.344190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-25T20:34:38.354263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-25T20:34:38.354599] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-25T20:34:38.355376] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-25T20:34:38.355429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:38.355462] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:38.355490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:38.355549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:38.413008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:38.413748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:38.413828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:38.413863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:38.533822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:38.533978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:38.534019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:38.534047] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:38.537387] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-25T20:34:38.537673] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-25T20:34:38.537796] [INFO ] [sig       ] VTOL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:38.675227] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VTOL.txt
[2025-12-25T20:34:38.675346] [INFO ] [sig       ] [3398/3552] Completed VTOL in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 53.2s
[2025-12-25T20:34:38.675386] [INFO ] [sig       ] [3399/3552] Forecasting VTRS...
[2025-12-25T20:34:38.675416] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-25T20:34:38.675469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-25T20:34:38.685758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-25T20:34:38.686071] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-25T20:34:38.686892] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-25T20:34:38.686946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:38.686979] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:38.687008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:38.687067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:38.744298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:38.744929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:38.745010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:38.745043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:38.867050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:38.867206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:38.867246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:38.867274] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:38.870662] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: UP (p=84.81%)
[2025-12-25T20:34:38.870957] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-25T20:34:38.871101] [INFO ] [sig       ] VTRS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:39.014885] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VTRS.txt
[2025-12-25T20:34:39.015030] [INFO ] [sig       ] [3399/3552] Completed VTRS in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 52.9s
[2025-12-25T20:34:39.015070] [INFO ] [sig       ] [3400/3552] Forecasting VTS...
[2025-12-25T20:34:39.015127] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-25T20:34:39.015159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-25T20:34:39.025420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-25T20:34:39.025791] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-25T20:34:39.026562] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-25T20:34:39.026636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:39.026670] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:39.026698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:39.026757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:39.083634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:39.084490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:39.084595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:39.084632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:39.203913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:39.204077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:39.204119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:39.204149] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:39.207919] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2025-12-25T20:34:39.208210] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-25T20:34:39.208347] [INFO ] [sig       ] VTS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:39.357786] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VTS.txt
[2025-12-25T20:34:39.357940] [INFO ] [sig       ] [3400/3552] Completed VTS in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 52.5s
[2025-12-25T20:34:39.358008] [INFO ] [sig       ] [3401/3552] Forecasting VTSI...
[2025-12-25T20:34:39.358039] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-25T20:34:39.358068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-25T20:34:39.368753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-25T20:34:39.369099] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-25T20:34:39.369990] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-25T20:34:39.370045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:39.370076] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:39.370102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:39.370160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:39.432098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:39.433012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:39.433113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:39.433161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:39.563645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:39.563825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:39.563885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:39.563915] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:39.567560] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: UP (p=76.59%)
[2025-12-25T20:34:39.567875] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-25T20:34:39.568030] [INFO ] [sig       ] VTSI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:39.718747] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VTSI.txt
[2025-12-25T20:34:39.718905] [INFO ] [sig       ] [3401/3552] Completed VTSI in 0.4s | 2.89 sym/s | Total: 19.6m | ETA: 52.2s
[2025-12-25T20:34:39.718947] [INFO ] [sig       ] [3402/3552] Forecasting VTWG...
[2025-12-25T20:34:39.718979] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-25T20:34:39.719037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-25T20:34:39.730490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-25T20:34:39.730912] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-25T20:34:39.731748] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-25T20:34:39.731814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:39.731849] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:39.731877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:39.731936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:39.793677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:39.794509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:39.794644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:39.794688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:39.931428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:39.931630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:39.931696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:39.931742] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:39.935403] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-25T20:34:39.935710] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-25T20:34:39.935860] [INFO ] [sig       ] VTWG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:40.085881] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VTWG.txt
[2025-12-25T20:34:40.086039] [INFO ] [sig       ] [3402/3552] Completed VTWG in 0.4s | 2.89 sym/s | Total: 19.6m | ETA: 51.8s
[2025-12-25T20:34:40.086080] [INFO ] [sig       ] [3403/3552] Forecasting VTWO...
[2025-12-25T20:34:40.086112] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-25T20:34:40.086142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-25T20:34:40.096925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-25T20:34:40.097322] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-25T20:34:40.098125] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-25T20:34:40.098178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:40.098210] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:40.098237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:40.098301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:40.162921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:40.163969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:40.164056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:40.164091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:40.295150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:40.295319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:40.295369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:40.295407] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:40.298828] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2025-12-25T20:34:40.299112] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-25T20:34:40.299239] [INFO ] [sig       ] VTWO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:40.439207] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VTWO.txt
[2025-12-25T20:34:40.439370] [INFO ] [sig       ] [3403/3552] Completed VTWO in 0.4s | 2.89 sym/s | Total: 19.6m | ETA: 51.5s
[2025-12-25T20:34:40.439413] [INFO ] [sig       ] [3404/3552] Forecasting VTYX...
[2025-12-25T20:34:40.439442] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-25T20:34:40.439471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-25T20:34:40.450303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-25T20:34:40.450692] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-25T20:34:40.451459] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-25T20:34:40.451510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:40.451542] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:40.451568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:40.451655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:40.507122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:40.508021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:40.508106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:40.508139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:40.631209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:40.631367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:40.631408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:40.631436] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:40.634829] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2025-12-25T20:34:40.635119] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-25T20:34:40.635246] [INFO ] [sig       ] VTYX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:40.773605] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VTYX.txt
[2025-12-25T20:34:40.773769] [INFO ] [sig       ] [3404/3552] Completed VTYX in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 51.1s
[2025-12-25T20:34:40.773809] [INFO ] [sig       ] [3405/3552] Forecasting VUZI...
[2025-12-25T20:34:40.773840] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-25T20:34:40.773869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-25T20:34:40.785321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-25T20:34:40.785770] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-25T20:34:40.786679] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-25T20:34:40.786734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:40.786783] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:40.786811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:40.786883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:40.849375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:40.850283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:40.850369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:40.850404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:40.982034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:40.982196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:40.982241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:40.982272] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:40.986124] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-12-25T20:34:40.986437] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-25T20:34:40.986589] [INFO ] [sig       ] VUZI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:41.201840] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VUZI.txt
[2025-12-25T20:34:41.202035] [INFO ] [sig       ] [3405/3552] Completed VUZI in 0.4s | 2.89 sym/s | Total: 19.6m | ETA: 50.8s
[2025-12-25T20:34:41.202081] [INFO ] [sig       ] [3406/3552] Forecasting VVOS...
[2025-12-25T20:34:41.202120] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-25T20:34:41.202151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-25T20:34:41.214161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-25T20:34:41.214626] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-25T20:34:41.215541] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-25T20:34:41.215618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:41.215654] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:41.215683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:41.215742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:41.277978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:41.278882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:41.278970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:41.279004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:41.403031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:41.403202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:41.403245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:41.403276] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:41.407061] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: DOWN (p=33.28%)
[2025-12-25T20:34:41.407366] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-25T20:34:41.407501] [INFO ] [sig       ] VVOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:41.552586] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VVOS.txt
[2025-12-25T20:34:41.552730] [INFO ] [sig       ] [3406/3552] Completed VVOS in 0.4s | 2.89 sym/s | Total: 19.6m | ETA: 50.4s
[2025-12-25T20:34:41.552769] [INFO ] [sig       ] [3407/3552] Forecasting VVX...
[2025-12-25T20:34:41.552797] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-25T20:34:41.552834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-25T20:34:41.563379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-25T20:34:41.563785] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-25T20:34:41.564594] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-25T20:34:41.564647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:41.564678] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:41.564705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:41.564762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:41.620961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:41.621589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:41.621667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:41.621700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:41.749658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:41.749840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:41.749886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:41.749916] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:41.753505] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=81.57%)
[2025-12-25T20:34:41.753815] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-25T20:34:41.753966] [INFO ] [sig       ] VVX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:41.905885] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VVX.txt
[2025-12-25T20:34:41.906042] [INFO ] [sig       ] [3407/3552] Completed VVX in 0.4s | 2.89 sym/s | Total: 19.6m | ETA: 50.1s
[2025-12-25T20:34:41.906081] [INFO ] [sig       ] [3408/3552] Forecasting VWOB...
[2025-12-25T20:34:41.906112] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-25T20:34:41.906142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-25T20:34:41.916370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-25T20:34:41.916725] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-25T20:34:41.917503] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-25T20:34:41.917555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:41.917615] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:41.917644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:41.917701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:41.974642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:41.975420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:41.975501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:41.975533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:42.101120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:42.101276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:42.101315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:42.101344] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:42.104701] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=7.38%)
[2025-12-25T20:34:42.104975] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-25T20:34:42.105100] [INFO ] [sig       ] VWOB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:42.244083] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VWOB.txt
[2025-12-25T20:34:42.244245] [INFO ] [sig       ] [3408/3552] Completed VWOB in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 49.8s
[2025-12-25T20:34:42.244294] [INFO ] [sig       ] [3409/3552] Forecasting VXUS...
[2025-12-25T20:34:42.244326] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-25T20:34:42.244355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-25T20:34:42.255028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-25T20:34:42.255364] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-25T20:34:42.256159] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-25T20:34:42.256213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:42.256303] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:42.256333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:42.256391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:42.314377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:42.315118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:42.315199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:42.315232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:42.437359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:42.437542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:42.437629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:42.437677] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:42.441249] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: DOWN (p=5.13%)
[2025-12-25T20:34:42.441533] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-25T20:34:42.441681] [INFO ] [sig       ] VXUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:42.580313] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VXUS.txt
[2025-12-25T20:34:42.580455] [INFO ] [sig       ] [3409/3552] Completed VXUS in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 49.4s
[2025-12-25T20:34:42.580495] [INFO ] [sig       ] [3410/3552] Forecasting VYMI...
[2025-12-25T20:34:42.580525] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-25T20:34:42.580555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-25T20:34:42.593137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-25T20:34:42.593747] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-25T20:34:42.594754] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-25T20:34:42.594814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:42.594851] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:42.594881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:42.594943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:42.658865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:42.660385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:42.660497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:42.660534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:42.786091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:42.786346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:42.786396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:42.786429] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:42.791058] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-12-25T20:34:42.791625] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-25T20:34:42.791844] [INFO ] [sig       ] VYMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:42.942871] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VYMI.txt
[2025-12-25T20:34:42.943113] [INFO ] [sig       ] [3410/3552] Completed VYMI in 0.4s | 2.89 sym/s | Total: 19.6m | ETA: 49.1s
[2025-12-25T20:34:42.943160] [INFO ] [sig       ] [3411/3552] Forecasting VYX...
[2025-12-25T20:34:42.943191] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-25T20:34:42.943259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-25T20:34:42.955539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-25T20:34:42.956066] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-25T20:34:42.956963] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-25T20:34:42.957016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:42.957049] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:42.957076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:42.957135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:43.014815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:43.015874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:43.015965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:43.015998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:43.139895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:43.140126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:43.140170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:43.140199] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:43.144011] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=58.15%)
[2025-12-25T20:34:43.144360] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-25T20:34:43.144498] [INFO ] [sig       ] VYX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:43.287521] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VYX.txt
[2025-12-25T20:34:43.287807] [INFO ] [sig       ] [3411/3552] Completed VYX in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 48.7s
[2025-12-25T20:34:43.287903] [INFO ] [sig       ] [3412/3552] Forecasting VZ...
[2025-12-25T20:34:43.287942] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-25T20:34:43.287979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-25T20:34:43.300953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-25T20:34:43.301528] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-25T20:34:43.302517] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-25T20:34:43.302600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:43.302638] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:43.302669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:43.302731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:43.364122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:43.365284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:43.365384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:43.365419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:43.502381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:43.502628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:43.502695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:43.502801] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:43.506913] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-12-25T20:34:43.507265] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-25T20:34:43.507433] [INFO ] [sig       ] VZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:43.655673] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VZ.txt
[2025-12-25T20:34:43.655894] [INFO ] [sig       ] [3412/3552] Completed VZ in 0.4s | 2.89 sym/s | Total: 19.6m | ETA: 48.4s
[2025-12-25T20:34:43.655971] [INFO ] [sig       ] [3413/3552] Forecasting WAB...
[2025-12-25T20:34:43.656002] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-25T20:34:43.656034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-25T20:34:43.668382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-25T20:34:43.668988] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-25T20:34:43.669997] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-25T20:34:43.670053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:43.670087] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:43.670114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:43.670175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:43.728457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:43.729593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:43.729695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:43.729728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:43.858963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:43.859201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:43.859250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:43.859306] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:43.863531] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-25T20:34:43.863960] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-25T20:34:43.864132] [INFO ] [sig       ] WAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:44.011453] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WAB.txt
[2025-12-25T20:34:44.011680] [INFO ] [sig       ] [3413/3552] Completed WAB in 0.4s | 2.89 sym/s | Total: 19.7m | ETA: 48.0s
[2025-12-25T20:34:44.011726] [INFO ] [sig       ] [3414/3552] Forecasting WABC...
[2025-12-25T20:34:44.011759] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-25T20:34:44.011790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-25T20:34:44.024098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-25T20:34:44.024588] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-25T20:34:44.025449] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-25T20:34:44.025503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:44.025536] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:44.025562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:44.025640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:44.082281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:44.083047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:44.083131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:44.083198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:44.201984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:44.202152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:44.202192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:44.202221] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:44.205841] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=86.89%)
[2025-12-25T20:34:44.206134] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-25T20:34:44.206265] [INFO ] [sig       ] WABC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:44.352182] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WABC.txt
[2025-12-25T20:34:44.352316] [INFO ] [sig       ] [3414/3552] Completed WABC in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 47.7s
[2025-12-25T20:34:44.352355] [INFO ] [sig       ] [3415/3552] Forecasting WAFD...
[2025-12-25T20:34:44.352384] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-25T20:34:44.352415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-25T20:34:44.366357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-25T20:34:44.367002] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-25T20:34:44.367971] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-25T20:34:44.368027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:44.368062] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:44.368090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:44.368152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:44.432309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:44.433705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:44.433811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:44.433847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:44.564875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:44.565119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:44.565163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:44.565191] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:44.569208] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-25T20:34:44.569600] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-25T20:34:44.569745] [INFO ] [sig       ] WAFD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:44.719115] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WAFD.txt
[2025-12-25T20:34:44.719542] [INFO ] [sig       ] [3415/3552] Completed WAFD in 0.4s | 2.89 sym/s | Total: 19.7m | ETA: 47.3s
[2025-12-25T20:34:44.719608] [INFO ] [sig       ] [3416/3552] Forecasting WAFDP...
[2025-12-25T20:34:44.719641] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-25T20:34:44.719708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-25T20:34:44.732426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-25T20:34:44.733019] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-25T20:34:44.733934] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-25T20:34:44.733992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:44.734032] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:44.734086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:44.734152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:44.798671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:44.800111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:44.800434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:44.800478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:44.911839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:44.911990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:44.912031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:44.912059] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:44.915464] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=17.91%)
[2025-12-25T20:34:44.915774] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-25T20:34:44.915901] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:45.052926] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WAFDP.txt
[2025-12-25T20:34:45.053068] [INFO ] [sig       ] [3416/3552] Completed WAFDP in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 47.0s
[2025-12-25T20:34:45.053108] [INFO ] [sig       ] [3417/3552] Forecasting WAL...
[2025-12-25T20:34:45.053138] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-25T20:34:45.053168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-25T20:34:45.063287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-25T20:34:45.063631] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-25T20:34:45.064375] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-25T20:34:45.064427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:45.064458] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:45.064485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:45.064542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:45.120749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:45.121365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:45.121444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:45.121475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:45.240707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:45.240844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:45.240883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:45.240912] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:45.244211] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=39.29%)
[2025-12-25T20:34:45.244486] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-25T20:34:45.244624] [INFO ] [sig       ] WAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:45.386403] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WAL.txt
[2025-12-25T20:34:45.386595] [INFO ] [sig       ] [3417/3552] Completed WAL in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 46.6s
[2025-12-25T20:34:45.386649] [INFO ] [sig       ] [3418/3552] Forecasting WALD...
[2025-12-25T20:34:45.386685] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-25T20:34:45.386741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-25T20:34:45.398942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-25T20:34:45.399440] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-25T20:34:45.400477] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-25T20:34:45.400532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:45.400565] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:45.400622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:45.400682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:45.458422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:45.459456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:45.459592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:45.459631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:45.576617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:45.576800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:45.576844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:45.576871] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:45.580378] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: DOWN (p=23.87%)
[2025-12-25T20:34:45.580677] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-25T20:34:45.580804] [INFO ] [sig       ] WALD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:45.721206] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WALD.txt
[2025-12-25T20:34:45.721379] [INFO ] [sig       ] [3418/3552] Completed WALD in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 46.3s
[2025-12-25T20:34:45.721420] [INFO ] [sig       ] [3419/3552] Forecasting WASH...
[2025-12-25T20:34:45.721482] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-25T20:34:45.721514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-25T20:34:45.732097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-25T20:34:45.732504] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-25T20:34:45.733292] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-25T20:34:45.733346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:45.733383] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:45.733411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:45.733468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:45.790172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:45.791037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:45.791178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:45.791212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:45.906608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:45.906772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:45.906811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:45.906840] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:45.910216] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: UP (p=72.17%)
[2025-12-25T20:34:45.910493] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-25T20:34:45.910636] [INFO ] [sig       ] WASH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:46.051139] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WASH.txt
[2025-12-25T20:34:46.051302] [INFO ] [sig       ] [3419/3552] Completed WASH in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 46.0s
[2025-12-25T20:34:46.051344] [INFO ] [sig       ] [3420/3552] Forecasting WAVE...
[2025-12-25T20:34:46.051375] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-25T20:34:46.051414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-25T20:34:46.061756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-25T20:34:46.062177] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-25T20:34:46.062973] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-25T20:34:46.063025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:46.063060] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:46.063086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:46.063143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:46.120221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:46.121074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:46.121158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:46.121192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:46.230104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:46.230269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:46.230331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:46.230361] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:46.234315] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=37.87%)
[2025-12-25T20:34:46.234652] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-25T20:34:46.234788] [INFO ] [sig       ] WAVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:46.379117] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WAVE.txt
[2025-12-25T20:34:46.379321] [INFO ] [sig       ] [3420/3552] Completed WAVE in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 45.6s
[2025-12-25T20:34:46.379368] [INFO ] [sig       ] [3421/3552] Forecasting WAY...
[2025-12-25T20:34:46.379400] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-25T20:34:46.379430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-25T20:34:46.391382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-25T20:34:46.391819] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-25T20:34:46.392606] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-25T20:34:46.392658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:46.392690] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:46.392716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:46.392773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:46.449387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:46.450263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:46.450348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:46.450381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:46.573258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:46.573420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:46.573461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:46.573491] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:46.576931] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=54.55%)
[2025-12-25T20:34:46.577220] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-25T20:34:46.577348] [INFO ] [sig       ] WAY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:46.716129] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WAY.txt
[2025-12-25T20:34:46.716297] [INFO ] [sig       ] [3421/3552] Completed WAY in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 45.3s
[2025-12-25T20:34:46.716337] [INFO ] [sig       ] [3422/3552] Forecasting WB...
[2025-12-25T20:34:46.716368] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-25T20:34:46.716398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-25T20:34:46.727145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-25T20:34:46.727542] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-25T20:34:46.728338] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-25T20:34:46.728391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:46.728423] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:46.728449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:46.728506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:46.785326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:46.786387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:46.786486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:46.786529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:46.913907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:46.914077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:46.914121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:46.914152] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:46.917670] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=60.60%)
[2025-12-25T20:34:46.917959] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-25T20:34:46.918096] [INFO ] [sig       ] WB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:47.061488] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WB.txt
[2025-12-25T20:34:47.061695] [INFO ] [sig       ] [3422/3552] Completed WB in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 44.9s
[2025-12-25T20:34:47.061737] [INFO ] [sig       ] [3423/3552] Forecasting WBD...
[2025-12-25T20:34:47.061768] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-25T20:34:47.061827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-25T20:34:47.075280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-25T20:34:47.075726] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-25T20:34:47.076525] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-25T20:34:47.076605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:47.076639] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:47.076666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:47.076724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:47.133602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:47.134497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:47.134593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:47.134627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:47.253905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:47.254051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:47.254091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:47.254123] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:47.257452] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: DOWN (p=23.59%)
[2025-12-25T20:34:47.257741] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-25T20:34:47.257864] [INFO ] [sig       ] WBD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:47.401505] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WBD.txt
[2025-12-25T20:34:47.401656] [INFO ] [sig       ] [3423/3552] Completed WBD in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 44.6s
[2025-12-25T20:34:47.401697] [INFO ] [sig       ] [3424/3552] Forecasting WBIY...
[2025-12-25T20:34:47.401725] [INFO ] [sig       ] Generating forecast for: WBIY
[2025-12-25T20:34:47.401755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2025-12-25T20:34:47.411165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2025-12-25T20:34:47.411440] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2025-12-25T20:34:47.412243] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2025-12-25T20:34:47.412296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:47.412329] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:47.412358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:47.412417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:47.471004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:47.471770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:47.471853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:47.471888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:47.570590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:47.570720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:47.570757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:47.570784] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:47.574078] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: UP (p=56.72%)
[2025-12-25T20:34:47.574383] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2025-12-25T20:34:47.574511] [INFO ] [sig       ] WBIY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:47.714331] [INFO ] [LOCAL     ] Saved forecast: WBIY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WBIY.txt
[2025-12-25T20:34:47.714482] [INFO ] [sig       ] [3424/3552] Completed WBIY in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 44.2s
[2025-12-25T20:34:47.714532] [INFO ] [sig       ] [3425/3552] Forecasting WBS...
[2025-12-25T20:34:47.714563] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-25T20:34:47.714631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-25T20:34:47.725131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-25T20:34:47.725444] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-25T20:34:47.726211] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-25T20:34:47.726262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:47.726294] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:47.726320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:47.726378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:47.786289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:47.787121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:47.787204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:47.787239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:47.919503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:47.919712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:47.919753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:47.919783] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:47.923164] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=73.21%)
[2025-12-25T20:34:47.923438] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-25T20:34:47.923558] [INFO ] [sig       ] WBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:48.062323] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WBS.txt
[2025-12-25T20:34:48.062475] [INFO ] [sig       ] [3425/3552] Completed WBS in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 43.9s
[2025-12-25T20:34:48.062516] [INFO ] [sig       ] [3426/3552] Forecasting WBTN...
[2025-12-25T20:34:48.062554] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-25T20:34:48.062601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-25T20:34:48.073260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-25T20:34:48.073648] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-25T20:34:48.074400] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-25T20:34:48.074454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:48.074552] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:48.074601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:48.074661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:48.132508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:48.133341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:48.133422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:48.133454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:48.256978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:48.257082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:48.257126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:48.257154] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:48.260901] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=80.45%)
[2025-12-25T20:34:48.261181] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-25T20:34:48.261324] [INFO ] [sig       ] WBTN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:48.403491] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WBTN.txt
[2025-12-25T20:34:48.403658] [INFO ] [sig       ] [3426/3552] Completed WBTN in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 43.5s
[2025-12-25T20:34:48.403700] [INFO ] [sig       ] [3427/3552] Forecasting WBX...
[2025-12-25T20:34:48.403731] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-25T20:34:48.403760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-25T20:34:48.413346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-25T20:34:48.413694] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-25T20:34:48.414454] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-25T20:34:48.414506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:48.414537] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:48.414563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:48.414640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:48.472387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:48.473210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:48.473293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:48.473328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:48.599754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:48.599881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:48.599920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:48.599948] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:48.603264] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-12-25T20:34:48.603537] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-25T20:34:48.603689] [INFO ] [sig       ] WBX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:48.746984] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WBX.txt
[2025-12-25T20:34:48.747136] [INFO ] [sig       ] [3427/3552] Completed WBX in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 43.2s
[2025-12-25T20:34:48.747177] [INFO ] [sig       ] [3428/3552] Forecasting WCC...
[2025-12-25T20:34:48.747205] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-25T20:34:48.747262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-25T20:34:48.757604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-25T20:34:48.757966] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-25T20:34:48.758817] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-25T20:34:48.758869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:48.758901] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:48.758928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:48.758985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:48.821964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:48.822897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:48.822984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:48.823019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:48.959600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:48.959787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:48.959838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:48.959869] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:48.963679] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-12-25T20:34:48.963991] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-25T20:34:48.964136] [INFO ] [sig       ] WCC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:49.116265] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WCC.txt
[2025-12-25T20:34:49.116440] [INFO ] [sig       ] [3428/3552] Completed WCC in 0.4s | 2.89 sym/s | Total: 19.7m | ETA: 42.8s
[2025-12-25T20:34:49.116482] [INFO ] [sig       ] [3429/3552] Forecasting WCLD...
[2025-12-25T20:34:49.116514] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-25T20:34:49.116590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-25T20:34:49.127313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-25T20:34:49.127716] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-25T20:34:49.128531] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-25T20:34:49.128624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:49.128660] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:49.128688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:49.128747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:49.191425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:49.192331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:49.192415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:49.192449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:49.317989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:49.318155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:49.318204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:49.318268] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:49.322056] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=7.81%)
[2025-12-25T20:34:49.322406] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-25T20:34:49.322545] [INFO ] [sig       ] WCLD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:49.471646] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WCLD.txt
[2025-12-25T20:34:49.471806] [INFO ] [sig       ] [3429/3552] Completed WCLD in 0.4s | 2.89 sym/s | Total: 19.7m | ETA: 42.5s
[2025-12-25T20:34:49.471850] [INFO ] [sig       ] [3430/3552] Forecasting WD...
[2025-12-25T20:34:49.471880] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-25T20:34:49.471912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-25T20:34:49.482437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-25T20:34:49.482869] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-25T20:34:49.483683] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-25T20:34:49.483738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:49.483780] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:49.483816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:49.483898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:49.546357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:49.547180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:49.547262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:49.547296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:49.676861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:49.677019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:49.677061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:49.677090] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:49.680782] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=85.19%)
[2025-12-25T20:34:49.681088] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-25T20:34:49.681217] [INFO ] [sig       ] WD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:49.833277] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WD.txt
[2025-12-25T20:34:49.833446] [INFO ] [sig       ] [3430/3552] Completed WD in 0.4s | 2.89 sym/s | Total: 19.8m | ETA: 42.2s
[2025-12-25T20:34:49.833509] [INFO ] [sig       ] [3431/3552] Forecasting WDAY...
[2025-12-25T20:34:49.833612] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-25T20:34:49.833651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-25T20:34:49.844173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-25T20:34:49.844593] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-25T20:34:49.845378] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-25T20:34:49.845431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:49.845463] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:49.845491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:49.845550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:49.902204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:49.903081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:49.903163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:49.903195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:50.025791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:50.025941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:50.025980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:50.026010] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:50.029413] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=72.07%)
[2025-12-25T20:34:50.029714] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-25T20:34:50.029843] [INFO ] [sig       ] WDAY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:50.175176] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WDAY.txt
[2025-12-25T20:34:50.175313] [INFO ] [sig       ] [3431/3552] Completed WDAY in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 41.8s
[2025-12-25T20:34:50.175351] [INFO ] [sig       ] [3432/3552] Forecasting WDC...
[2025-12-25T20:34:50.175380] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-25T20:34:50.175411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-25T20:34:50.185025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-25T20:34:50.185348] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-25T20:34:50.186124] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-25T20:34:50.186176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:50.186207] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:50.186234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:50.186291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:50.242515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:50.243166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:50.243246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:50.243278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:50.367129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:50.367303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:50.367345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:50.367373] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:50.371041] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-12-25T20:34:50.371330] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-25T20:34:50.371454] [INFO ] [sig       ] WDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:50.508180] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WDC.txt
[2025-12-25T20:34:50.508510] [INFO ] [sig       ] [3432/3552] Completed WDC in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 41.5s
[2025-12-25T20:34:50.508563] [INFO ] [sig       ] [3433/3552] Forecasting WDFC...
[2025-12-25T20:34:50.508612] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-25T20:34:50.508665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-25T20:34:50.518713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-25T20:34:50.519025] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-25T20:34:50.519860] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-25T20:34:50.519913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:50.519945] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:50.519971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:50.520027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:50.576934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:50.577589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:50.577666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:50.577698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:50.702850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:50.703000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:50.703040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:50.703070] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:50.706425] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=16.86%)
[2025-12-25T20:34:50.706722] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-25T20:34:50.706847] [INFO ] [sig       ] WDFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:50.848911] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WDFC.txt
[2025-12-25T20:34:50.849048] [INFO ] [sig       ] [3433/3552] Completed WDFC in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 41.1s
[2025-12-25T20:34:50.849091] [INFO ] [sig       ] [3434/3552] Forecasting WDH...
[2025-12-25T20:34:50.849134] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-25T20:34:50.849203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-25T20:34:50.860314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-25T20:34:50.860769] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-25T20:34:50.861619] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-25T20:34:50.861674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:50.861706] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:50.861733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:50.861791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:50.919908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:50.920823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:50.920910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:50.920943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:51.041085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:51.041242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:51.041282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:51.041311] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:51.044865] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2025-12-25T20:34:51.045221] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-25T20:34:51.045401] [INFO ] [sig       ] WDH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:51.193491] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WDH.txt
[2025-12-25T20:34:51.193661] [INFO ] [sig       ] [3434/3552] Completed WDH in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 40.8s
[2025-12-25T20:34:51.193705] [INFO ] [sig       ] [3435/3552] Forecasting WDI...
[2025-12-25T20:34:51.193736] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-25T20:34:51.193766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-25T20:34:51.204286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-25T20:34:51.204673] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-25T20:34:51.205490] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-25T20:34:51.205542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:51.205597] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:51.205630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:51.205688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:51.264378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:51.265185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:51.265271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:51.265306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:51.393171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:51.393352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:51.393404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:51.393447] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:51.397080] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=24.50%)
[2025-12-25T20:34:51.397369] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-25T20:34:51.397495] [INFO ] [sig       ] WDI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:51.551391] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WDI.txt
[2025-12-25T20:34:51.551547] [INFO ] [sig       ] [3435/3552] Completed WDI in 0.4s | 2.89 sym/s | Total: 19.8m | ETA: 40.4s
[2025-12-25T20:34:51.551608] [INFO ] [sig       ] [3436/3552] Forecasting WDS...
[2025-12-25T20:34:51.551643] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-25T20:34:51.551672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-25T20:34:51.562895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-25T20:34:51.563349] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-25T20:34:51.564237] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-25T20:34:51.564291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:51.564322] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:51.564350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:51.564409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:51.627688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:51.628595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:51.628712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:51.628746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:51.752678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:51.752830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:51.752888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:51.752919] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:51.756299] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=66.14%)
[2025-12-25T20:34:51.756601] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-25T20:34:51.756729] [INFO ] [sig       ] WDS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:51.895544] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WDS.txt
[2025-12-25T20:34:51.895713] [INFO ] [sig       ] [3436/3552] Completed WDS in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 40.1s
[2025-12-25T20:34:51.895753] [INFO ] [sig       ] [3437/3552] Forecasting WEA...
[2025-12-25T20:34:51.895784] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-25T20:34:51.895815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-25T20:34:51.905456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-25T20:34:51.905795] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-25T20:34:51.906547] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-25T20:34:51.906616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:51.906649] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:51.906675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:51.906733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:51.962110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:51.962773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:51.962851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:51.962882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:52.075165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:52.075316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:52.075357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:52.075385] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:52.078714] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=88.49%)
[2025-12-25T20:34:52.078990] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-25T20:34:52.079111] [INFO ] [sig       ] WEA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:52.216873] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WEA.txt
[2025-12-25T20:34:52.217020] [INFO ] [sig       ] [3437/3552] Completed WEA in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 39.7s
[2025-12-25T20:34:52.217060] [INFO ] [sig       ] [3438/3552] Forecasting WEC...
[2025-12-25T20:34:52.217089] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-25T20:34:52.217120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-25T20:34:52.226964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-25T20:34:52.227297] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-25T20:34:52.228078] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-25T20:34:52.228131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:52.228162] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:52.228190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:52.228249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:52.284480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:52.285250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:52.285346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:52.285379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:52.407293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:52.407447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:52.407487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:52.407516] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:52.410895] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-25T20:34:52.411170] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-25T20:34:52.411293] [INFO ] [sig       ] WEC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:52.549831] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WEC.txt
[2025-12-25T20:34:52.549994] [INFO ] [sig       ] [3438/3552] Completed WEC in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 39.4s
[2025-12-25T20:34:52.550036] [INFO ] [sig       ] [3439/3552] Forecasting WEN...
[2025-12-25T20:34:52.550065] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-25T20:34:52.550095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-25T20:34:52.560298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-25T20:34:52.560687] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-25T20:34:52.561471] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-25T20:34:52.561524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:52.561558] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:52.561614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:52.561690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:52.621221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:52.622093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:52.622179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:52.622212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:52.740975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:52.741131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:52.741171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:52.741204] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:52.744488] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=65.71%)
[2025-12-25T20:34:52.744780] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-25T20:34:52.744902] [INFO ] [sig       ] WEN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:52.884404] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WEN.txt
[2025-12-25T20:34:52.884588] [INFO ] [sig       ] [3439/3552] Completed WEN in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 39.0s
[2025-12-25T20:34:52.884631] [INFO ] [sig       ] [3440/3552] Forecasting WERN...
[2025-12-25T20:34:52.884662] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-25T20:34:52.884693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-25T20:34:52.894402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-25T20:34:52.894750] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-25T20:34:52.895505] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-25T20:34:52.895557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:52.895627] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:52.895657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:52.895715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:52.952214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:52.952906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:52.952987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:52.953022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:53.067927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:53.068092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:53.068130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:53.068159] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:53.071554] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=49.75%)
[2025-12-25T20:34:53.071866] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-25T20:34:53.071995] [INFO ] [sig       ] WERN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:53.209707] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WERN.txt
[2025-12-25T20:34:53.209880] [INFO ] [sig       ] [3440/3552] Completed WERN in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 38.7s
[2025-12-25T20:34:53.209923] [INFO ] [sig       ] [3441/3552] Forecasting WES...
[2025-12-25T20:34:53.209957] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-25T20:34:53.210034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-25T20:34:53.219887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-25T20:34:53.220254] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-25T20:34:53.221053] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-25T20:34:53.221107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:53.221139] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:53.221166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:53.221225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:53.277594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:53.278462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:53.278549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:53.278600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:53.397596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:53.397764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:53.397806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:53.397835] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:53.401371] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-12-25T20:34:53.401685] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-25T20:34:53.401819] [INFO ] [sig       ] WES: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:53.539667] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WES.txt
[2025-12-25T20:34:53.539809] [INFO ] [sig       ] [3441/3552] Completed WES in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 38.3s
[2025-12-25T20:34:53.539850] [INFO ] [sig       ] [3442/3552] Forecasting WEX...
[2025-12-25T20:34:53.539881] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-25T20:34:53.539912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-25T20:34:53.550646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-25T20:34:53.551003] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-25T20:34:53.551770] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-25T20:34:53.551823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:53.551856] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:53.551883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:53.551941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:53.609420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:53.610275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:53.610359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:53.610393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:53.733110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:53.733267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:53.733308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:53.733338] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:53.736820] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=79.91%)
[2025-12-25T20:34:53.737114] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-25T20:34:53.737239] [INFO ] [sig       ] WEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:53.875708] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WEX.txt
[2025-12-25T20:34:53.875843] [INFO ] [sig       ] [3442/3552] Completed WEX in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 38.0s
[2025-12-25T20:34:53.875883] [INFO ] [sig       ] [3443/3552] Forecasting WEYS...
[2025-12-25T20:34:53.875912] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-25T20:34:53.875941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-25T20:34:53.885157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-25T20:34:53.885518] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-25T20:34:53.886296] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-25T20:34:53.886347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:53.886406] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:53.886434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:53.886493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:53.943565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:53.944336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:53.944418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:53.944450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:54.049915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:54.050078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:54.050116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:54.050145] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:54.053482] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=48.35%)
[2025-12-25T20:34:54.053776] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-25T20:34:54.053902] [INFO ] [sig       ] WEYS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:54.195648] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WEYS.txt
[2025-12-25T20:34:54.195821] [INFO ] [sig       ] [3443/3552] Completed WEYS in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 37.7s
[2025-12-25T20:34:54.195864] [INFO ] [sig       ] [3444/3552] Forecasting WF...
[2025-12-25T20:34:54.195892] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-25T20:34:54.195928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-25T20:34:54.205550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-25T20:34:54.205894] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-25T20:34:54.206849] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-25T20:34:54.206900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:54.206931] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:54.206958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:54.207016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:54.265459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:54.266147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:54.266226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:54.266258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:54.389452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:54.389618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:54.389660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:54.389688] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:54.392979] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=33.00%)
[2025-12-25T20:34:54.393254] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-25T20:34:54.393373] [INFO ] [sig       ] WF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:54.531754] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WF.txt
[2025-12-25T20:34:54.531900] [INFO ] [sig       ] [3444/3552] Completed WF in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 37.3s
[2025-12-25T20:34:54.531940] [INFO ] [sig       ] [3445/3552] Forecasting WFC...
[2025-12-25T20:34:54.531969] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-25T20:34:54.532003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-25T20:34:54.542635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-25T20:34:54.542958] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-25T20:34:54.543738] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-25T20:34:54.543790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:54.543821] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:54.543847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:54.543905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:54.601682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:54.602540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:54.602643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:54.602679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:54.727686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:54.727842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:54.727881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:54.727909] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:54.731286] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: UP (p=74.78%)
[2025-12-25T20:34:54.731586] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-25T20:34:54.731715] [INFO ] [sig       ] WFC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:54.876164] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WFC.txt
[2025-12-25T20:34:54.876403] [INFO ] [sig       ] [3445/3552] Completed WFC in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 37.0s
[2025-12-25T20:34:54.876449] [INFO ] [sig       ] [3446/3552] Forecasting WFG...
[2025-12-25T20:34:54.876480] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-25T20:34:54.876510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-25T20:34:54.887771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-25T20:34:54.888129] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-25T20:34:54.889018] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-25T20:34:54.889070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:54.889101] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:54.889127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:54.889185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:54.946369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:54.947260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:54.947345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:54.947380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:55.071160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:55.071310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:55.071349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:55.071376] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:55.074867] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: DOWN (p=23.04%)
[2025-12-25T20:34:55.075143] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-25T20:34:55.075265] [INFO ] [sig       ] WFG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:55.215856] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WFG.txt
[2025-12-25T20:34:55.216004] [INFO ] [sig       ] [3446/3552] Completed WFG in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 36.6s
[2025-12-25T20:34:55.216043] [INFO ] [sig       ] [3447/3552] Forecasting WFRD...
[2025-12-25T20:34:55.216074] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-25T20:34:55.216103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-25T20:34:55.226398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-25T20:34:55.226742] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-25T20:34:55.227512] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-25T20:34:55.227565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:55.227619] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:55.227646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:55.227704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:55.283598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:55.284290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:55.284368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:55.284400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:55.400205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:55.400359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:55.400399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:55.400427] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:55.403995] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2025-12-25T20:34:55.404274] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-25T20:34:55.404394] [INFO ] [sig       ] WFRD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:55.543638] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WFRD.txt
[2025-12-25T20:34:55.543802] [INFO ] [sig       ] [3447/3552] Completed WFRD in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 36.3s
[2025-12-25T20:34:55.543848] [INFO ] [sig       ] [3448/3552] Forecasting WGMI...
[2025-12-25T20:34:55.543881] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-25T20:34:55.543913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-25T20:34:55.553957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-25T20:34:55.554324] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-25T20:34:55.555114] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-25T20:34:55.555169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:55.555202] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:55.555231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:55.555295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:55.613423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:55.614130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:55.614208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:55.614240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:55.735053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:55.735203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:55.735242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:55.735270] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:55.738596] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2025-12-25T20:34:55.738867] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-25T20:34:55.738985] [INFO ] [sig       ] WGMI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:55.883273] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WGMI.txt
[2025-12-25T20:34:55.883414] [INFO ] [sig       ] [3448/3552] Completed WGMI in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 35.9s
[2025-12-25T20:34:55.883477] [INFO ] [sig       ] [3449/3552] Forecasting WGO...
[2025-12-25T20:34:55.883508] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-25T20:34:55.883538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-25T20:34:55.893958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-25T20:34:55.894342] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-25T20:34:55.895142] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-25T20:34:55.895196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:55.895230] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:55.895258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:55.895318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:55.951799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:55.952716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:55.952800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:55.952833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:56.069082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:56.069242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:56.069295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:56.069323] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:56.072689] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-25T20:34:56.072969] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-25T20:34:56.073092] [INFO ] [sig       ] WGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:56.209368] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WGO.txt
[2025-12-25T20:34:56.209512] [INFO ] [sig       ] [3449/3552] Completed WGO in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 35.6s
[2025-12-25T20:34:56.209553] [INFO ] [sig       ] [3450/3552] Forecasting WGS...
[2025-12-25T20:34:56.209599] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-25T20:34:56.209630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-25T20:34:56.219834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-25T20:34:56.220197] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-25T20:34:56.220992] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-25T20:34:56.221045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:56.221077] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:56.221103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:56.221159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:56.276554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:56.277330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:56.277410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:56.277443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:56.400685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:56.400846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:56.400886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:56.400915] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:56.404225] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: UP (p=70.13%)
[2025-12-25T20:34:56.404503] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-25T20:34:56.404644] [INFO ] [sig       ] WGS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:56.545646] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WGS.txt
[2025-12-25T20:34:56.545823] [INFO ] [sig       ] [3450/3552] Completed WGS in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 35.2s
[2025-12-25T20:34:56.545864] [INFO ] [sig       ] [3451/3552] Forecasting WH...
[2025-12-25T20:34:56.545895] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-25T20:34:56.545955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-25T20:34:56.556310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-25T20:34:56.556754] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-25T20:34:56.557533] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-25T20:34:56.557616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:56.557650] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:56.557677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:56.557735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:56.612967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:56.613851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:56.613935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:56.613967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:56.731939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:56.732095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:56.732134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:56.732161] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:56.735484] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=53.08%)
[2025-12-25T20:34:56.735778] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-25T20:34:56.735902] [INFO ] [sig       ] WH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:56.871932] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WH.txt
[2025-12-25T20:34:56.872082] [INFO ] [sig       ] [3451/3552] Completed WH in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 34.9s
[2025-12-25T20:34:56.872124] [INFO ] [sig       ] [3452/3552] Forecasting WHD...
[2025-12-25T20:34:56.872157] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-25T20:34:56.872189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-25T20:34:56.882098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-25T20:34:56.882450] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-25T20:34:56.883213] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-25T20:34:56.883265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:56.883296] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:56.883322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:56.883385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:56.938619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:56.939446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:56.939525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:56.939558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:57.057511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:57.057685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:57.057726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:57.057754] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:57.061101] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-12-25T20:34:57.061385] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-25T20:34:57.061510] [INFO ] [sig       ] WHD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:57.197706] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WHD.txt
[2025-12-25T20:34:57.197858] [INFO ] [sig       ] [3452/3552] Completed WHD in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 34.5s
[2025-12-25T20:34:57.197898] [INFO ] [sig       ] [3453/3552] Forecasting WHF...
[2025-12-25T20:34:57.197928] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-25T20:34:57.197957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-25T20:34:57.208711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-25T20:34:57.209088] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-25T20:34:57.209911] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-25T20:34:57.209980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:57.210012] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:57.210039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:57.210096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:57.265850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:57.266673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:57.266754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:57.266819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:57.387621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:57.387799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:57.387843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:57.387874] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:57.392098] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=57.60%)
[2025-12-25T20:34:57.392556] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-25T20:34:57.392766] [INFO ] [sig       ] WHF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:57.536803] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WHF.txt
[2025-12-25T20:34:57.536967] [INFO ] [sig       ] [3453/3552] Completed WHF in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 34.2s
[2025-12-25T20:34:57.537010] [INFO ] [sig       ] [3454/3552] Forecasting WHG...
[2025-12-25T20:34:57.537040] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-25T20:34:57.537071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-25T20:34:57.547383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-25T20:34:57.547747] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-25T20:34:57.548496] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-25T20:34:57.548548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:57.548604] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:57.548633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:57.548691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:57.605055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:57.605817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:57.605898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:57.605932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:57.709037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:57.709190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:57.709230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:57.709274] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:57.712632] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=60.06%)
[2025-12-25T20:34:57.712905] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-25T20:34:57.713026] [INFO ] [sig       ] WHG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:57.851408] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WHG.txt
[2025-12-25T20:34:57.851543] [INFO ] [sig       ] [3454/3552] Completed WHG in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 33.9s
[2025-12-25T20:34:57.851597] [INFO ] [sig       ] [3455/3552] Forecasting WIA...
[2025-12-25T20:34:57.851630] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-25T20:34:57.851660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-25T20:34:57.861989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-25T20:34:57.862360] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-25T20:34:57.863151] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-25T20:34:57.863203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:57.863233] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:57.863258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:57.863314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:57.918701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:57.919505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:57.919606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:57.919641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:58.032281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:58.032441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:58.032480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:58.032509] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:58.035846] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: DOWN (p=23.74%)
[2025-12-25T20:34:58.036125] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-25T20:34:58.036247] [INFO ] [sig       ] WIA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:58.173310] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WIA.txt
[2025-12-25T20:34:58.173453] [INFO ] [sig       ] [3455/3552] Completed WIA in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 33.5s
[2025-12-25T20:34:58.173492] [INFO ] [sig       ] [3456/3552] Forecasting WIMI...
[2025-12-25T20:34:58.173522] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-25T20:34:58.173552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-25T20:34:58.187054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-25T20:34:58.187558] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-25T20:34:58.188600] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-25T20:34:58.188663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:58.188701] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:58.188735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:58.188813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:58.265450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:58.266548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:58.266676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:58.266718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:58.391190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:58.391386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:58.391437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:58.391466] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:58.394893] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=86.04%)
[2025-12-25T20:34:58.395170] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-25T20:34:58.395295] [INFO ] [sig       ] WIMI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:58.535340] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WIMI.txt
[2025-12-25T20:34:58.535532] [INFO ] [sig       ] [3456/3552] Completed WIMI in 0.4s | 2.90 sym/s | Total: 19.9m | ETA: 33.2s
[2025-12-25T20:34:58.535599] [INFO ] [sig       ] [3457/3552] Forecasting WINA...
[2025-12-25T20:34:58.535656] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-25T20:34:58.535690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-25T20:34:58.546095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-25T20:34:58.546476] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-25T20:34:58.547247] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-25T20:34:58.547300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:58.547332] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:58.547359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:58.547416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:58.602898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:58.603670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:58.603753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:58.603786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:58.721174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:58.721372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:58.721418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:58.721447] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:58.724851] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: DOWN (p=43.83%)
[2025-12-25T20:34:58.725124] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-25T20:34:58.725246] [INFO ] [sig       ] WINA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:58.862828] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WINA.txt
[2025-12-25T20:34:58.862969] [INFO ] [sig       ] [3457/3552] Completed WINA in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 32.8s
[2025-12-25T20:34:58.863008] [INFO ] [sig       ] [3458/3552] Forecasting WING...
[2025-12-25T20:34:58.863037] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-25T20:34:58.863067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-25T20:34:58.873227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-25T20:34:58.873609] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-25T20:34:58.874358] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-25T20:34:58.874410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:58.874446] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:58.874473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:58.874531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:58.929568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:58.930262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:58.930349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:58.930387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:59.051533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:59.051700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:59.051740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:59.051768] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:59.055351] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=67.36%)
[2025-12-25T20:34:59.055876] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-25T20:34:59.056017] [INFO ] [sig       ] WING: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:59.193894] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WING.txt
[2025-12-25T20:34:59.194036] [INFO ] [sig       ] [3458/3552] Completed WING in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 32.5s
[2025-12-25T20:34:59.194075] [INFO ] [sig       ] [3459/3552] Forecasting WINN...
[2025-12-25T20:34:59.194105] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-25T20:34:59.194136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-25T20:34:59.204192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-25T20:34:59.204552] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-25T20:34:59.205339] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-25T20:34:59.205393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:59.205428] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:59.205455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:59.205511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:59.260875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:59.261638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:59.261719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:59.261751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:59.383820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:59.383976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:59.384015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:59.384044] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:59.387327] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: UP (p=61.22%)
[2025-12-25T20:34:59.387620] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-25T20:34:59.387746] [INFO ] [sig       ] WINN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:34:59.525008] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WINN.txt
[2025-12-25T20:34:59.525169] [INFO ] [sig       ] [3459/3552] Completed WINN in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 32.1s
[2025-12-25T20:34:59.525210] [INFO ] [sig       ] [3460/3552] Forecasting WIX...
[2025-12-25T20:34:59.525272] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-25T20:34:59.525304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-25T20:34:59.535893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-25T20:34:59.536244] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-25T20:34:59.537012] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-25T20:34:59.537063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:59.537124] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:59.537152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:59.537210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:59.592408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:59.593145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:59.593225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:59.593257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:34:59.713713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:34:59.713894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:34:59.713951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:34:59.713981] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:34:59.717304] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2025-12-25T20:34:59.717599] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-25T20:34:59.717723] [INFO ] [sig       ] WIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:34:59.855079] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WIX.txt
[2025-12-25T20:34:59.855231] [INFO ] [sig       ] [3460/3552] Completed WIX in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 31.8s
[2025-12-25T20:34:59.855271] [INFO ] [sig       ] [3461/3552] Forecasting WK...
[2025-12-25T20:34:59.855301] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-25T20:34:59.855331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-25T20:34:59.865353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-25T20:34:59.865709] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-25T20:34:59.866452] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-25T20:34:59.866502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:34:59.866533] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:34:59.866559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:34:59.866643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:34:59.921612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:34:59.922332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:34:59.922413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:34:59.922445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:00.039360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:00.039515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:00.039555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:00.039605] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:00.042951] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-12-25T20:35:00.043224] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-25T20:35:00.043345] [INFO ] [sig       ] WK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:00.182315] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WK.txt
[2025-12-25T20:35:00.182455] [INFO ] [sig       ] [3461/3552] Completed WK in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 31.4s
[2025-12-25T20:35:00.182495] [INFO ] [sig       ] [3462/3552] Forecasting WKC...
[2025-12-25T20:35:00.182525] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-25T20:35:00.182554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-25T20:35:00.195518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-25T20:35:00.195945] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-25T20:35:00.196734] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-25T20:35:00.196786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:00.196817] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:00.196844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:00.196902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:00.252070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:00.252790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:00.252900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:00.252934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:00.371631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:00.371786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:00.371825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:00.371853] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:00.375269] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: DOWN (p=46.26%)
[2025-12-25T20:35:00.375558] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-25T20:35:00.375717] [INFO ] [sig       ] WKC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:00.537013] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WKC.txt
[2025-12-25T20:35:00.537229] [INFO ] [sig       ] [3462/3552] Completed WKC in 0.4s | 2.90 sym/s | Total: 19.9m | ETA: 31.1s
[2025-12-25T20:35:00.537318] [INFO ] [sig       ] [3463/3552] Forecasting WKEY...
[2025-12-25T20:35:00.537365] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-25T20:35:00.537410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-25T20:35:00.548174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-25T20:35:00.548634] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-25T20:35:00.549452] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-25T20:35:00.549504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:00.549535] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:00.549561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:00.549639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:00.606313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:00.607224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:00.607307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:00.607340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:00.724604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:00.724757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:00.724796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:00.724825] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:00.728268] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-25T20:35:00.728546] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-25T20:35:00.728690] [INFO ] [sig       ] WKEY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:00.867553] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WKEY.txt
[2025-12-25T20:35:00.867723] [INFO ] [sig       ] [3463/3552] Completed WKEY in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 30.7s
[2025-12-25T20:35:00.867764] [INFO ] [sig       ] [3464/3552] Forecasting WKSP...
[2025-12-25T20:35:00.867794] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-25T20:35:00.867824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-25T20:35:00.877821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-25T20:35:00.878145] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-25T20:35:00.878927] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-25T20:35:00.878981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:00.879028] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:00.879056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:00.879114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:00.935074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:00.935866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:00.935946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:00.935979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:01.052692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:01.052846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:01.052887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:01.052916] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:01.056240] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=75.10%)
[2025-12-25T20:35:01.056515] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-25T20:35:01.056655] [INFO ] [sig       ] WKSP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:01.195298] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WKSP.txt
[2025-12-25T20:35:01.195448] [INFO ] [sig       ] [3464/3552] Completed WKSP in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 30.4s
[2025-12-25T20:35:01.195488] [INFO ] [sig       ] [3465/3552] Forecasting WLDN...
[2025-12-25T20:35:01.195519] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-25T20:35:01.195548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-25T20:35:01.205349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-25T20:35:01.205709] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-25T20:35:01.206461] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-25T20:35:01.206512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:01.206544] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:01.206588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:01.206649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:01.264379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:01.265205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:01.265289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:01.265326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:01.388220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:01.388378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:01.388420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:01.388449] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:01.392349] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-25T20:35:01.392682] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-25T20:35:01.392819] [INFO ] [sig       ] WLDN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:01.537127] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WLDN.txt
[2025-12-25T20:35:01.537284] [INFO ] [sig       ] [3465/3552] Completed WLDN in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 30.0s
[2025-12-25T20:35:01.537325] [INFO ] [sig       ] [3466/3552] Forecasting WLDS...
[2025-12-25T20:35:01.537355] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-25T20:35:01.537385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-25T20:35:01.547801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-25T20:35:01.548177] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-25T20:35:01.548966] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-25T20:35:01.549019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:01.549050] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:01.549077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:01.549133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:01.616952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:01.618170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:01.618324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:01.618375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:01.748826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:01.748992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:01.749034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:01.749064] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:01.752767] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-25T20:35:01.753135] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-25T20:35:01.753278] [INFO ] [sig       ] WLDS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:01.904040] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WLDS.txt
[2025-12-25T20:35:01.904214] [INFO ] [sig       ] [3466/3552] Completed WLDS in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 29.7s
[2025-12-25T20:35:01.904257] [INFO ] [sig       ] [3467/3552] Forecasting WLFC...
[2025-12-25T20:35:01.904287] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-25T20:35:01.904348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-25T20:35:01.915838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-25T20:35:01.916262] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-25T20:35:01.917264] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-25T20:35:01.917322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:01.917353] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:01.917380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:01.917438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:01.976276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:01.977224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:01.977309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:01.977341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:02.096514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:02.096692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:02.096733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:02.096761] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:02.100160] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2025-12-25T20:35:02.100445] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-25T20:35:02.100570] [INFO ] [sig       ] WLFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:02.244942] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WLFC.txt
[2025-12-25T20:35:02.245121] [INFO ] [sig       ] [3467/3552] Completed WLFC in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 29.4s
[2025-12-25T20:35:02.245164] [INFO ] [sig       ] [3468/3552] Forecasting WLK...
[2025-12-25T20:35:02.245201] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-25T20:35:02.245231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-25T20:35:02.256299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-25T20:35:02.256737] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-25T20:35:02.257524] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-25T20:35:02.257603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:02.257638] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:02.257664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:02.257721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:02.315616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:02.316504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:02.316613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:02.316652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:02.442905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:02.443065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:02.443106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:02.443135] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:02.446631] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=28.96%)
[2025-12-25T20:35:02.446955] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-25T20:35:02.447092] [INFO ] [sig       ] WLK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:02.583925] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WLK.txt
[2025-12-25T20:35:02.584071] [INFO ] [sig       ] [3468/3552] Completed WLK in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 29.0s
[2025-12-25T20:35:02.584110] [INFO ] [sig       ] [3469/3552] Forecasting WLKP...
[2025-12-25T20:35:02.584141] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-25T20:35:02.584170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-25T20:35:02.594169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-25T20:35:02.594527] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-25T20:35:02.595317] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-25T20:35:02.595370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:02.595402] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:02.595430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:02.595489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:02.666727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:02.667599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:02.667684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:02.667718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:02.784788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:02.784973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:02.785035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:02.785080] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:02.789109] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=13.69%)
[2025-12-25T20:35:02.789541] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-25T20:35:02.789737] [INFO ] [sig       ] WLKP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:02.950066] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WLKP.txt
[2025-12-25T20:35:02.950230] [INFO ] [sig       ] [3469/3552] Completed WLKP in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 28.7s
[2025-12-25T20:35:02.950272] [INFO ] [sig       ] [3470/3552] Forecasting WMG...
[2025-12-25T20:35:02.950306] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-25T20:35:02.950390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-25T20:35:02.961426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-25T20:35:02.961859] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-25T20:35:02.962711] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-25T20:35:02.962770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:02.962807] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:02.962836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:02.962910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:03.027883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:03.028874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:03.028998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:03.029042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:03.168295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:03.168467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:03.168516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:03.168545] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:03.172459] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-12-25T20:35:03.172811] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-25T20:35:03.172970] [INFO ] [sig       ] WMG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:03.321247] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WMG.txt
[2025-12-25T20:35:03.321467] [INFO ] [sig       ] [3470/3552] Completed WMG in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 28.3s
[2025-12-25T20:35:03.321589] [INFO ] [sig       ] [3471/3552] Forecasting WMK...
[2025-12-25T20:35:03.321638] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-25T20:35:03.321682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-25T20:35:03.332110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-25T20:35:03.332488] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-25T20:35:03.333305] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-25T20:35:03.333360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:03.333393] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:03.333422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:03.333481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:03.397784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:03.398739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:03.398836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:03.398872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:03.526305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:03.526474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:03.526524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:03.526600] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:03.530136] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-25T20:35:03.530443] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-25T20:35:03.530596] [INFO ] [sig       ] WMK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:03.687478] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WMK.txt
[2025-12-25T20:35:03.687664] [INFO ] [sig       ] [3471/3552] Completed WMK in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 28.0s
[2025-12-25T20:35:03.687709] [INFO ] [sig       ] [3472/3552] Forecasting WMS...
[2025-12-25T20:35:03.687771] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-25T20:35:03.687803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-25T20:35:03.698316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-25T20:35:03.698718] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-25T20:35:03.699502] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-25T20:35:03.699554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:03.699604] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:03.699632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:03.699689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:03.756193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:03.757054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:03.757137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:03.757168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:03.876783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:03.876915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:03.876952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:03.876980] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:03.880243] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-25T20:35:03.880511] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-25T20:35:03.880650] [INFO ] [sig       ] WMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:04.018066] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WMS.txt
[2025-12-25T20:35:04.018183] [INFO ] [sig       ] [3472/3552] Completed WMS in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 27.6s
[2025-12-25T20:35:04.018221] [INFO ] [sig       ] [3473/3552] Forecasting WNC...
[2025-12-25T20:35:04.018251] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-25T20:35:04.018280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-25T20:35:04.028307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-25T20:35:04.028639] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-25T20:35:04.029417] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-25T20:35:04.029470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:04.029506] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:04.029532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:04.029611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:04.085764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:04.086343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:04.086420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:04.086451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:04.205317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:04.205450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:04.205490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:04.205523] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:04.208799] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2025-12-25T20:35:04.209068] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-25T20:35:04.209191] [INFO ] [sig       ] WNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:04.348894] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WNC.txt
[2025-12-25T20:35:04.349044] [INFO ] [sig       ] [3473/3552] Completed WNC in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 27.3s
[2025-12-25T20:35:04.349084] [INFO ] [sig       ] [3474/3552] Forecasting WNEB...
[2025-12-25T20:35:04.349115] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-25T20:35:04.349168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-25T20:35:04.359851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-25T20:35:04.360288] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-25T20:35:04.361177] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-25T20:35:04.361233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:04.361267] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:04.361294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:04.361352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:04.421523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:04.422455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:04.422560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:04.422627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:04.546963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:04.547125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:04.547167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:04.547197] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:04.550692] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=72.69%)
[2025-12-25T20:35:04.550980] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-25T20:35:04.551106] [INFO ] [sig       ] WNEB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:04.699397] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WNEB.txt
[2025-12-25T20:35:04.700069] [INFO ] [sig       ] [3474/3552] Completed WNEB in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 26.9s
[2025-12-25T20:35:04.700119] [INFO ] [sig       ] [3475/3552] Forecasting WOOD...
[2025-12-25T20:35:04.700151] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-25T20:35:04.700181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-25T20:35:04.709880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-25T20:35:04.710240] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-25T20:35:04.711071] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-25T20:35:04.711125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:04.711157] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:04.711184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:04.711257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:04.768081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:04.768955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:04.769036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:04.769069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:04.872876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:04.873033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:04.873073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:04.873102] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:04.876548] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: DOWN (p=16.32%)
[2025-12-25T20:35:04.876853] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-25T20:35:04.876982] [INFO ] [sig       ] WOOD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:05.017400] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WOOD.txt
[2025-12-25T20:35:05.017561] [INFO ] [sig       ] [3475/3552] Completed WOOD in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 26.6s
[2025-12-25T20:35:05.017619] [INFO ] [sig       ] [3476/3552] Forecasting WOOF...
[2025-12-25T20:35:05.017650] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-25T20:35:05.017679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-25T20:35:05.027600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-25T20:35:05.027911] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-25T20:35:05.028734] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-25T20:35:05.028787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:05.028820] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:05.028847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:05.028905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:05.087999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:05.088801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:05.088885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:05.088918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:05.208431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:05.208610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:05.208651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:05.208681] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:05.212079] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-25T20:35:05.212366] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-25T20:35:05.212498] [INFO ] [sig       ] WOOF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:05.352775] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WOOF.txt
[2025-12-25T20:35:05.352942] [INFO ] [sig       ] [3476/3552] Completed WOOF in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 26.2s
[2025-12-25T20:35:05.352983] [INFO ] [sig       ] [3477/3552] Forecasting WPC...
[2025-12-25T20:35:05.353014] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-25T20:35:05.353076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-25T20:35:05.363628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-25T20:35:05.364027] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-25T20:35:05.364839] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-25T20:35:05.364907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:05.364966] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:05.364995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:05.365054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:05.423526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:05.424456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:05.424545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:05.424598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:05.553821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:05.553978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:05.554018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:05.554046] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:05.557432] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2025-12-25T20:35:05.557744] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-25T20:35:05.557871] [INFO ] [sig       ] WPC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:05.703196] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WPC.txt
[2025-12-25T20:35:05.703380] [INFO ] [sig       ] [3477/3552] Completed WPC in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 25.9s
[2025-12-25T20:35:05.703426] [INFO ] [sig       ] [3478/3552] Forecasting WPP...
[2025-12-25T20:35:05.703457] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-25T20:35:05.703520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-25T20:35:05.714145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-25T20:35:05.714621] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-25T20:35:05.715496] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-25T20:35:05.715553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:05.715631] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:05.715665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:05.715727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:05.774107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:05.774967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:05.775051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:05.775085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:05.898133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:05.898314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:05.898355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:05.898383] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:05.901871] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=86.42%)
[2025-12-25T20:35:05.902178] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-25T20:35:05.902308] [INFO ] [sig       ] WPP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:06.042625] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WPP.txt
[2025-12-25T20:35:06.042803] [INFO ] [sig       ] [3478/3552] Completed WPP in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 25.6s
[2025-12-25T20:35:06.042852] [INFO ] [sig       ] [3479/3552] Forecasting WRAP...
[2025-12-25T20:35:06.042883] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-25T20:35:06.042950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-25T20:35:06.053429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-25T20:35:06.053807] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-25T20:35:06.054653] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-25T20:35:06.054709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:06.054742] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:06.054771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:06.054829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:06.111067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:06.111864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:06.111947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:06.111980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:06.233707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:06.233861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:06.233901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:06.233931] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:06.237482] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: UP (p=65.13%)
[2025-12-25T20:35:06.237799] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-25T20:35:06.237930] [INFO ] [sig       ] WRAP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:06.377913] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WRAP.txt
[2025-12-25T20:35:06.378061] [INFO ] [sig       ] [3479/3552] Completed WRAP in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 25.2s
[2025-12-25T20:35:06.378101] [INFO ] [sig       ] [3480/3552] Forecasting WRB...
[2025-12-25T20:35:06.378132] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-25T20:35:06.378163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-25T20:35:06.390454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-25T20:35:06.390886] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-25T20:35:06.391833] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-25T20:35:06.391894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:06.391935] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:06.391971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:06.392047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:06.461133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:06.462026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:06.462115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:06.462150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:06.585935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:06.586087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:06.586128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:06.586189] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:06.589565] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2025-12-25T20:35:06.589872] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-25T20:35:06.590001] [INFO ] [sig       ] WRB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:06.732621] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WRB.txt
[2025-12-25T20:35:06.732767] [INFO ] [sig       ] [3480/3552] Completed WRB in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 24.9s
[2025-12-25T20:35:06.732807] [INFO ] [sig       ] [3481/3552] Forecasting WRBY...
[2025-12-25T20:35:06.732837] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-25T20:35:06.732867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-25T20:35:06.742804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-25T20:35:06.743105] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-25T20:35:06.743874] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-25T20:35:06.743926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:06.743957] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:06.743984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:06.744041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:06.801132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:06.801805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:06.801883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:06.801915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:06.923759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:06.923915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:06.923955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:06.923983] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:06.927265] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-12-25T20:35:06.927535] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-25T20:35:06.927681] [INFO ] [sig       ] WRBY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:07.066864] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WRBY.txt
[2025-12-25T20:35:07.067024] [INFO ] [sig       ] [3481/3552] Completed WRBY in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 24.5s
[2025-12-25T20:35:07.067064] [INFO ] [sig       ] [3482/3552] Forecasting WRLD...
[2025-12-25T20:35:07.067095] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-25T20:35:07.067124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-25T20:35:07.076673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-25T20:35:07.076987] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-25T20:35:07.077761] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-25T20:35:07.077813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:07.077843] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:07.077869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:07.077926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:07.133860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:07.134472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:07.134548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:07.134599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:07.252970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:07.253121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:07.253160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:07.253190] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:07.256519] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-12-25T20:35:07.256824] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-25T20:35:07.256944] [INFO ] [sig       ] WRLD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:07.394852] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WRLD.txt
[2025-12-25T20:35:07.394997] [INFO ] [sig       ] [3482/3552] Completed WRLD in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 24.2s
[2025-12-25T20:35:07.395038] [INFO ] [sig       ] [3483/3552] Forecasting WSBC...
[2025-12-25T20:35:07.395092] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-25T20:35:07.395144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-25T20:35:07.405034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-25T20:35:07.405337] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-25T20:35:07.406128] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-25T20:35:07.406181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:07.406212] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:07.406239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:07.406297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:07.462810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:07.463541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:07.463647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:07.463680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:07.584647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:07.584792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:07.584833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:07.584862] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:07.588298] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=45.62%)
[2025-12-25T20:35:07.588613] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-25T20:35:07.588740] [INFO ] [sig       ] WSBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:07.726495] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WSBC.txt
[2025-12-25T20:35:07.726662] [INFO ] [sig       ] [3483/3552] Completed WSBC in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 23.8s
[2025-12-25T20:35:07.726704] [INFO ] [sig       ] [3484/3552] Forecasting WSBF...
[2025-12-25T20:35:07.726736] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-25T20:35:07.726793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-25T20:35:07.737558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-25T20:35:07.737936] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-25T20:35:07.738911] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-25T20:35:07.738976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:07.739022] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:07.739061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:07.739144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:07.807322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:07.808232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:07.808319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:07.808353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:07.932711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:07.932902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:07.932945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:07.932980] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:07.936610] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-25T20:35:07.936900] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-25T20:35:07.937029] [INFO ] [sig       ] WSBF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:08.080018] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WSBF.txt
[2025-12-25T20:35:08.080187] [INFO ] [sig       ] [3484/3552] Completed WSBF in 0.4s | 2.90 sym/s | Total: 20.1m | ETA: 23.5s
[2025-12-25T20:35:08.080234] [INFO ] [sig       ] [3485/3552] Forecasting WSC...
[2025-12-25T20:35:08.080269] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-25T20:35:08.080334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-25T20:35:08.090598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-25T20:35:08.090954] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-25T20:35:08.091802] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-25T20:35:08.091855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:08.091887] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:08.091915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:08.091974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:08.151034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:08.151794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:08.151875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:08.151909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:08.281239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:08.281388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:08.281429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:08.281458] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:08.284933] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=21.50%)
[2025-12-25T20:35:08.285226] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-25T20:35:08.285359] [INFO ] [sig       ] WSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:08.428984] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WSC.txt
[2025-12-25T20:35:08.429150] [INFO ] [sig       ] [3485/3552] Completed WSC in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 23.1s
[2025-12-25T20:35:08.429196] [INFO ] [sig       ] [3486/3552] Forecasting WSFS...
[2025-12-25T20:35:08.429232] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-25T20:35:08.429309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-25T20:35:08.439640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-25T20:35:08.440008] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-25T20:35:08.440854] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-25T20:35:08.440907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:08.440939] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:08.440966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:08.441023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:08.499142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:08.499971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:08.500055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:08.500088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:08.615908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:08.616082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:08.616123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:08.616152] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:08.619701] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=45.12%)
[2025-12-25T20:35:08.619984] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-25T20:35:08.620113] [INFO ] [sig       ] WSFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:08.763268] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WSFS.txt
[2025-12-25T20:35:08.763446] [INFO ] [sig       ] [3486/3552] Completed WSFS in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 22.8s
[2025-12-25T20:35:08.763492] [INFO ] [sig       ] [3487/3552] Forecasting WSM...
[2025-12-25T20:35:08.763523] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-25T20:35:08.763553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-25T20:35:08.775625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-25T20:35:08.776043] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-25T20:35:08.776895] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-25T20:35:08.776949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:08.776981] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:08.777009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:08.777068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:08.843663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:08.844703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:08.844858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:08.844914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:08.981537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:08.981929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:08.981977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:08.982006] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:08.986128] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-12-25T20:35:08.986471] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-25T20:35:08.986669] [INFO ] [sig       ] WSM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:09.168482] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WSM.txt
[2025-12-25T20:35:09.168777] [INFO ] [sig       ] [3487/3552] Completed WSM in 0.4s | 2.90 sym/s | Total: 20.1m | ETA: 22.5s
[2025-12-25T20:35:09.168846] [INFO ] [sig       ] [3488/3552] Forecasting WSO...
[2025-12-25T20:35:09.168902] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-25T20:35:09.168951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-25T20:35:09.182697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-25T20:35:09.183145] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-25T20:35:09.184100] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-25T20:35:09.184178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:09.184215] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:09.184245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:09.184314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:09.270622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:09.271840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:09.271967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:09.272023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:09.425079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:09.425251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:09.425292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:09.425322] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:09.429164] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=50.86%)
[2025-12-25T20:35:09.429603] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-25T20:35:09.429789] [INFO ] [sig       ] WSO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:09.594940] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WSO.txt
[2025-12-25T20:35:09.595146] [INFO ] [sig       ] [3488/3552] Completed WSO in 0.4s | 2.90 sym/s | Total: 20.1m | ETA: 22.1s
[2025-12-25T20:35:09.595230] [INFO ] [sig       ] [3489/3552] Forecasting WTBA...
[2025-12-25T20:35:09.595293] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-25T20:35:09.595337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-25T20:35:09.610190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-25T20:35:09.610750] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-25T20:35:09.611971] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-25T20:35:09.612042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:09.612093] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:09.612140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:09.612237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:09.686543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:09.687793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:09.687913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:09.687969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:09.854548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:09.854770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:09.854836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:09.854889] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:09.860328] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=38.87%)
[2025-12-25T20:35:09.860899] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-25T20:35:09.861105] [INFO ] [sig       ] WTBA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:10.030758] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WTBA.txt
[2025-12-25T20:35:10.030963] [INFO ] [sig       ] [3489/3552] Completed WTBA in 0.4s | 2.89 sym/s | Total: 20.1m | ETA: 21.8s
[2025-12-25T20:35:10.031021] [INFO ] [sig       ] [3490/3552] Forecasting WTFC...
[2025-12-25T20:35:10.031055] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-25T20:35:10.031085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-25T20:35:10.043275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-25T20:35:10.043733] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-25T20:35:10.044616] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-25T20:35:10.044681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:10.044715] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:10.044743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:10.044800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:10.101554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:10.102525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:10.102653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:10.102701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:10.267592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:10.267764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:10.267816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:10.267860] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:10.272326] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: UP (p=60.48%)
[2025-12-25T20:35:10.272773] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-25T20:35:10.272959] [INFO ] [sig       ] WTFC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:10.446676] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WTFC.txt
[2025-12-25T20:35:10.446889] [INFO ] [sig       ] [3490/3552] Completed WTFC in 0.4s | 2.89 sym/s | Total: 20.1m | ETA: 21.4s
[2025-12-25T20:35:10.446959] [INFO ] [sig       ] [3491/3552] Forecasting WTI...
[2025-12-25T20:35:10.446992] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-25T20:35:10.447021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-25T20:35:10.458513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-25T20:35:10.459150] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-25T20:35:10.460246] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-25T20:35:10.460298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:10.460330] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:10.460357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:10.460414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:10.516428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:10.517303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:10.517386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:10.517419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:10.632168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:10.632323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:10.632361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:10.632389] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:10.635725] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=87.23%)
[2025-12-25T20:35:10.635995] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-25T20:35:10.636115] [INFO ] [sig       ] WTI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:10.773631] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WTI.txt
[2025-12-25T20:35:10.773760] [INFO ] [sig       ] [3491/3552] Completed WTI in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 21.1s
[2025-12-25T20:35:10.773806] [INFO ] [sig       ] [3492/3552] Forecasting WTRG...
[2025-12-25T20:35:10.773836] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-25T20:35:10.773866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-25T20:35:10.783673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-25T20:35:10.783964] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-25T20:35:10.784728] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-25T20:35:10.784780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:10.784811] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:10.784838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:10.784896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:10.844601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:10.845356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:10.845442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:10.845476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:10.960543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:10.960704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:10.960743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:10.960771] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:10.964082] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=93.82%)
[2025-12-25T20:35:10.964357] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-25T20:35:10.964478] [INFO ] [sig       ] WTRG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:11.102781] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WTRG.txt
[2025-12-25T20:35:11.102918] [INFO ] [sig       ] [3492/3552] Completed WTRG in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 20.7s
[2025-12-25T20:35:11.102957] [INFO ] [sig       ] [3493/3552] Forecasting WTS...
[2025-12-25T20:35:11.102986] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-25T20:35:11.103015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-25T20:35:11.112969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-25T20:35:11.113286] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-25T20:35:11.114054] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-25T20:35:11.114105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:11.114138] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:11.114165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:11.114222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:11.170034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:11.170926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:11.171013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:11.171047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:11.291233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:11.291390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:11.291428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:11.291457] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:11.294797] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=27.79%)
[2025-12-25T20:35:11.295071] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-25T20:35:11.295213] [INFO ] [sig       ] WTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:11.433254] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WTS.txt
[2025-12-25T20:35:11.433425] [INFO ] [sig       ] [3493/3552] Completed WTS in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 20.4s
[2025-12-25T20:35:11.433465] [INFO ] [sig       ] [3494/3552] Forecasting WULF...
[2025-12-25T20:35:11.433495] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-25T20:35:11.433526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-25T20:35:11.447910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-25T20:35:11.448396] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-25T20:35:11.449497] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-25T20:35:11.449565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:11.449666] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:11.449705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:11.449793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:11.508677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:11.509565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:11.509673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:11.509707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:11.628389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:11.628547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:11.628606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:11.628638] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:11.632084] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2025-12-25T20:35:11.632383] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-25T20:35:11.632511] [INFO ] [sig       ] WULF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:11.771828] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WULF.txt
[2025-12-25T20:35:11.772003] [INFO ] [sig       ] [3494/3552] Completed WULF in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 20.0s
[2025-12-25T20:35:11.772047] [INFO ] [sig       ] [3495/3552] Forecasting WVE...
[2025-12-25T20:35:11.772077] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-25T20:35:11.772141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-25T20:35:11.782758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-25T20:35:11.783095] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-25T20:35:11.783891] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-25T20:35:11.783943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:11.783974] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:11.784000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:11.784057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:11.842251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:11.842955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:11.843033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:11.843065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:11.966439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:11.966610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:11.966669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:11.966699] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:11.970621] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=29.14%)
[2025-12-25T20:35:11.971088] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-25T20:35:11.971210] [INFO ] [sig       ] WVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:12.111199] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WVE.txt
[2025-12-25T20:35:12.111344] [INFO ] [sig       ] [3495/3552] Completed WVE in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 19.7s
[2025-12-25T20:35:12.111418] [INFO ] [sig       ] [3496/3552] Forecasting WWD...
[2025-12-25T20:35:12.111451] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-25T20:35:12.111483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-25T20:35:12.123040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-25T20:35:12.123446] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-25T20:35:12.124250] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-25T20:35:12.124304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:12.124336] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:12.124362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:12.124420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:12.182042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:12.182924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:12.183008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:12.183042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:12.302091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:12.302249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:12.302287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:12.302315] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:12.305651] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=34.79%)
[2025-12-25T20:35:12.305934] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-25T20:35:12.306061] [INFO ] [sig       ] WWD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:12.442612] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WWD.txt
[2025-12-25T20:35:12.442754] [INFO ] [sig       ] [3496/3552] Completed WWD in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 19.3s
[2025-12-25T20:35:12.442793] [INFO ] [sig       ] [3497/3552] Forecasting WY...
[2025-12-25T20:35:12.442822] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-25T20:35:12.442852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-25T20:35:12.452486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-25T20:35:12.452925] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-25T20:35:12.453738] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-25T20:35:12.453794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:12.453825] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:12.453852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:12.453909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:12.510851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:12.511782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:12.511891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:12.511925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:12.627438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:12.627626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:12.627668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:12.627726] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:12.631282] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-12-25T20:35:12.631665] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-25T20:35:12.631805] [INFO ] [sig       ] WY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:12.787257] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WY.txt
[2025-12-25T20:35:12.787426] [INFO ] [sig       ] [3497/3552] Completed WY in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 19.0s
[2025-12-25T20:35:12.787466] [INFO ] [sig       ] [3498/3552] Forecasting WYNN...
[2025-12-25T20:35:12.787496] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-25T20:35:12.787527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-25T20:35:12.798621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-25T20:35:12.799010] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-25T20:35:12.799834] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-25T20:35:12.799887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:12.799919] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:12.799945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:12.800003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:12.856361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:12.857260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:12.857343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:12.857375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:12.978459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:12.978633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:12.978675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:12.978707] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:12.982035] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-12-25T20:35:12.982307] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-25T20:35:12.982426] [INFO ] [sig       ] WYNN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:13.120999] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WYNN.txt
[2025-12-25T20:35:13.121173] [INFO ] [sig       ] [3498/3552] Completed WYNN in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 18.7s
[2025-12-25T20:35:13.121216] [INFO ] [sig       ] [3499/3552] Forecasting XBIL...
[2025-12-25T20:35:13.121246] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-25T20:35:13.121278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-25T20:35:13.131802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-25T20:35:13.132204] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-25T20:35:13.133030] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-25T20:35:13.133083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:13.133130] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:13.133157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:13.133214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:13.188938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:13.189794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:13.189876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:13.189908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:13.283146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:13.283317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:13.283355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:13.283383] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:13.286993] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=93.67%)
[2025-12-25T20:35:13.287356] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-25T20:35:13.287494] [INFO ] [sig       ] XBIL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:13.426552] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/XBIL.txt
[2025-12-25T20:35:13.426731] [INFO ] [sig       ] [3499/3552] Completed XBIL in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 18.3s
[2025-12-25T20:35:13.426770] [INFO ] [sig       ] [3500/3552] Forecasting XEL...
[2025-12-25T20:35:13.426799] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-25T20:35:13.426831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-25T20:35:13.436629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-25T20:35:13.436921] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-25T20:35:13.437682] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-25T20:35:13.437733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:13.437764] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:13.437790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:13.437847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:13.494284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:13.495131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:13.495214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:13.495246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:13.614282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:13.614431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:13.614469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:13.614497] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:13.617793] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-25T20:35:13.618066] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-25T20:35:13.618185] [INFO ] [sig       ] XEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:13.755160] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XEL.txt
[2025-12-25T20:35:13.755278] [INFO ] [sig       ] [3500/3552] Completed XEL in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 18.0s
[2025-12-25T20:35:13.755317] [INFO ] [sig       ] [3501/3552] Forecasting XENE...
[2025-12-25T20:35:13.755368] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-25T20:35:13.755399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-25T20:35:13.765071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-25T20:35:13.765373] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-25T20:35:13.766150] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-25T20:35:13.766202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:13.766234] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:13.766260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:13.766317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:13.822736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:13.823331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:13.823408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:13.823439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:13.937062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:13.937208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:13.937246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:13.937274] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:13.940565] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-25T20:35:13.940853] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-25T20:35:13.940972] [INFO ] [sig       ] XENE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:14.078851] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XENE.txt
[2025-12-25T20:35:14.078960] [INFO ] [sig       ] [3501/3552] Completed XENE in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 17.6s
[2025-12-25T20:35:14.078998] [INFO ] [sig       ] [3502/3552] Forecasting XERS...
[2025-12-25T20:35:14.079026] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-25T20:35:14.079056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-25T20:35:14.090378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-25T20:35:14.090791] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-25T20:35:14.091607] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-25T20:35:14.091668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:14.091711] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:14.091746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:14.091817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:14.152201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:14.153079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:14.153164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:14.153199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:14.278935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:14.279088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:14.279128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:14.279158] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:14.282647] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-12-25T20:35:14.282946] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-25T20:35:14.283079] [INFO ] [sig       ] XERS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:14.427642] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XERS.txt
[2025-12-25T20:35:14.427787] [INFO ] [sig       ] [3502/3552] Completed XERS in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 17.3s
[2025-12-25T20:35:14.427827] [INFO ] [sig       ] [3503/3552] Forecasting XGN...
[2025-12-25T20:35:14.427863] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-25T20:35:14.427894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-25T20:35:14.437639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-25T20:35:14.437975] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-25T20:35:14.438772] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-25T20:35:14.438825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:14.438859] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:14.438887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:14.438947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:14.495634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:14.496299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:14.496378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:14.496410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:14.613783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:14.613942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:14.613982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:14.614010] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:14.617388] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=12.38%)
[2025-12-25T20:35:14.617717] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-25T20:35:14.617849] [INFO ] [sig       ] XGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:14.756627] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XGN.txt
[2025-12-25T20:35:14.756767] [INFO ] [sig       ] [3503/3552] Completed XGN in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 16.9s
[2025-12-25T20:35:14.756806] [INFO ] [sig       ] [3504/3552] Forecasting XOM...
[2025-12-25T20:35:14.756835] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-25T20:35:14.756865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-25T20:35:14.767446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-25T20:35:14.767762] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-25T20:35:14.768527] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-25T20:35:14.768596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:14.768630] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:14.768658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:14.768716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:14.824108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:14.824728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:14.824830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:14.824863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:14.945676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:14.945815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:14.945854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:14.945882] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:14.949164] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-12-25T20:35:14.949458] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-25T20:35:14.949598] [INFO ] [sig       ] XOM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:15.085870] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XOM.txt
[2025-12-25T20:35:15.085984] [INFO ] [sig       ] [3504/3552] Completed XOM in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 16.6s
[2025-12-25T20:35:15.086023] [INFO ] [sig       ] [3505/3552] Forecasting XOMA...
[2025-12-25T20:35:15.086057] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-25T20:35:15.086092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-25T20:35:15.095810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-25T20:35:15.096096] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-25T20:35:15.096880] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-25T20:35:15.096931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:15.096963] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:15.096989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:15.097047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:15.153375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:15.153982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:15.154058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:15.154091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:15.270862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:15.271011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:15.271050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:15.271078] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:15.274389] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2025-12-25T20:35:15.274679] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-25T20:35:15.274801] [INFO ] [sig       ] XOMA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:15.414023] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/XOMA.txt
[2025-12-25T20:35:15.414161] [INFO ] [sig       ] [3505/3552] Completed XOMA in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 16.2s
[2025-12-25T20:35:15.414205] [INFO ] [sig       ] [3506/3552] Forecasting XOS...
[2025-12-25T20:35:15.414235] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-25T20:35:15.414266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-25T20:35:15.423747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-25T20:35:15.424030] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-25T20:35:15.424807] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-25T20:35:15.424858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:15.424890] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:15.424917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:15.424975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:15.480682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:15.481415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:15.481495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:15.481527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:15.600194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:15.600328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:15.600367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:15.600413] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:15.603700] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-12-25T20:35:15.603969] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-25T20:35:15.604090] [INFO ] [sig       ] XOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:15.742298] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XOS.txt
[2025-12-25T20:35:15.742417] [INFO ] [sig       ] [3506/3552] Completed XOS in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 15.9s
[2025-12-25T20:35:15.742456] [INFO ] [sig       ] [3507/3552] Forecasting XP...
[2025-12-25T20:35:15.742486] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-25T20:35:15.742520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-25T20:35:15.752830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-25T20:35:15.753122] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-25T20:35:15.753892] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-25T20:35:15.753943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:15.753975] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:15.754002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:15.754059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:15.810248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:15.810891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:15.810968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:15.811000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:15.932861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:15.932984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:15.933025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:15.933053] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:15.936339] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: UP (p=80.31%)
[2025-12-25T20:35:15.936626] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-25T20:35:15.936748] [INFO ] [sig       ] XP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:16.086933] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/XP.txt
[2025-12-25T20:35:16.087122] [INFO ] [sig       ] [3507/3552] Completed XP in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 15.5s
[2025-12-25T20:35:16.087163] [INFO ] [sig       ] [3508/3552] Forecasting XPEL...
[2025-12-25T20:35:16.087202] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-25T20:35:16.087232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-25T20:35:16.097100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-25T20:35:16.097460] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-25T20:35:16.098239] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-25T20:35:16.098292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:16.098324] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:16.098350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:16.098408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:16.154817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:16.155695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:16.155780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:16.155812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:16.273142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:16.273296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:16.273334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:16.273362] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:16.276703] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: UP (p=64.35%)
[2025-12-25T20:35:16.276984] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-25T20:35:16.277106] [INFO ] [sig       ] XPEL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:16.414732] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/XPEL.txt
[2025-12-25T20:35:16.414899] [INFO ] [sig       ] [3508/3552] Completed XPEL in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 15.2s
[2025-12-25T20:35:16.414939] [INFO ] [sig       ] [3509/3552] Forecasting XPO...
[2025-12-25T20:35:16.414969] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-25T20:35:16.415009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-25T20:35:16.425022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-25T20:35:16.425384] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-25T20:35:16.426166] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-25T20:35:16.426218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:16.426249] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:16.426276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:16.426334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:16.482521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:16.483399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:16.483485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:16.483517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:16.602159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:16.602318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:16.602357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:16.602387] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:16.606273] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-25T20:35:16.606551] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-25T20:35:16.606699] [INFO ] [sig       ] XPO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:16.748856] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XPO.txt
[2025-12-25T20:35:16.749021] [INFO ] [sig       ] [3509/3552] Completed XPO in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 14.9s
[2025-12-25T20:35:16.749061] [INFO ] [sig       ] [3510/3552] Forecasting XPOF...
[2025-12-25T20:35:16.749089] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-25T20:35:16.749127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-25T20:35:16.758810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-25T20:35:16.759104] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-25T20:35:16.759899] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-25T20:35:16.759952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:16.759984] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:16.760010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:16.760081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:16.816324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:16.817061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:16.817141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:16.817173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:16.938074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:16.938224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:16.938263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:16.938292] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:16.941657] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=27.71%)
[2025-12-25T20:35:16.941936] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-25T20:35:16.942057] [INFO ] [sig       ] XPOF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:17.080044] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XPOF.txt
[2025-12-25T20:35:17.080178] [INFO ] [sig       ] [3510/3552] Completed XPOF in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 14.5s
[2025-12-25T20:35:17.080217] [INFO ] [sig       ] [3511/3552] Forecasting XPRO...
[2025-12-25T20:35:17.080247] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-25T20:35:17.080284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-25T20:35:17.090194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-25T20:35:17.090498] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-25T20:35:17.091302] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-25T20:35:17.091358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:17.091427] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:17.091468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:17.091551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:17.148764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:17.149403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:17.149483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:17.149517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:17.267972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:17.268128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:17.268167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:17.268196] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:17.271740] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=25.17%)
[2025-12-25T20:35:17.272087] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-25T20:35:17.272229] [INFO ] [sig       ] XPRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:17.410882] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XPRO.txt
[2025-12-25T20:35:17.411044] [INFO ] [sig       ] [3511/3552] Completed XPRO in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 14.2s
[2025-12-25T20:35:17.411085] [INFO ] [sig       ] [3512/3552] Forecasting XRAY...
[2025-12-25T20:35:17.411115] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-25T20:35:17.411144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-25T20:35:17.421847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-25T20:35:17.422256] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-25T20:35:17.423078] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-25T20:35:17.423147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:17.423180] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:17.423208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:17.423268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:17.479625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:17.480480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:17.480560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:17.480613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:17.598032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:17.598188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:17.598228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:17.598256] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:17.601603] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-12-25T20:35:17.601875] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-25T20:35:17.601996] [INFO ] [sig       ] XRAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:17.738954] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XRAY.txt
[2025-12-25T20:35:17.739112] [INFO ] [sig       ] [3512/3552] Completed XRAY in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 13.8s
[2025-12-25T20:35:17.739152] [INFO ] [sig       ] [3513/3552] Forecasting XRX...
[2025-12-25T20:35:17.739183] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-25T20:35:17.739213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-25T20:35:17.749685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-25T20:35:17.750077] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-25T20:35:17.750911] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-25T20:35:17.750964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:17.750997] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:17.751024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:17.751082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:17.806768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:17.807719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:17.807831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:17.807866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:17.927121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:17.927274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:17.927312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:17.927340] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:17.930701] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=69.66%)
[2025-12-25T20:35:17.930980] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-25T20:35:17.931107] [INFO ] [sig       ] XRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:18.068452] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/XRX.txt
[2025-12-25T20:35:18.068585] [INFO ] [sig       ] [3513/3552] Completed XRX in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 13.5s
[2025-12-25T20:35:18.068626] [INFO ] [sig       ] [3514/3552] Forecasting XTIA...
[2025-12-25T20:35:18.068657] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-25T20:35:18.068687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-25T20:35:18.078963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-25T20:35:18.079304] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-25T20:35:18.080127] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-25T20:35:18.080180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:18.080213] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:18.080241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:18.080299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:18.138555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:18.139471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:18.139562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:18.139616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:18.261250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:18.261403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:18.261442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:18.261512] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:18.264923] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: UP (p=56.43%)
[2025-12-25T20:35:18.265195] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-25T20:35:18.265319] [INFO ] [sig       ] XTIA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:18.406531] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/XTIA.txt
[2025-12-25T20:35:18.406684] [INFO ] [sig       ] [3514/3552] Completed XTIA in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 13.1s
[2025-12-25T20:35:18.406725] [INFO ] [sig       ] [3515/3552] Forecasting XYF...
[2025-12-25T20:35:18.406755] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-25T20:35:18.406822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-25T20:35:18.417299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-25T20:35:18.417629] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-25T20:35:18.418373] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-25T20:35:18.418424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:18.418456] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:18.418482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:18.418544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:18.477603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:18.478433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:18.478517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:18.478551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:18.596858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:18.596993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:18.597034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:18.597062] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:18.600413] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=16.79%)
[2025-12-25T20:35:18.600703] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-25T20:35:18.600824] [INFO ] [sig       ] XYF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:18.738371] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XYF.txt
[2025-12-25T20:35:18.738497] [INFO ] [sig       ] [3515/3552] Completed XYF in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 12.8s
[2025-12-25T20:35:18.738536] [INFO ] [sig       ] [3516/3552] Forecasting XYL...
[2025-12-25T20:35:18.738566] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-25T20:35:18.738614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-25T20:35:18.748530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-25T20:35:18.748846] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-25T20:35:18.749655] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-25T20:35:18.749707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:18.749739] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:18.749765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:18.749823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:18.804963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:18.805542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:18.805634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:18.805667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:18.924255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:18.924393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:18.924431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:18.924460] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:18.927719] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-25T20:35:18.927988] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-25T20:35:18.928110] [INFO ] [sig       ] XYL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:19.065691] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/XYL.txt
[2025-12-25T20:35:19.065809] [INFO ] [sig       ] [3516/3552] Completed XYL in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 12.4s
[2025-12-25T20:35:19.065848] [INFO ] [sig       ] [3517/3552] Forecasting YALA...
[2025-12-25T20:35:19.065877] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-25T20:35:19.065917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-25T20:35:19.075688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-25T20:35:19.075996] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-25T20:35:19.076763] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-25T20:35:19.076813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:19.076844] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:19.076870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:19.076927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:19.133001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:19.133606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:19.133681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:19.133713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:19.252755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:19.252909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:19.252947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:19.252975] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:19.256496] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=52.22%)
[2025-12-25T20:35:19.256801] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-25T20:35:19.256928] [INFO ] [sig       ] YALA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:19.398057] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/YALA.txt
[2025-12-25T20:35:19.398224] [INFO ] [sig       ] [3517/3552] Completed YALA in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 12.1s
[2025-12-25T20:35:19.398263] [INFO ] [sig       ] [3518/3552] Forecasting YELP...
[2025-12-25T20:35:19.398292] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-25T20:35:19.398322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-25T20:35:19.408837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-25T20:35:19.409191] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-25T20:35:19.409999] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-25T20:35:19.410051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:19.410082] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:19.410108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:19.410166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:19.469820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:19.470892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:19.470990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:19.471026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:19.592697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:19.592854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:19.592894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:19.592923] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:19.596229] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-25T20:35:19.596503] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-25T20:35:19.596642] [INFO ] [sig       ] YELP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:19.733347] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/YELP.txt
[2025-12-25T20:35:19.733509] [INFO ] [sig       ] [3518/3552] Completed YELP in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 11.7s
[2025-12-25T20:35:19.733549] [INFO ] [sig       ] [3519/3552] Forecasting YETI...
[2025-12-25T20:35:19.733597] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-25T20:35:19.733628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-25T20:35:19.743547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-25T20:35:19.743908] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-25T20:35:19.744704] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-25T20:35:19.744757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:19.744788] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:19.744817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:19.744875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:19.800668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:19.801317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:19.801393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:19.801425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:19.923259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:19.923434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:19.923477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:19.923506] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:19.926974] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=60.15%)
[2025-12-25T20:35:19.927252] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-25T20:35:19.927376] [INFO ] [sig       ] YETI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:20.064598] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/YETI.txt
[2025-12-25T20:35:20.064746] [INFO ] [sig       ] [3519/3552] Completed YETI in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 11.4s
[2025-12-25T20:35:20.064785] [INFO ] [sig       ] [3520/3552] Forecasting YMM...
[2025-12-25T20:35:20.064815] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-25T20:35:20.064845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-25T20:35:20.075722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-25T20:35:20.076100] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-25T20:35:20.076903] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-25T20:35:20.076955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:20.076987] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:20.077014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:20.077071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:20.133644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:20.134462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:20.134543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:20.134594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:20.250111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:20.250265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:20.250305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:20.250333] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:20.253651] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=24.77%)
[2025-12-25T20:35:20.253926] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-25T20:35:20.254044] [INFO ] [sig       ] YMM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:20.391492] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/YMM.txt
[2025-12-25T20:35:20.391673] [INFO ] [sig       ] [3520/3552] Completed YMM in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 11.1s
[2025-12-25T20:35:20.391723] [INFO ] [sig       ] [3521/3552] Forecasting YPF...
[2025-12-25T20:35:20.391761] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-25T20:35:20.391824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-25T20:35:20.402961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-25T20:35:20.403371] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-25T20:35:20.404232] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-25T20:35:20.404286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:20.404331] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:20.404376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:20.404445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:20.465158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:20.465895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:20.466025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:20.466065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:20.596933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:20.597087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:20.597128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:20.597156] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:20.600698] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=88.85%)
[2025-12-25T20:35:20.600994] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-25T20:35:20.601125] [INFO ] [sig       ] YPF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:20.752444] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/YPF.txt
[2025-12-25T20:35:20.752620] [INFO ] [sig       ] [3521/3552] Completed YPF in 0.4s | 2.90 sym/s | Total: 20.3m | ETA: 10.7s
[2025-12-25T20:35:20.752670] [INFO ] [sig       ] [3522/3552] Forecasting YQQQ...
[2025-12-25T20:35:20.752743] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-25T20:35:20.752789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-25T20:35:20.766917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-25T20:35:20.767386] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-25T20:35:20.768405] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-25T20:35:20.768470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:20.768512] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:20.768549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:20.768654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:20.836199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:20.837105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:20.837190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:20.837222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:20.960451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:20.960622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:20.960664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:20.960691] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:20.964071] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=77.80%)
[2025-12-25T20:35:20.964357] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-25T20:35:20.964485] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:21.103715] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/YQQQ.txt
[2025-12-25T20:35:21.103889] [INFO ] [sig       ] [3522/3552] Completed YQQQ in 0.4s | 2.90 sym/s | Total: 20.3m | ETA: 10.4s
[2025-12-25T20:35:21.103929] [INFO ] [sig       ] [3523/3552] Forecasting YRD...
[2025-12-25T20:35:21.103968] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-25T20:35:21.103997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-25T20:35:21.113982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-25T20:35:21.114351] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-25T20:35:21.115203] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-25T20:35:21.115259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:21.115305] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:21.115334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:21.115396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:21.174306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:21.175179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:21.175277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:21.175310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:21.292486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:21.292637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:21.292678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:21.292706] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:21.295990] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-12-25T20:35:21.296259] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-25T20:35:21.296380] [INFO ] [sig       ] YRD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:21.442190] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/YRD.txt
[2025-12-25T20:35:21.442350] [INFO ] [sig       ] [3523/3552] Completed YRD in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 10.0s
[2025-12-25T20:35:21.442390] [INFO ] [sig       ] [3524/3552] Forecasting YSG...
[2025-12-25T20:35:21.442420] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-25T20:35:21.442462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-25T20:35:21.452326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-25T20:35:21.452709] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-25T20:35:21.453714] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-25T20:35:21.453778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:21.453820] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:21.453855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:21.453926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:21.514316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:21.515172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:21.515257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:21.515292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:21.646591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:21.646730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:21.646772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:21.646801] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:21.650364] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=78.07%)
[2025-12-25T20:35:21.650665] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-25T20:35:21.650795] [INFO ] [sig       ] YSG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:21.792827] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/YSG.txt
[2025-12-25T20:35:21.792968] [INFO ] [sig       ] [3524/3552] Completed YSG in 0.4s | 2.90 sym/s | Total: 20.3m | ETA: 9.7s
[2025-12-25T20:35:21.793007] [INFO ] [sig       ] [3525/3552] Forecasting YTRA...
[2025-12-25T20:35:21.793037] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-25T20:35:21.793066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-25T20:35:21.803386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-25T20:35:21.803736] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-25T20:35:21.804675] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-25T20:35:21.804727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:21.804760] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:21.804787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:21.804844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:21.861615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:21.862198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:21.862276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:21.862308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:21.980665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:21.980796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:21.980834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:21.980862] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:21.984136] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=35.34%)
[2025-12-25T20:35:21.984407] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-25T20:35:21.984526] [INFO ] [sig       ] YTRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:22.121745] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/YTRA.txt
[2025-12-25T20:35:22.121861] [INFO ] [sig       ] [3525/3552] Completed YTRA in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 9.3s
[2025-12-25T20:35:22.121902] [INFO ] [sig       ] [3526/3552] Forecasting YUM...
[2025-12-25T20:35:22.121933] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-25T20:35:22.121968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-25T20:35:22.132366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-25T20:35:22.132676] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-25T20:35:22.133431] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-25T20:35:22.133482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:22.133514] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:22.133541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:22.133624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:22.190569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:22.191182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:22.191257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:22.191289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:22.306739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:22.306860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:22.306899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:22.306927] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:22.310217] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=12.13%)
[2025-12-25T20:35:22.310488] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-25T20:35:22.310631] [INFO ] [sig       ] YUM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:22.450148] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/YUM.txt
[2025-12-25T20:35:22.450266] [INFO ] [sig       ] [3526/3552] Completed YUM in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 9.0s
[2025-12-25T20:35:22.450311] [INFO ] [sig       ] [3527/3552] Forecasting YUMC...
[2025-12-25T20:35:22.450346] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-25T20:35:22.450378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-25T20:35:22.460529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-25T20:35:22.460893] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-25T20:35:22.461911] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-25T20:35:22.461973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:22.462013] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:22.462052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:22.462129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:22.533283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:22.534146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:22.534228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:22.534281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:22.658546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:22.658736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:22.658794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:22.658839] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:22.663558] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=36.99%)
[2025-12-25T20:35:22.663944] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-25T20:35:22.664107] [INFO ] [sig       ] YUMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:22.802463] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/YUMC.txt
[2025-12-25T20:35:22.802614] [INFO ] [sig       ] [3527/3552] Completed YUMC in 0.4s | 2.90 sym/s | Total: 20.3m | ETA: 8.6s
[2025-12-25T20:35:22.802658] [INFO ] [sig       ] [3528/3552] Forecasting Z...
[2025-12-25T20:35:22.802689] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-25T20:35:22.802718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-25T20:35:22.813268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-25T20:35:22.813558] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-25T20:35:22.814320] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-25T20:35:22.814372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:22.814431] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:22.814459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:22.814518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:22.871554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:22.872184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:22.872260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:22.872292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:22.991419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:22.991559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:22.991617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:22.991646] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:22.994882] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-25T20:35:22.995149] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-25T20:35:22.995266] [INFO ] [sig       ] Z: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:23.132553] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/Z.txt
[2025-12-25T20:35:23.132691] [INFO ] [sig       ] [3528/3552] Completed Z in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 8.3s
[2025-12-25T20:35:23.132730] [INFO ] [sig       ] [3529/3552] Forecasting ZBH...
[2025-12-25T20:35:23.132760] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-25T20:35:23.132790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-25T20:35:23.143252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-25T20:35:23.143545] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-25T20:35:23.144304] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-25T20:35:23.144355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:23.144385] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:23.144410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:23.144467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:23.201473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:23.202081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:23.202158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:23.202189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:23.318514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:23.318657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:23.318697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:23.318725] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:23.321978] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=78.95%)
[2025-12-25T20:35:23.322244] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-25T20:35:23.322363] [INFO ] [sig       ] ZBH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:23.460515] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZBH.txt
[2025-12-25T20:35:23.460643] [INFO ] [sig       ] [3529/3552] Completed ZBH in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 7.9s
[2025-12-25T20:35:23.460683] [INFO ] [sig       ] [3530/3552] Forecasting ZBIO...
[2025-12-25T20:35:23.460713] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-25T20:35:23.460743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-25T20:35:23.470696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-25T20:35:23.471009] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-25T20:35:23.471786] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-25T20:35:23.471837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:23.471869] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:23.471896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:23.471952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:23.528272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:23.529132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:23.529213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:23.529245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:23.650185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:23.650336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:23.650373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:23.650417] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:23.653741] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: DOWN (p=7.98%)
[2025-12-25T20:35:23.654011] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-25T20:35:23.654130] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:23.794228] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZBIO.txt
[2025-12-25T20:35:23.794360] [INFO ] [sig       ] [3530/3552] Completed ZBIO in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 7.6s
[2025-12-25T20:35:23.794398] [INFO ] [sig       ] [3531/3552] Forecasting ZBRA...
[2025-12-25T20:35:23.794428] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-25T20:35:23.794459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-25T20:35:23.804385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-25T20:35:23.804770] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-25T20:35:23.805568] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-25T20:35:23.805646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:23.805680] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:23.805708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:23.805768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:23.861259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:23.861889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:23.861971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:23.862004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:23.984186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:23.984333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:23.984373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:23.984431] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:23.987752] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-25T20:35:23.988027] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-25T20:35:23.988148] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:24.124973] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZBRA.txt
[2025-12-25T20:35:24.125097] [INFO ] [sig       ] [3531/3552] Completed ZBRA in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 7.3s
[2025-12-25T20:35:24.125135] [INFO ] [sig       ] [3532/3552] Forecasting ZD...
[2025-12-25T20:35:24.125164] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-25T20:35:24.125195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-25T20:35:24.134673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-25T20:35:24.134967] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-25T20:35:24.135741] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-25T20:35:24.135792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:24.135824] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:24.135851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:24.135907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:24.192082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:24.192689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:24.192767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:24.192815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:24.309819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:24.309962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:24.310003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:24.310032] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:24.313387] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: DOWN (p=35.72%)
[2025-12-25T20:35:24.313686] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-25T20:35:24.313813] [INFO ] [sig       ] ZD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:24.451526] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZD.txt
[2025-12-25T20:35:24.451695] [INFO ] [sig       ] [3532/3552] Completed ZD in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 6.9s
[2025-12-25T20:35:24.451735] [INFO ] [sig       ] [3533/3552] Forecasting ZEPP...
[2025-12-25T20:35:24.451766] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-25T20:35:24.451795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-25T20:35:24.462402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-25T20:35:24.462799] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-25T20:35:24.463558] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-25T20:35:24.463646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:24.463678] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:24.463704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:24.463761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:24.522631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:24.523564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:24.523689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:24.523723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:24.635729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:24.635906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:24.635947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:24.635975] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:24.639419] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=43.27%)
[2025-12-25T20:35:24.639733] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-25T20:35:24.639864] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:24.778265] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZEPP.txt
[2025-12-25T20:35:24.778429] [INFO ] [sig       ] [3533/3552] Completed ZEPP in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 6.6s
[2025-12-25T20:35:24.778471] [INFO ] [sig       ] [3534/3552] Forecasting ZETA...
[2025-12-25T20:35:24.778501] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-25T20:35:24.778562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-25T20:35:24.789789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-25T20:35:24.790155] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-25T20:35:24.790944] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-25T20:35:24.790996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:24.791028] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:24.791069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:24.791128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:24.847947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:24.848813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:24.848896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:24.848927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:24.970418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:24.970595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:24.970635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:24.970663] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:24.973972] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=15.74%)
[2025-12-25T20:35:24.974244] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-25T20:35:24.974369] [INFO ] [sig       ] ZETA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:25.114834] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZETA.txt
[2025-12-25T20:35:25.114993] [INFO ] [sig       ] [3534/3552] Completed ZETA in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 6.2s
[2025-12-25T20:35:25.115031] [INFO ] [sig       ] [3535/3552] Forecasting ZEUS...
[2025-12-25T20:35:25.115060] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-25T20:35:25.115091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-25T20:35:25.125908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-25T20:35:25.126369] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-25T20:35:25.127151] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-25T20:35:25.127204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:25.127235] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:25.127261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:25.127318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:25.186807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:25.187640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:25.187722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:25.187754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:25.309085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:25.309243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:25.309315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:25.309349] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:25.312854] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=9.36%)
[2025-12-25T20:35:25.313214] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-25T20:35:25.313357] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:25.453928] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZEUS.txt
[2025-12-25T20:35:25.454091] [INFO ] [sig       ] [3535/3552] Completed ZEUS in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 5.9s
[2025-12-25T20:35:25.454132] [INFO ] [sig       ] [3536/3552] Forecasting ZGN...
[2025-12-25T20:35:25.454162] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-25T20:35:25.454197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-25T20:35:25.466943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-25T20:35:25.467541] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-25T20:35:25.468531] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-25T20:35:25.468615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:25.468653] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:25.468681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:25.468741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:25.529236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:25.530530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:25.530654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:25.530692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:25.656515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:25.656778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:25.656825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:25.656855] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:25.662696] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=32.31%)
[2025-12-25T20:35:25.663359] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-25T20:35:25.663619] [INFO ] [sig       ] ZGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:25.907228] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZGN.txt
[2025-12-25T20:35:25.907460] [INFO ] [sig       ] [3536/3552] Completed ZGN in 0.5s | 2.90 sym/s | Total: 20.4m | ETA: 5.5s
[2025-12-25T20:35:25.907547] [INFO ] [sig       ] [3537/3552] Forecasting ZH...
[2025-12-25T20:35:25.907603] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-25T20:35:25.907639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-25T20:35:25.919700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-25T20:35:25.920166] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-25T20:35:25.921108] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-25T20:35:25.921165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:25.921199] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:25.921227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:25.921291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:25.980803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:25.981955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:25.982049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:25.982084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:26.102358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:26.102608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:26.102657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:26.102688] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:26.106569] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-25T20:35:26.106913] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-25T20:35:26.107058] [INFO ] [sig       ] ZH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:26.254543] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZH.txt
[2025-12-25T20:35:26.254803] [INFO ] [sig       ] [3537/3552] Completed ZH in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 5.2s
[2025-12-25T20:35:26.254887] [INFO ] [sig       ] [3538/3552] Forecasting ZIM...
[2025-12-25T20:35:26.254925] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-25T20:35:26.254960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-25T20:35:26.266843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-25T20:35:26.267333] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-25T20:35:26.268225] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-25T20:35:26.268277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:26.268310] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:26.268337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:26.268395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:26.326217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:26.327198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:26.327294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:26.327371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:26.449598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:26.449837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:26.449883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:26.449911] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:26.453734] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: UP (p=82.30%)
[2025-12-25T20:35:26.454045] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-25T20:35:26.454177] [INFO ] [sig       ] ZIM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:26.597712] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZIM.txt
[2025-12-25T20:35:26.597930] [INFO ] [sig       ] [3538/3552] Completed ZIM in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 4.8s
[2025-12-25T20:35:26.597978] [INFO ] [sig       ] [3539/3552] Forecasting ZION...
[2025-12-25T20:35:26.598044] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-25T20:35:26.598082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-25T20:35:26.610356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-25T20:35:26.610906] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-25T20:35:26.611833] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-25T20:35:26.611887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:26.611920] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:26.611948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:26.612006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:26.671169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:26.672163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:26.672248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:26.672280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:26.802863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:26.803038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:26.803079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:26.803107] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:26.806527] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=12.89%)
[2025-12-25T20:35:26.806824] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-25T20:35:26.806951] [INFO ] [sig       ] ZION: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:26.947290] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZION.txt
[2025-12-25T20:35:26.947477] [INFO ] [sig       ] [3539/3552] Completed ZION in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 4.5s
[2025-12-25T20:35:26.947518] [INFO ] [sig       ] [3540/3552] Forecasting ZIP...
[2025-12-25T20:35:26.947548] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-25T20:35:26.947598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-25T20:35:26.958149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-25T20:35:26.958522] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-25T20:35:26.959336] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-25T20:35:26.959389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:26.959420] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:26.959447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:26.959504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:27.019186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:27.020168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:27.020257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:27.020293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:27.142624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:27.142783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:27.142822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:27.142850] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:27.146198] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: UP (p=89.19%)
[2025-12-25T20:35:27.146475] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-25T20:35:27.146635] [INFO ] [sig       ] ZIP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:27.287126] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZIP.txt
[2025-12-25T20:35:27.287310] [INFO ] [sig       ] [3540/3552] Completed ZIP in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 4.1s
[2025-12-25T20:35:27.287353] [INFO ] [sig       ] [3541/3552] Forecasting ZLAB...
[2025-12-25T20:35:27.287384] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-25T20:35:27.287448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-25T20:35:27.299950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-25T20:35:27.300475] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-25T20:35:27.301405] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-25T20:35:27.301460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:27.301492] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:27.301519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:27.301603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:27.360878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:27.362073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:27.362175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:27.362211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:27.488233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:27.488463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:27.488511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:27.488541] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:27.492634] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-25T20:35:27.492988] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-25T20:35:27.493132] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:27.647926] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZLAB.txt
[2025-12-25T20:35:27.648192] [INFO ] [sig       ] [3541/3552] Completed ZLAB in 0.4s | 2.90 sym/s | Total: 20.4m | ETA: 3.8s
[2025-12-25T20:35:27.648253] [INFO ] [sig       ] [3542/3552] Forecasting ZM...
[2025-12-25T20:35:27.648297] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-25T20:35:27.648384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-25T20:35:27.660387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-25T20:35:27.660939] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-25T20:35:27.661872] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-25T20:35:27.661930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:27.661965] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:27.661994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:27.662057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:27.722216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:27.723320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:27.723422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:27.723455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:27.849873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:27.850107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:27.850154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:27.850183] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:27.854259] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: UP (p=82.35%)
[2025-12-25T20:35:27.854614] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-25T20:35:27.854769] [INFO ] [sig       ] ZM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:28.012110] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZM.txt
[2025-12-25T20:35:28.012324] [INFO ] [sig       ] [3542/3552] Completed ZM in 0.4s | 2.90 sym/s | Total: 20.4m | ETA: 3.5s
[2025-12-25T20:35:28.012367] [INFO ] [sig       ] [3543/3552] Forecasting ZNTL...
[2025-12-25T20:35:28.012438] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-25T20:35:28.012476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-25T20:35:28.025555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-25T20:35:28.026119] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-25T20:35:28.027013] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-25T20:35:28.027067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:28.027100] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:28.027128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:28.027189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:28.086628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:28.088035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:28.088142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:28.088178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:28.224290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:28.224568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:28.224640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:28.224672] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:28.229410] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: DOWN (p=30.93%)
[2025-12-25T20:35:28.229920] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-25T20:35:28.230117] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:28.403056] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZNTL.txt
[2025-12-25T20:35:28.403298] [INFO ] [sig       ] [3543/3552] Completed ZNTL in 0.4s | 2.90 sym/s | Total: 20.4m | ETA: 3.1s
[2025-12-25T20:35:28.403351] [INFO ] [sig       ] [3544/3552] Forecasting ZS...
[2025-12-25T20:35:28.403387] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-25T20:35:28.403462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-25T20:35:28.417090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-25T20:35:28.417721] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-25T20:35:28.418764] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-25T20:35:28.418824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:28.418861] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:28.418891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:28.418950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:28.483535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:28.485120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:28.485499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:28.485634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:28.607382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:28.607550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:28.607624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:28.607659] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:28.611188] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=7.14%)
[2025-12-25T20:35:28.611475] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-25T20:35:28.611621] [INFO ] [sig       ] ZS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:28.753189] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZS.txt
[2025-12-25T20:35:28.753340] [INFO ] [sig       ] [3544/3552] Completed ZS in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 2.8s
[2025-12-25T20:35:28.753378] [INFO ] [sig       ] [3545/3552] Forecasting ZTO...
[2025-12-25T20:35:28.753408] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-25T20:35:28.753438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-25T20:35:28.766094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-25T20:35:28.766670] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-25T20:35:28.767635] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-25T20:35:28.767691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:28.767764] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:28.767795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:28.767855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:28.824744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:28.825919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:28.826014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:28.826047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:28.943653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:28.943893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:28.943945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:28.943977] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:28.947804] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: UP (p=58.05%)
[2025-12-25T20:35:28.948119] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-25T20:35:28.948254] [INFO ] [sig       ] ZTO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:29.088746] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZTO.txt
[2025-12-25T20:35:29.088951] [INFO ] [sig       ] [3545/3552] Completed ZTO in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 2.4s
[2025-12-25T20:35:29.089032] [INFO ] [sig       ] [3546/3552] Forecasting ZTS...
[2025-12-25T20:35:29.089064] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-25T20:35:29.089097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-25T20:35:29.101309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-25T20:35:29.101757] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-25T20:35:29.102597] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-25T20:35:29.102650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:29.102683] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:29.102708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:29.102766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:29.158760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:29.159494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:29.159593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:29.159629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:29.280608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:29.280768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:29.280809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:29.280837] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:29.284245] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: DOWN (p=15.59%)
[2025-12-25T20:35:29.284522] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-25T20:35:29.284662] [INFO ] [sig       ] ZTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:29.421613] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZTS.txt
[2025-12-25T20:35:29.421752] [INFO ] [sig       ] [3546/3552] Completed ZTS in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 2.1s
[2025-12-25T20:35:29.421791] [INFO ] [sig       ] [3547/3552] Forecasting ZUMZ...
[2025-12-25T20:35:29.421820] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-25T20:35:29.421851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-25T20:35:29.431653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-25T20:35:29.431959] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-25T20:35:29.432735] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-25T20:35:29.432786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:29.432832] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:29.432861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:29.432918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:29.491801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:29.492463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:29.492543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:29.492591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:29.613286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:29.613436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:29.613476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:29.613503] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:29.616850] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-25T20:35:29.617123] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-25T20:35:29.617246] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:29.754433] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZUMZ.txt
[2025-12-25T20:35:29.754562] [INFO ] [sig       ] [3547/3552] Completed ZUMZ in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 1.7s
[2025-12-25T20:35:29.754620] [INFO ] [sig       ] [3548/3552] Forecasting ZURA...
[2025-12-25T20:35:29.754650] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-25T20:35:29.754679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-25T20:35:29.764919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-25T20:35:29.765222] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-25T20:35:29.765996] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-25T20:35:29.766047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:29.766079] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:29.766104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:29.766162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:29.821799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:29.822406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:29.822485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:29.822517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:29.941233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:29.941392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:29.941432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:29.941494] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:29.944889] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=69.03%)
[2025-12-25T20:35:29.945163] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-25T20:35:29.945287] [INFO ] [sig       ] ZURA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:30.083303] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZURA.txt
[2025-12-25T20:35:30.083435] [INFO ] [sig       ] [3548/3552] Completed ZURA in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 1.4s
[2025-12-25T20:35:30.083475] [INFO ] [sig       ] [3549/3552] Forecasting ZVIA...
[2025-12-25T20:35:30.083504] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-25T20:35:30.083533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-25T20:35:30.094485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-25T20:35:30.094970] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-25T20:35:30.095908] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-25T20:35:30.095962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:30.095995] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:30.096022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:30.096081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:30.155696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:30.156688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:30.156795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:30.156849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:30.282464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:30.282661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:30.282705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:30.282734] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:30.286344] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=77.61%)
[2025-12-25T20:35:30.286713] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-25T20:35:30.286862] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:30.431498] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZVIA.txt
[2025-12-25T20:35:30.431703] [INFO ] [sig       ] [3549/3552] Completed ZVIA in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 1.0s
[2025-12-25T20:35:30.431749] [INFO ] [sig       ] [3550/3552] Forecasting ZVRA...
[2025-12-25T20:35:30.431780] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-25T20:35:30.431810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-25T20:35:30.442308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-25T20:35:30.442650] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-25T20:35:30.443446] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-25T20:35:30.443498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:30.443530] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:30.443557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:30.443648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:30.498772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:30.502700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:30.502853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:30.502886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:30.625505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:30.625691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:30.625732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:30.625762] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:30.629425] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-12-25T20:35:30.629824] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-25T20:35:30.629975] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-25T20:35:30.776809] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZVRA.txt
[2025-12-25T20:35:30.776975] [INFO ] [sig       ] [3550/3552] Completed ZVRA in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 0.7s
[2025-12-25T20:35:30.777022] [INFO ] [sig       ] [3551/3552] Forecasting ZWS...
[2025-12-25T20:35:30.777054] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-25T20:35:30.777085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-25T20:35:30.787407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-25T20:35:30.787763] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-25T20:35:30.788515] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-25T20:35:30.788567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:30.788618] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:30.788645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:30.788702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:30.844777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:30.845660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:30.845748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:30.845781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:30.969868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:30.970028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:30.970067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:30.970095] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:30.973419] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=29.03%)
[2025-12-25T20:35:30.973715] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-25T20:35:30.973839] [INFO ] [sig       ] ZWS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:31.118181] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZWS.txt
[2025-12-25T20:35:31.118323] [INFO ] [sig       ] [3551/3552] Completed ZWS in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 0.3s
[2025-12-25T20:35:31.118362] [INFO ] [sig       ] [3552/3552] Forecasting ZYME...
[2025-12-25T20:35:31.118392] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-25T20:35:31.118422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-25T20:35:31.128469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-25T20:35:31.128814] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-25T20:35:31.129617] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-25T20:35:31.129669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-25T20:35:31.129700] [DEBUG] [FORECASTER] Starting train method
[2025-12-25T20:35:31.129726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-25T20:35:31.129783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-25T20:35:31.185818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-25T20:35:31.186688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-25T20:35:31.186770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-25T20:35:31.186802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-25T20:35:31.304909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-25T20:35:31.305073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-25T20:35:31.305115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-25T20:35:31.305143] [INFO ] [FORECASTER] Training complete
[2025-12-25T20:35:31.308488] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=14.68%)
[2025-12-25T20:35:31.308783] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-25T20:35:31.308926] [INFO ] [sig       ] ZYME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-25T20:35:31.449823] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZYME.txt
[2025-12-25T20:35:31.449988] [INFO ] [sig       ] [3552/3552] Completed ZYME in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 0.0s
[2025-12-25T20:35:31.450029] [INFO ] [sig       ] ==================================================
[2025-12-25T20:35:31.450061] [INFO ] [sig       ] Forecasts complete: 3552/3552 symbols succeeded
[2025-12-25T20:35:31.450091] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-25T20:35:31.450120] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-25T20:35:31.450808] [INFO ] [sig       ] Found 52 forecast dates to process
[2025-12-25T20:35:31.450855] [INFO ] [sig       ] [1/52] Processing report for 2025-10-10...
[2025-12-25T20:35:31.450894] [INFO ] [sig       ] [1/52] Report for 2025-10-10 already exists, skipping...
[2025-12-25T20:35:31.450924] [INFO ] [sig       ] [2/52] Processing report for 2025-10-13...
[2025-12-25T20:35:31.450958] [INFO ] [sig       ] [2/52] Report for 2025-10-13 already exists, skipping...
[2025-12-25T20:35:31.450986] [INFO ] [sig       ] [3/52] Processing report for 2025-10-14...
[2025-12-25T20:35:31.451019] [INFO ] [sig       ] [3/52] Report for 2025-10-14 already exists, skipping...
[2025-12-25T20:35:31.451046] [INFO ] [sig       ] [4/52] Processing report for 2025-10-15...
[2025-12-25T20:35:31.451077] [INFO ] [sig       ] [4/52] Report for 2025-10-15 already exists, skipping...
[2025-12-25T20:35:31.451104] [INFO ] [sig       ] [5/52] Processing report for 2025-10-16...
[2025-12-25T20:35:31.451135] [INFO ] [sig       ] [5/52] Report for 2025-10-16 already exists, skipping...
[2025-12-25T20:35:31.451161] [INFO ] [sig       ] [6/52] Processing report for 2025-10-17...
[2025-12-25T20:35:31.451192] [INFO ] [sig       ] [6/52] Report for 2025-10-17 already exists, skipping...
[2025-12-25T20:35:31.451218] [INFO ] [sig       ] [7/52] Processing report for 2025-10-20...
[2025-12-25T20:35:31.451250] [INFO ] [sig       ] [7/52] Report for 2025-10-20 already exists, skipping...
[2025-12-25T20:35:31.451275] [INFO ] [sig       ] [8/52] Processing report for 2025-10-21...
[2025-12-25T20:35:31.451305] [INFO ] [sig       ] [8/52] Report for 2025-10-21 already exists, skipping...
[2025-12-25T20:35:31.451331] [INFO ] [sig       ] [9/52] Processing report for 2025-10-22...
[2025-12-25T20:35:31.451362] [INFO ] [sig       ] [9/52] Report for 2025-10-22 already exists, skipping...
[2025-12-25T20:35:31.451388] [INFO ] [sig       ] [10/52] Processing report for 2025-10-23...
[2025-12-25T20:35:31.451419] [INFO ] [sig       ] [10/52] Report for 2025-10-23 already exists, skipping...
[2025-12-25T20:35:31.451445] [INFO ] [sig       ] [11/52] Processing report for 2025-10-24...
[2025-12-25T20:35:31.451476] [INFO ] [sig       ] [11/52] Report for 2025-10-24 already exists, skipping...
[2025-12-25T20:35:31.451502] [INFO ] [sig       ] [12/52] Processing report for 2025-10-27...
[2025-12-25T20:35:31.451533] [INFO ] [sig       ] [12/52] Report for 2025-10-27 already exists, skipping...
[2025-12-25T20:35:31.451559] [INFO ] [sig       ] [13/52] Processing report for 2025-10-28...
[2025-12-25T20:35:31.451607] [INFO ] [sig       ] [13/52] Report for 2025-10-28 already exists, skipping...
[2025-12-25T20:35:31.451634] [INFO ] [sig       ] [14/52] Processing report for 2025-10-30...
[2025-12-25T20:35:31.451665] [INFO ] [sig       ] [14/52] Report for 2025-10-30 already exists, skipping...
[2025-12-25T20:35:31.451691] [INFO ] [sig       ] [15/52] Processing report for 2025-10-31...
[2025-12-25T20:35:31.451723] [INFO ] [sig       ] [15/52] Report for 2025-10-31 already exists, skipping...
[2025-12-25T20:35:31.451748] [INFO ] [sig       ] [16/52] Processing report for 2025-11-03...
[2025-12-25T20:35:31.451778] [INFO ] [sig       ] [16/52] Report for 2025-11-03 already exists, skipping...
[2025-12-25T20:35:31.451804] [INFO ] [sig       ] [17/52] Processing report for 2025-11-04...
[2025-12-25T20:35:31.451841] [INFO ] [sig       ] [17/52] Report for 2025-11-04 already exists, skipping...
[2025-12-25T20:35:31.451868] [INFO ] [sig       ] [18/52] Processing report for 2025-11-05...
[2025-12-25T20:35:31.451898] [INFO ] [sig       ] [18/52] Report for 2025-11-05 already exists, skipping...
[2025-12-25T20:35:31.451924] [INFO ] [sig       ] [19/52] Processing report for 2025-11-06...
[2025-12-25T20:35:31.451954] [INFO ] [sig       ] [19/52] Report for 2025-11-06 already exists, skipping...
[2025-12-25T20:35:31.451979] [INFO ] [sig       ] [20/52] Processing report for 2025-11-07...
[2025-12-25T20:35:31.452011] [INFO ] [sig       ] [20/52] Report for 2025-11-07 already exists, skipping...
[2025-12-25T20:35:31.452037] [INFO ] [sig       ] [21/52] Processing report for 2025-11-10...
[2025-12-25T20:35:31.452067] [INFO ] [sig       ] [21/52] Report for 2025-11-10 already exists, skipping...
[2025-12-25T20:35:31.452092] [INFO ] [sig       ] [22/52] Processing report for 2025-11-11...
[2025-12-25T20:35:31.452122] [INFO ] [sig       ] [22/52] Report for 2025-11-11 already exists, skipping...
[2025-12-25T20:35:31.452148] [INFO ] [sig       ] [23/52] Processing report for 2025-11-12...
[2025-12-25T20:35:31.452178] [INFO ] [sig       ] [23/52] Report for 2025-11-12 already exists, skipping...
[2025-12-25T20:35:31.452203] [INFO ] [sig       ] [24/52] Processing report for 2025-11-13...
[2025-12-25T20:35:31.452234] [INFO ] [sig       ] [24/52] Report for 2025-11-13 already exists, skipping...
[2025-12-25T20:35:31.452259] [INFO ] [sig       ] [25/52] Processing report for 2025-11-17...
[2025-12-25T20:35:31.452291] [INFO ] [sig       ] [25/52] Report for 2025-11-17 already exists, skipping...
[2025-12-25T20:35:31.452317] [INFO ] [sig       ] [26/52] Processing report for 2025-11-18...
[2025-12-25T20:35:31.452371] [INFO ] [sig       ] [26/52] Report for 2025-11-18 already exists, skipping...
[2025-12-25T20:35:31.452399] [INFO ] [sig       ] [27/52] Processing report for 2025-11-19...
[2025-12-25T20:35:31.452431] [INFO ] [sig       ] [27/52] Report for 2025-11-19 already exists, skipping...
[2025-12-25T20:35:31.452457] [INFO ] [sig       ] [28/52] Processing report for 2025-11-20...
[2025-12-25T20:35:31.452488] [INFO ] [sig       ] [28/52] Report for 2025-11-20 already exists, skipping...
[2025-12-25T20:35:31.452514] [INFO ] [sig       ] [29/52] Processing report for 2025-11-21...
[2025-12-25T20:35:31.452545] [INFO ] [sig       ] [29/52] Report for 2025-11-21 already exists, skipping...
[2025-12-25T20:35:31.452586] [INFO ] [sig       ] [30/52] Processing report for 2025-11-24...
[2025-12-25T20:35:31.452621] [INFO ] [sig       ] [30/52] Report for 2025-11-24 already exists, skipping...
[2025-12-25T20:35:31.452647] [INFO ] [sig       ] [31/52] Processing report for 2025-11-25...
[2025-12-25T20:35:31.452677] [INFO ] [sig       ] [31/52] Report for 2025-11-25 already exists, skipping...
[2025-12-25T20:35:31.452702] [INFO ] [sig       ] [32/52] Processing report for 2025-11-26...
[2025-12-25T20:35:31.452734] [INFO ] [sig       ] [32/52] Report for 2025-11-26 already exists, skipping...
[2025-12-25T20:35:31.452760] [INFO ] [sig       ] [33/52] Processing report for 2025-11-28...
[2025-12-25T20:35:31.452791] [INFO ] [sig       ] [33/52] Report for 2025-11-28 already exists, skipping...
[2025-12-25T20:35:31.452817] [INFO ] [sig       ] [34/52] Processing report for 2025-12-01...
[2025-12-25T20:35:31.452856] [INFO ] [sig       ] [34/52] Report for 2025-12-01 already exists, skipping...
[2025-12-25T20:35:31.452884] [INFO ] [sig       ] [35/52] Processing report for 2025-12-02...
[2025-12-25T20:35:31.452915] [INFO ] [sig       ] [35/52] Report for 2025-12-02 already exists, skipping...
[2025-12-25T20:35:31.452942] [INFO ] [sig       ] [36/52] Processing report for 2025-12-03...
[2025-12-25T20:35:31.452973] [INFO ] [sig       ] [36/52] Report for 2025-12-03 already exists, skipping...
[2025-12-25T20:35:31.452999] [INFO ] [sig       ] [37/52] Processing report for 2025-12-04...
[2025-12-25T20:35:31.453036] [INFO ] [sig       ] [37/52] Report for 2025-12-04 already exists, skipping...
[2025-12-25T20:35:31.453063] [INFO ] [sig       ] [38/52] Processing report for 2025-12-05...
[2025-12-25T20:35:31.453095] [INFO ] [sig       ] [38/52] Report for 2025-12-05 already exists, skipping...
[2025-12-25T20:35:31.453121] [INFO ] [sig       ] [39/52] Processing report for 2025-12-08...
[2025-12-25T20:35:31.453152] [INFO ] [sig       ] [39/52] Report for 2025-12-08 already exists, skipping...
[2025-12-25T20:35:31.453178] [INFO ] [sig       ] [40/52] Processing report for 2025-12-09...
[2025-12-25T20:35:31.453209] [INFO ] [sig       ] [40/52] Report for 2025-12-09 already exists, skipping...
[2025-12-25T20:35:31.453235] [INFO ] [sig       ] [41/52] Processing report for 2025-12-10...
[2025-12-25T20:35:31.453272] [INFO ] [sig       ] [41/52] Report for 2025-12-10 already exists, skipping...
[2025-12-25T20:35:31.453300] [INFO ] [sig       ] [42/52] Processing report for 2025-12-11...
[2025-12-25T20:35:31.453331] [INFO ] [sig       ] [42/52] Report for 2025-12-11 already exists, skipping...
[2025-12-25T20:35:31.453357] [INFO ] [sig       ] [43/52] Processing report for 2025-12-12...
[2025-12-25T20:35:31.453393] [INFO ] [sig       ] [43/52] Report for 2025-12-12 already exists, skipping...
[2025-12-25T20:35:31.453421] [INFO ] [sig       ] [44/52] Processing report for 2025-12-15...
[2025-12-25T20:35:31.453452] [INFO ] [sig       ] [44/52] Report for 2025-12-15 already exists, skipping...
[2025-12-25T20:35:31.453478] [INFO ] [sig       ] [45/52] Processing report for 2025-12-16...
[2025-12-25T20:35:31.453516] [INFO ] [sig       ] [45/52] Report for 2025-12-16 already exists, skipping...
[2025-12-25T20:35:31.453544] [INFO ] [sig       ] [46/52] Processing report for 2025-12-17...
[2025-12-25T20:35:31.453596] [INFO ] [sig       ] [46/52] Report for 2025-12-17 already exists, skipping...
[2025-12-25T20:35:31.453626] [INFO ] [sig       ] [47/52] Processing report for 2025-12-18...
[2025-12-25T20:35:31.453658] [INFO ] [sig       ] [47/52] Report for 2025-12-18 already exists, skipping...
[2025-12-25T20:35:31.453684] [INFO ] [sig       ] [48/52] Processing report for 2025-12-19...
[2025-12-25T20:35:31.453715] [INFO ] [sig       ] [48/52] Report for 2025-12-19 already exists, skipping...
[2025-12-25T20:35:31.453741] [INFO ] [sig       ] [49/52] Processing report for 2025-12-22...
[2025-12-25T20:35:31.453793] [INFO ] [sig       ] [49/52] Report for 2025-12-22 already exists, skipping...
[2025-12-25T20:35:31.453821] [INFO ] [sig       ] [50/52] Processing report for 2025-12-23...
[2025-12-25T20:35:31.453859] [INFO ] [sig       ] [50/52] Report for 2025-12-23 already exists, skipping...
[2025-12-25T20:35:31.453886] [INFO ] [sig       ] [51/52] Processing report for 2025-12-24...
[2025-12-25T20:35:31.453917] [INFO ] [sig       ] [51/52] Report for 2025-12-24 already exists, skipping...
[2025-12-25T20:35:31.453944] [INFO ] [sig       ] [52/52] Processing report for 2025-12-26...
[2025-12-25T20:35:31.453974] [INFO ] [sig       ] [52/52] Report for 2025-12-26 already exists, skipping...
[2025-12-25T20:35:31.454000] [INFO ] [sig       ] ==================================================
[2025-12-25T20:35:31.454027] [INFO ] [sig       ] Report generation complete: 52/52 reports succeeded
[2025-12-25T20:35:31.939710] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-25T20:35:31.939925] [INFO ] [sig       ] Email notification sent
[2025-12-25T20:35:31.941708] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-25T20:35:31.941943] [INFO ] [STATE     ] Last completion updated: 2025-12-25T20:35:31.941786